%3

{ "cells": [ { "cell_type": "markdown", "id": "ef6861b0", "metadata": {}, "source": [ "(creek-intake-example)=\n", "# Modelling stable creek intakes\n", "\n", "Creek intakes are modelled as tiny [reservoirs](reservoir) connected to a tunnel network in SHOP, typically connected directly on the main tunnel of a large [plant](plant). Since the reservoir volumes of creek intakes are so small compared to the flow in the tunnel network, it can be challenging to model a stable system when creek intakes are present. This example will describe general rules and best practice for modelling creek intakes in SHOP. Note that this example does not use the old [creek_intake](creek_intake) object in combination with a [junction](junction), as this way of modelling is deprecated.\n", "\n", "The system that will be used to illustrate the creek intake modelling in SHOP is based on the code in the function build_model() found in the creek_model.py script:" ] }, { "cell_type": "code", "execution_count": 1, "id": "5889b480", "metadata": {}, "outputs": [], "source": [ "from pyshop import ShopSession\n", "import pandas as pd\n", "import numpy as np\n", "import plotly.graph_objects as go\n", "from plotly.subplots import make_subplots\n", "\n", "from creek_model import build_model" ] }, { "cell_type": "markdown", "id": "fd926af4", "metadata": {}, "source": [ "The resulting topology is shown below:" ] }, { "cell_type": "code", "execution_count": 2, "id": "0850b4c2", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shop = build_model()\n", "shop.model.build_connection_tree()" ] }, { "cell_type": "markdown", "id": "fc9fd1c2", "metadata": {}, "source": [ "A single large reservoir called Reservoir sits at the far end of a long tunnel stretch down to the plant. Three small creek intake reservoirs, Creek1 to 3, are connected to the main tunnel of the plant. All reservoirs have [river](river) objects connected to them that acts as spillways with [up_head_flow_curve](river:up_head_flow_curve) defining the flow out of the reservoirs." ] }, { "cell_type": "markdown", "id": "4f7e444f", "metadata": {}, "source": [ "## Modelling the reservoir of a creek intake\n", "\n", "The reservoirs representing creek intakes should be modelled using the following principles:\n", "\n", "### Storage capacity\n", "The reservoir of a creek intake represents the volume of the tunnel segment in addition to any small dam at the top of the creek intake. In this model, the [max_vol](reservoir:max_vol) it is set to 0.001 Mm3 for all three creek intakes.\n", "\n", "### Upper and lower regulation levels\n", "The [hrl](reservoir:hrl) of the creek intake reservoirs should be the top of the dam or tunnel entrance of the creek intake. Above this level, water will spill out of the creek. The [lrl](reservoir:lrl) should be set to the lrl of the large reservoir in the network. If the lrl of the creek intake reservoirs are set lower than the lrl of the main reservoir, problems can arise if the large reservoir is empty.\n", "\n", "### Volume to level conversion\n", "One of the most important factors of modelling a creek intake reservoir is the [vol_head curve](reservoir:vol_head). Since the reservoir capacity is so small, the level of a creek intake reservoir can change very rapidly over a time step in the optimization model. It is therefore important to model the vol_head curve with the __same gradient in all segments__. The simple way to do this is to set 0 Mm3 for lrl, max_vol for hrl, and then choose some additional height above hrl and calculate the volume that will ensure a constant gradient. Choosing the level of $\\textup{hrl} + \\Delta$ for the final point on the vol_head curve should result in a volume of $V = (1+\\frac{\\Delta}{\\textup{hrl}-\\textup{lrl}})\\cdot V_{\\textup{max}}$. This means that the reservoir level can potentially go far above the actual intake of the creek, but this will not happen if the spillway of the creek intake is modelled correctly.\n", "\n", "### Flow_descr\n", "Before SHOP 16.4.0, the [flow_descr](reservoir:flow_descr) attribute on the reservoir object would be used in the tunnel network simulations when a reservoir in the network had a level above hrl. SHOP now only uses the vol_head curve in these calculations, but for older SHOP versions it is important to define a flow_descr on the creek intake reservoirs even though a river is used to model the spillage.\n", "\n", "\n", "The values for max_vol, hrl, lrl, and the vol_head curve of each reservoir in the model is printed below:" ] }, { "cell_type": "code", "execution_count": 3, "id": "3aa5e321", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reservoir\n", "max_vol: 50.0\n", "lrl: 80.0\n", "hrl: 100.0\n", "vol_head:\n", "0.0 80.0\n", "5.0 85.0\n", "12.0 90.0\n", "20.0 95.0\n", "50.0 100.0\n", "60.0 102.0\n", "Name: 0.0, dtype: float64\n", "\n", "Creek1\n", "max_vol: 0.001\n", "lrl: 80.0\n", "hrl: 110.0\n", "vol_head:\n", "0.000 80.0\n", "0.001 110.0\n", "0.002 140.0\n", "Name: 0.0, dtype: float64\n", "\n", "Creek2\n", "max_vol: 0.001\n", "lrl: 80.0\n", "hrl: 105.0\n", "vol_head:\n", "0.000 80.0\n", "0.001 105.0\n", "0.002 130.0\n", "Name: 0.0, dtype: float64\n", "\n", "Creek3\n", "max_vol: 0.001\n", "lrl: 80.0\n", "hrl: 101.0\n", "vol_head:\n", "0.000 80.0\n", "0.001 101.0\n", "0.002 121.0\n", "Name: 0.0, dtype: float64\n", "\n" ] } ], "source": [ "for rsv in shop.model.reservoir:\n", " print(rsv.get_name())\n", " print(\"max_vol:\",rsv.max_vol.get())\n", " print(\"lrl:\",rsv.lrl.get())\n", " print(\"hrl:\",rsv.hrl.get())\n", " print(\"vol_head:\")\n", " print(rsv.vol_head.get())\n", " print(\"\")" ] }, { "cell_type": "markdown", "id": "e45ae66f", "metadata": {}, "source": [ "## Modelling the tunnels connecting the creek intakes\n", "\n", "The creek intake reservoirs are connected to the main tunnel with short tunnel objects with low [loss coefficients](tunnel:loss_factor). Note that setting the loss coefficients to zero may lead to instabilities when solving the tunnel network equations, so the loss factors should always be larger than zero. In this case, the tunnels connecting the creeks have a loss coefficient of 1e-6, while the main tunnel segments have much higher losses. 1e-6 is about 0.1% of the sum of all loss factors in the tunnel network:" ] }, { "cell_type": "code", "execution_count": 4, "id": "9eae4340", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loss in Rsv_N1: 0.00015, 14.96 % of sum loss factor\n", "\n", "Loss in N1_N2: 2.5e-05, 2.49 % of sum loss factor\n", "\n", "Loss in N2_N3: 2.5e-05, 2.49 % of sum loss factor\n", "\n", "Loss in N3_plant: 0.0008, 79.76 % of sum loss factor\n", "\n", "Loss in Creek1_N1: 1e-06, 0.10 % of sum loss factor\n", "\n", "Loss in Creek2_N2: 1e-06, 0.10 % of sum loss factor\n", "\n", "Loss in Creek3_N3: 1e-06, 0.10 % of sum loss factor\n", "\n" ] } ], "source": [ "sum_loss_factor = sum(t.loss_factor.get() for t in shop.model.tunnel)\n", "\n", "for t in shop.model.tunnel:\n", " loss = t.loss_factor.get()\n", " print(f\"Loss in {t.get_name()}: {loss}, {100*loss/sum_loss_factor:.2f} % of sum loss factor\")\n", " print(\"\")" ] }, { "cell_type": "markdown", "id": "939f9ad3", "metadata": {}, "source": [ "## Modelling the main tunnel\n", "\n", "The main tunnel from the large reservoir to the plant is split into 4 tunnel segments to allow creek intakes to connect at different points in the system. 15% of the main tunnel loss happens in the first tunnel segment between the large reservoir and the first creek intake, then 2.5% loss is added between each creek before 80% of the loss happens after the last creek intake. The main tunnel is modelled as flat at the lrl of the large reservoir before it drops off down to the plant in the final tunnel segment. This is seen in the [start_height](tunnel:start_height) and [end_height](tunnel:end_height) of each tunnel:" ] }, { "cell_type": "code", "execution_count": 5, "id": "d35a75cc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rsv_N1: starts at 80.0 masl, ends at 80.0 masl\n", "\n", "N1_N2: starts at 80.0 masl, ends at 80.0 masl\n", "\n", "N2_N3: starts at 80.0 masl, ends at 80.0 masl\n", "\n", "N3_plant: starts at 80.0 masl, ends at 0.0 masl\n", "\n", "Creek1_N1: starts at 80.0 masl, ends at 80.0 masl\n", "\n", "Creek2_N2: starts at 80.0 masl, ends at 80.0 masl\n", "\n", "Creek3_N3: starts at 80.0 masl, ends at 80.0 masl\n", "\n" ] } ], "source": [ "for t in shop.model.tunnel:\n", " start = t.start_height.get()\n", " print(f\"{t.get_name()}: starts at {t.start_height.get()} masl, ends at {t.end_height.get()} masl\")\n", " print(\"\")" ] }, { "cell_type": "markdown", "id": "2d8c450f", "metadata": {}, "source": [ "## Modelling the spillways\n", "\n", "The [overflow example](reservoir-overflow) gives a general overview of how to modell spillage in SHOP. For creek intakes, it is recommended to add a river object with a simple [up_head_flow_curve](river:up_head_flow_curve) to each creek reservoir. The [upstream_elevation](river:upstream_elevation) of the river should be the hrl of the reservoirs, and using a single segment in the up_head_flow_curve is usually sufficient. Setting a [flow_cost](river:flow_cost) on the spill rivers is also common practice, but not strictly necessary as long as the creek reservoirs has a [water value](water-value-descriptions) consistent with the larger reservoir(s) in the tunnel system. In this model, no flow_cost is added to the rivers connected to the creek intake reservoirs, and the [energy_value_input](reservoir:energy_value_input) of all creeks are set to the same as the large reservoir." ] }, { "cell_type": "markdown", "id": "ece10419", "metadata": {}, "source": [ "## General recommendations and considerations\n", "\n", "- Start simple and expand the modelling of creeks in the system gradually. This allows the user to verify that the main components in the system function as expected before adding more complexity.\n", "- Consider aggregating creek intakes that are close together with low losses between them. Large tunnel systems increase the complexity and calculation time of SHOP.\n", "- Make sure the initial reservoir levels of the whole tunnel system are consistent to avoid numerical trouble." ] }, { "cell_type": "markdown", "id": "189006d6", "metadata": {}, "source": [ "## Optimizing a dry system state\n", "\n", "It is good practice to test the stability of the modelling in both wet and dry system conditions. First the a dry system state with all reservoirs at lrl and low inflow is optimized:" ] }, { "cell_type": "code", "execution_count": 6, "id": "67dfba0f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dry objective value: -2418.800137270531\n" ] } ], "source": [ "shop = build_model()\n", "\n", "#Set initial state of the reservoirs to empty\n", "for r in shop.model.reservoir:\n", " r.start_head.set(r.lrl.get())\n", "\n", "#Create a random inflow profile that is used for all three creeks\n", "np.random.seed(10)\n", "t = [shop.get_time_resolution()[\"starttime\"] + pd.Timedelta(minutes=60*i) for i in range(24)]\n", "inflow_profile = pd.Series(np.random.rand(24), index=t)\n", "\n", "shop.model.reservoir[\"Creek1\"].inflow.set(1*inflow_profile)\n", "shop.model.reservoir[\"Creek2\"].inflow.set(3*inflow_profile)\n", "shop.model.reservoir[\"Creek3\"].inflow.set(2*inflow_profile)\n", "\n", "#No inflow on the large reservoir\n", "shop.model.reservoir[\"Reservoir\"].inflow.set(0)\n", "\n", "#Run a standard optimization\n", "\n", "shop.set_universal_mip(\"off\",[])\n", "shop.start_sim([],[3])\n", "shop.set_universal_mip(\"on\",[])\n", "shop.start_sim([],[2])\n", "shop.set_code(['incremental'], [])\n", "shop.start_sim([],[5])\n", "\n", "dry_objective = shop.model.objective.average_objective.total.get()\n", "print(\"Dry objective value:\",dry_objective)" ] }, { "cell_type": "markdown", "id": "4a3c6878", "metadata": {}, "source": [ "As expected, the power plant produces very little since the system is dry. Enough water is saved to produce some power during the price peak towards the end of the optimization horizon. \n", "\n", "All reservoir levels slowly increase in the beginning when the power plant is offline, and the inflow into the creeks flow into the larger reservoir. When the power plant draws water, the reservoir levels drop quickly in the closest creek intakes while it takes a little longer for the main upstream reservoir to be affected." ] }, { "cell_type": "code", "execution_count": 7, "id": "88f16b34", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Plant", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 19.56925411754598, 15.539960959510038, 7.046765354056346, 0.0, 0.0, 0.0, 0.0 ] }, { "name": "Price", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "xaxis": "x", "y": [ 29.56, 28.46, 26.66, 24.48, 24.01, 21.23, 22.62, 25.04, 26.24, 32.21, 41.34, 43.51, 43.02, 44.29, 46.24, 50.61, 59.47, 64.99, 61.74, 55.07, 48.01, 44.01, 45.2, 38.0 ], "yaxis": "y2" } ], "layout": { "barmode": "stack", "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "sequentialminus": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Production and market price" }, "xaxis": { "anchor": "y", "domain": [ 0.0, 0.94 ] }, "yaxis": { "anchor": "x", "domain": [ 0.0, 1.0 ], "title": { "text": "Production [MW]" } }, "yaxis2": { "anchor": "x", "overlaying": "y", "side": "right", "title": { "text": "Energy price [€/MWh]" } } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Reservoir", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00", "2024-01-02T00:00:00" ], "y": [ 80.0, 80.01665935059755, 80.01710672922609, 80.03079259039627, 80.0469648816156, 80.05773113436541, 80.06258584888538, 80.06686345816152, 80.08328947311641, 80.08694124477073, 80.08884903316611, 80.10365167289284, 80.12424259976736, 80.12432695729186, 80.13538962465239, 80.15294032954627, 80.166169157082, 80.18175721490526, 80.08649805788318, 80.02438982495822, 80.0, 80.01171877884498, 80.01478899710479, 80.02285259507212, 80.0374123767652 ] }, { "name": "Creek1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00", "2024-01-02T00:00:00" ], "y": [ 80.0, 80.00932838896124, 80.01679014168108, 80.02436083202605, 80.03969197698572, 80.05226742196992, 80.05979802014485, 80.06436414120284, 80.0759997935009, 80.08476158659286, 80.08773171394985, 80.0968003810211, 80.11607551457418, 80.12429094768099, 80.1298469370188, 80.14532414229892, 80.15982843718648, 80.175044923892, 80.04126380402165, 80.01930090717276, 80.00842947653672, 80.0062848727661, 80.01264185309441, 80.01859208631193, 80.03038525644426 ] }, { "name": "Creek2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00", "2024-01-02T00:00:00" ], "y": [ 80.0, 80.00970456864056, 80.01679225202479, 80.02461149232956, 80.04004956487066, 80.05242467370557, 80.05982850666295, 80.06438950244875, 80.07636631619026, 80.08478107166081, 80.08773330491111, 80.09709894322194, 80.11665234370193, 80.12429097140124, 80.13000904852724, 80.14574566293578, 80.16006686614129, 80.17541151061133, 80.0233596512978, 80.01100089992916, 80.00699908920649, 80.00631783541657, 80.01343006604317, 80.01796906045519, 80.03060075006401 ] }, { "name": "Creek3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00", "2024-01-02T00:00:00" ], "y": [ 80.0, 80.0099995274258, 80.01695567642275, 80.02484282008666, 80.04046855149802, 80.05274368269599, 80.06000653782279, 80.0644996726854, 80.07671119329557, 80.08498026765295, 80.08780470891293, 80.0973688560087, 80.11720887520673, 80.12446721663912, 80.13017093997277, 80.14618357422059, 80.16044642059407, 80.17590307692556, 80.0, 80.0, 80.0, 80.01087419516774, 80.0142001713258, 80.01803369816936, 80.03076008913972 ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "sequentialminus": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Reservoir levels" }, "yaxis": { "title": { "text": "Level [masl]" } } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Reservoir", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] }, { "name": "Creek1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.771320643266746, 0.0207519493594015, 0.6336482349262754, 0.7488038825386119, 0.4985070123025904, 0.22479664553084766, 0.19806286475962398, 0.7605307121989587, 0.16911083656253545, 0.08833981417401027, 0.6853598183677972, 0.9533933461949365, 0.003948266327914451, 0.5121922633857766, 0.8126209616521135, 0.6125260668293881, 0.7217553174317995, 0.29187606817063316, 0.9177741225129434, 0.7145757833976906, 0.5425443680112613, 0.14217004760152696, 0.3733407600514692, 0.6741336150663453 ] }, { "name": "Creek2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 2.313961929800238, 0.0622558480782045, 1.9009447047788264, 2.246411647615836, 1.4955210369077712, 0.674389936592543, 0.5941885942788719, 2.2815921365968763, 0.5073325096876063, 0.2650194425220308, 2.056079455103392, 2.8601800385848097, 0.011844798983743354, 1.53657679015733, 2.4378628849563406, 1.8375782004881644, 2.1652659522953988, 0.8756282045118995, 2.7533223675388303, 2.1437273501930716, 1.6276331040337837, 0.4265101428045809, 1.1200222801544077, 2.022400845199036 ] }, { "name": "Creek3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 1.542641286533492, 0.041503898718803, 1.2672964698525508, 1.4976077650772237, 0.9970140246051808, 0.4495932910616953, 0.39612572951924796, 1.5210614243979175, 0.3382216731250709, 0.17667962834802053, 1.3707196367355945, 1.906786692389873, 0.007896532655828903, 1.0243845267715532, 1.625241923304227, 1.2250521336587763, 1.443510634863599, 0.5837521363412663, 1.8355482450258869, 1.4291515667953811, 1.0850887360225225, 0.2843400952030539, 0.7466815201029384, 1.3482672301326906 ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "sequentialminus": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Reservoir inflow" }, "yaxis": { "title": { "text": "Inflow [m3/s]" } } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot production and market price\n", "fig = make_subplots(specs=[[{\"secondary_y\": True}]])\n", "fig.update_layout(barmode=\"stack\", title=\"Production and market price\")\n", "fig.update_yaxes(title_text=\"Energy price [€/MWh]\", secondary_y=True)\n", "fig.update_yaxes(title_text=\"Production [MW]\", secondary_y=False)\n", "\n", "for plant in shop.model.plant:\n", "\n", " prod = plant.production.get()\n", " fig.add_trace(go.Scatter(x=prod.index, y=prod.values, name=plant.get_name()))\n", "\n", "price = shop.model.market.spot.sale_price.get()\n", "fig.add_trace(go.Scatter(x=price.index, y=price.values, name=\"Price\"),secondary_y=True)\n", "fig.show()\n", "\n", "#Plot reservoir levels\n", "fig = go.Figure()\n", "for rsv in shop.model.reservoir:\n", " level = rsv.head.get()\n", " fig.add_trace(go.Scatter(x=level.index, y=level.values, name=rsv.get_name()))\n", "\n", "fig.update_layout(title=\"Reservoir levels\")\n", "fig.update_yaxes(title_text=\"Level [masl]\")\n", "fig.show()\n", "\n", "#Plot reservoir inflow\n", "fig = go.Figure()\n", "for rsv in shop.model.reservoir:\n", " inflow = rsv.inflow.get()\n", " fig.add_trace(go.Scatter(x=inflow.index, y=inflow.values, name=rsv.get_name()))\n", "\n", "fig.update_layout(title=\"Reservoir inflow\")\n", "fig.update_yaxes(title_text=\"Inflow [m3/s]\")\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "124c4799", "metadata": {}, "source": [ "The tunnel flow is shown in the figure below. As the reservoir volumes of the creek intakes are so small, most of the inflow goes directly into the larger reservoir. For these calm conditions, there are virtually no deviations between the optimized tunnel [flow](tunnel:flow) and the post-calculated [physical_flow](tunnel:physical_flow) in the tunnels (note the scale on the y-axis)." ] }, { "cell_type": "code", "execution_count": 8, "id": "a3931c96", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Rsv_N1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ -4.62759738820687, -0.12427184126297498, -3.8016281028280052, -4.492303116477472, -2.990625763840567, -1.3485318111013083, -1.188224798927276, -4.562781931913837, -1.0143810150879495, -0.5299412209390335, -4.111844368537121, -5.719701909589085, -0.02343264569399306, -3.0729631557028076, -4.875195803853856, -3.674674315480463, -4.330016062019632, 26.460876950581195, 17.252286923599318, 6.774951377281749, -3.255216345828198, -0.8528384055018318, -2.2398883242585255, -4.044383803636527 ] }, { "name": "N1_N2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ -3.8563631189119847, -0.1035889822065352, -3.1680499668864055, -3.743641188984783, -2.492235190843385, -1.12380489333134, -0.9902042130663367, -3.8023589572361565, -0.8453513062392287, -0.44162890794425314, -3.4265685193088684, -4.7664870368529755, -0.019560448191164165, -2.5608223366627514, -4.062718149658041, -3.062282547677812, -3.608401637983253, 26.75399173282466, 18.170264406268277, 7.489627822074224, -2.7126521203746092, -0.7107272188292697, -1.8666026589590705, -3.370359384720061 ] }, { "name": "N2_N3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ -1.5425090176521974, -0.04141188616593315, -1.2671921425554096, -1.4974010755082907, -0.9968516551448903, -0.4494972215494343, -0.3960662965184182, -1.5208998963475189, -0.3381122938346294, -0.17664226801389238, -1.370593126853375, -1.9065242582734967, -0.00780052284852404, -1.0243090806957105, -1.625030115972907, -1.224863471669709, -1.443306181737521, 27.631309402440046, 20.923724093266756, 9.633399636830873, -1.0850114468542704, -0.28429610080942863, -0.746630812075908, -1.3480988916277898 ] }, { "name": "N3_plant", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 28.2173882990581, 22.759272338292647, 11.062484653848195, 0.0, 0.0, 0.0, 0.0 ] }, { "name": "Creek1_N1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.7712342692948826, 0.020682859056439993, 0.6335781359415998, 0.7486619274926888, 0.4983905729971812, 0.22472691776996856, 0.1980205858609388, 0.7604229746776805, 0.16902970884872098, 0.08831231299477885, 0.6852758492282486, 0.9532148727361116, 0.0038721975028514037, 0.512140819040056, 0.8124776541958161, 0.6123917678026514, 0.7216144240363781, 0.29311478224350684, 0.9179774826689514, 0.714676444792469, 0.5425642254535816, 0.14211118667256106, 0.37328566529945517, 0.6740244190466014 ] }, { "name": "Creek2_N2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 2.3138541012597873, 0.062177096040602044, 1.9008578243309957, 2.24624011347649, 1.495383535698494, 0.6743076717819054, 0.5941379165479186, 2.2814590608886367, 0.5072390124046002, 0.26498663993036087, 2.0559753924554935, 2.8599627785794763, 0.011759925342639874, 1.536513255967041, 2.4376880336851343, 1.837419076008103, 2.165095456245732, 0.8773176696153833, 2.7534596869984824, 2.143771814756656, 1.6276406735203384, 0.42643111801984096, 1.119971846883163, 2.0222604930922707 ] }, { "name": "Creek3_N3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 1.542509017652198, 0.04141188616593319, 1.26719214255541, 1.4974010755082903, 0.9968516551448903, 0.44949722154943594, 0.3960662965184198, 1.5208998963475189, 0.33811229383462926, 0.17664226801389382, 1.3705931268533753, 1.9065242582734971, 0.007800522848522297, 1.0243090806957098, 1.6250301159729066, 1.224863471669709, 1.443306181737521, 0.5860788966180597, 1.8355482450258866, 1.4290850170173146, 1.0850114468542709, 0.284296100809429, 0.7466308120759071, 1.3480988916277916 ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "sequentialminus": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Tunnel flow" }, "yaxis": { "title": { "text": "Flow [m3/s]" } } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Rsv_N1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 2.3897243206505436e-07, -1.1913121317208564e-06, 2.2838208693087836e-06, -1.9897729437445832e-06, 4.861455464855169e-07, 4.420029848795082e-07, -6.139655028825075e-08, -3.3781765829132837e-07, -6.916899673026222e-07, 1.619405217478942e-06, -4.3715593633919525e-07, -1.15477960971333e-06, 6.347352239678694e-07, 1.5110093967152238e-06, -2.249943931609266e-06, 4.791459420339095e-07, 1.3692164598566592e-05, -1.965044268104066e-05, 5.5018003415341354e-06, -2.1177156863672053e-06, 1.028904808908493e-06, 1.7881741986025546e-05, -1.4900046254151533e-05, -1.3126125533169386e-05 ] }, { "name": "N1_N2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 1.7261760998366071e-07, -8.620243417967188e-07, 1.6570594985054754e-06, -1.4515617992039154e-06, 3.6495567679040164e-07, 3.12449119244107e-07, -4.301458444988526e-08, -2.455862775363471e-07, -4.9500258336721e-07, 1.167452268802105e-06, -3.182224630471353e-07, -8.370162634108169e-07, 4.7423889886280546e-07, 1.0764047506661711e-06, -1.6339736381709713e-06, 3.7102871397465265e-07, 1.0477042824419414e-05, -1.4666591390266603e-05, 3.4536501800630504e-06, -8.869625327534436e-07, -2.658367665553385e-06, 2.076897181568782e-05, -1.576821292892383e-05, -1.0719752387089443e-05 ] }, { "name": "N2_N3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 9.70794349353099e-08, -4.873083608025741e-07, 9.434493533078125e-07, -8.360620331604451e-07, 2.1971666686049218e-07, 1.735525279600303e-07, -2.6899012461889527e-08, -1.398817659481466e-07, -2.7443214423161777e-07, 6.623019049023515e-07, -1.896192836081667e-07, -4.731846134919948e-07, 2.8148743369451473e-07, 5.985735211933019e-07, -9.347737206510942e-07, 2.3030523665923397e-07, 6.2088539758420325e-06, -8.57024727807243e-06, 1.5823869787823241e-06, 9.467063950552301e-07, -5.37916275167305e-06, 1.56178450761435e-05, -8.907296261240205e-06, -7.03058344653229e-06 ] }, { "name": "N3_plant", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 3.552713678800501e-15, 8.881784197001252e-15, 0.0, 0.0, 0.0, 0.0 ] }, { "name": "Creek1_N1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ -6.635482507899582e-08, 3.292877901427127e-07, -6.267613706922859e-07, 5.382111444296456e-07, -1.2118987036124906e-07, -1.2955386533008983e-07, 1.8381965172231673e-08, 9.223138064395897e-08, 1.9668738421296794e-07, -4.5195295023114923e-07, 1.1893346896219015e-07, 3.177633487450038e-07, -1.6049630259529213e-07, -4.346046462710973e-07, 6.159702943264733e-07, -1.0811722750414532e-07, -3.215121774369223e-06, 4.983851334350309e-06, -2.0481501714630923e-06, 1.2307531470634459e-06, -3.6872724816783276e-06, 2.8872298286630738e-06, -8.681666746612748e-07, 2.406503281426886e-06 ] }, { "name": "Creek2_N2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ -7.553817527039541e-08, 3.747159809872058e-07, -7.136101456417521e-07, 6.154997640450688e-07, -1.4523901081808788e-07, -1.3889659167265478e-07, 1.611557221004034e-08, 1.0570451092206667e-07, 2.2057044002377069e-07, -5.051503637609756e-07, 1.286031796610132e-07, 3.6383164747633145e-07, -1.9275146541895827e-07, -4.778312292508247e-07, 6.991999184080555e-07, -1.4072347731541868e-07, -4.268188848577381e-06, 6.096344107975327e-06, -1.871263198616191e-06, 1.8336689344700119e-06, -2.7207950865637542e-06, -5.151126739655343e-06, 6.8609166681277145e-06, 3.6891689401130634e-06 ] }, { "name": "Creek3_N3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ -9.707943426917609e-08, 4.873083608442075e-07, -9.434493528637233e-07, 8.360620327163559e-07, -2.1971666686049218e-07, -1.7355252629469575e-07, 2.6899014071712912e-08, 1.398817659481466e-07, 2.7443214412059547e-07, -6.623019034590616e-07, 1.8961928383021132e-07, 4.73184613936084e-07, -2.8148743543704446e-07, -5.985735218594357e-07, 9.34773720207005e-07, -2.3030523665923397e-07, -6.2088539758420325e-06, 8.570247282402299e-06, -1.5823869776721011e-06, -9.467063923906949e-07, 5.379162752117139e-06, -1.561784507575492e-05, 8.907296260352027e-06, 7.030583448308647e-06 ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "sequentialminus": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Tunnel flow deviation from post-calculated flow" }, "yaxis": { "title": { "text": "Flow [m3/s]" } } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = go.Figure()\n", "for t in shop.model.tunnel:\n", " flow = t.flow.get()\n", " fig.add_trace(go.Scatter(x=flow.index, y=flow.values, name=t.get_name())) \n", "\n", "fig.update_layout(title=\"Tunnel flow\")\n", "fig.update_yaxes(title_text=\"Flow [m3/s]\")\n", "fig.show() \n", "\n", "fig = go.Figure()\n", "for t in shop.model.tunnel:\n", " flow = t.flow.get()\n", " pflow = t.physical_flow.get()\n", " fig.add_trace(go.Scatter(x=flow.index, y=flow.values-pflow.values, name=t.get_name())) \n", "\n", "fig.update_layout(title=\"Tunnel flow deviation from post-calculated flow\")\n", "fig.update_yaxes(title_text=\"Flow [m3/s]\")\n", "fig.show() " ] }, { "cell_type": "markdown", "id": "7a2c728a", "metadata": {}, "source": [ "There is no flow in any of the spillways, as expected. As for the tunnel flow, the deviation between the optimized [flow](river:flow) and post-calculated [physical_flow](river:physical_flow) is zero for all rivers." ] }, { "cell_type": "code", "execution_count": 9, "id": "32549616", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Spill_rsv", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] }, { "name": "Spill_C1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] }, { "name": "Spill_C2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] }, { "name": "Spill_C3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "sequentialminus": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "River flow" }, "yaxis": { "title": { "text": "Flow [m3/s]" } } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot river flow\n", "fig = go.Figure()\n", "for r in shop.model.river:\n", " flow = r.flow.get()\n", " fig.add_trace(go.Scatter(x=flow.index, y=flow.values, name=r.get_name()))\n", "\n", "fig.update_layout(title=\"River flow\")\n", "fig.update_yaxes(title_text=\"Flow [m3/s]\")\n", "fig.show()\n", "\n", "fig = go.Figure()\n", "for r in shop.model.river:\n", " flow = r.flow.get()\n", " pflow = r.physical_flow.get()\n", " fig.add_trace(go.Scatter(x=flow.index, y=flow.values-pflow.values, name=r.get_name()))\n", "\n", "fig.update_layout(title=\"River flow deviation from post-calculated flow\")\n", "fig.update_yaxes(title_text=\"Flow [m3/s]\")\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "12859918", "metadata": {}, "source": [ "## Optimizing a wet system state\n", "\n", "In the wet system state, all reservoirs start at hrl and the creek intakes receive 10 times the amount of inflow compared to the dry case." ] }, { "cell_type": "code", "execution_count": 10, "id": "b2c2e6c1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wet objective value: -521669.0400604958\n" ] } ], "source": [ "shop = build_model()\n", "\n", "#Set initial state of the reservoirs to full\n", "for r in shop.model.reservoir:\n", " r.start_head.set(r.hrl.get())\n", " \n", "#Create a random inflow profile that is used for all three creeks\n", "np.random.seed(10)\n", "t = [shop.get_time_resolution()[\"starttime\"] + pd.Timedelta(minutes=60*i) for i in range(24)]\n", "inflow_profile = pd.Series(np.random.rand(24), index=t)\n", "\n", "shop.model.reservoir[\"Creek1\"].inflow.set(10*inflow_profile)\n", "shop.model.reservoir[\"Creek2\"].inflow.set(30*inflow_profile)\n", "shop.model.reservoir[\"Creek3\"].inflow.set(20*inflow_profile)\n", "\n", "#No inflow on the large reservoir\n", "shop.model.reservoir[\"Reservoir\"].inflow.set(0)\n", "\n", "#Run a standard optimization\n", "\n", "shop.set_universal_mip(\"off\",[])\n", "shop.start_sim([],[3])\n", "shop.set_universal_mip(\"on\",[])\n", "shop.start_sim([],[2])\n", "shop.set_code(['incremental'], [])\n", "shop.start_sim([],[5])\n", "\n", "wet_objective = shop.model.objective.average_objective.total.get()\n", "print(\"Wet objective value:\",wet_objective)" ] }, { "cell_type": "markdown", "id": "14b1e388", "metadata": {}, "source": [ "The power plant has to operate in almost all hours to avoid spillage losses in the system, but is still able to ramp down when the prices are low. \n", "\n", "The initial reservoir levels of all creek intakes are high above the large reservoir, but this initial difference is quickly eliminated due to the operation of the power plant and the relatively low losses in the system. The reservoir levels in the three creeks vary rapidly from hour to hour as inflow and power plant discharge changes." ] }, { "cell_type": "code", "execution_count": 11, "id": "d8887544", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Plant", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 63.754768446208665, 55.028250363103794, 22.88729172854965, 9.999936363847297, 9.999950958577898, 9.99996762247683, 9.999968323099317, 9.999932694982991, 9.999969507648032, 9.999967179230532, 55.45052054670371, 63.8216161680751, 63.064393017358654, 63.531096724278726, 66.32273801067478, 69.99974832113398, 69.99976220851283, 69.99966336812903, 69.99978865936244, 69.99976083961329, 67.67744024174597, 63.04073580513128, 63.23914564430193, 0.0 ] }, { "name": "Price", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "xaxis": "x", "y": [ 29.56, 28.46, 26.66, 24.48, 24.01, 21.23, 22.62, 25.04, 26.24, 32.21, 41.34, 43.51, 43.02, 44.29, 46.24, 50.61, 59.47, 64.99, 61.74, 55.07, 48.01, 44.01, 45.2, 38.0 ], "yaxis": "y2" } ], "layout": { "barmode": "stack", "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "sequentialminus": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Production and market price" }, "xaxis": { "anchor": "y", "domain": [ 0.0, 0.94 ] }, "yaxis": { "anchor": "x", "domain": [ 0.0, 1.0 ], "title": { "text": "Production [MW]" } }, "yaxis2": { "anchor": "x", "overlaying": "y", "side": "right", "title": { "text": "Energy price [€/MWh]" } } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Reservoir", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00", "2024-01-02T00:00:00" ], "y": [ 100.0, 99.98286895339571, 99.94481265436683, 99.95119723475605, 99.97041853425823, 99.98062585956184, 99.98097264547987, 99.98035589083112, 100.0, 99.99834628633333, 99.99377974507584, 99.9796453201315, 99.96896703071428, 99.92412866726674, 99.89755634298076, 99.87963954562275, 99.85115002747797, 99.82664943104578, 99.78626471271846, 99.76888700707576, 99.74406807218608, 99.71499825698142, 99.67512442650744, 99.64355923311102, 99.66781008964479 ] }, { "name": "Creek1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00", "2024-01-02T00:00:00" ], "y": [ 110.0, 99.84874079330962, 99.25985941616052, 100.01952366183235, 100.1497213746772, 100.00909197972884, 99.9765778324529, 99.98956779796353, 100.17257054472688, 99.99408157926852, 99.97870899743896, 99.87920663519805, 99.9030981596684, 99.05265456038364, 99.5356577838768, 99.74004654018131, 99.48568169117173, 99.54258489723591, 99.06222249305755, 99.6151035905704, 99.46832984479418, 99.32373832786433, 98.96040258781304, 99.19091880964454, 99.94914387613102 ] }, { "name": "Creek2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00", "2024-01-02T00:00:00" ], "y": [ 105.0, 99.81111200605093, 99.1785837222255, 99.99686652746057, 100.16702177931485, 100.02027131868286, 99.97987709190525, 99.98841519881721, 100.18649666238673, 99.99171159000271, 99.97681220641687, 99.85722519485716, 99.88484773886925, 98.91669368336392, 99.46936282889396, 99.70677169062029, 99.4150810912937, 99.48441525559515, 98.93950955615753, 99.57832293692118, 99.411506025331, 99.25073169399467, 98.84454426062183, 99.1118615425213, 99.97892759898987 ] }, { "name": "Creek3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00", "2024-01-02T00:00:00" ], "y": [ 101.0, 99.68685735799397, 99.07639413057746, 99.99524325028364, 100.17305000986696, 100.01940095639443, 99.9808878032203, 99.98751136668379, 100.18934148877943, 99.98228087947669, 99.9728190897294, 99.78831288851049, 99.80507079350826, 98.7567611732029, 99.37138358647431, 99.6193673675056, 99.27802440032859, 99.36309687885543, 98.77039720697557, 99.48577059290002, 99.28663772505953, 99.12194715734013, 98.70345526252285, 99.00560293168277, 100.00866458498203 ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "sequentialminus": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Reservoir levels" }, "yaxis": { "title": { "text": "Level [masl]" } } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Reservoir", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] }, { "name": "Creek1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 7.71320643266746, 0.207519493594015, 6.336482349262754, 7.488038825386118, 4.9850701230259045, 2.2479664553084766, 1.9806286475962398, 7.605307121989587, 1.6911083656253545, 0.8833981417401027, 6.853598183677972, 9.533933461949365, 0.039482663279144514, 5.121922633857766, 8.126209616521136, 6.1252606682938815, 7.217553174317995, 2.9187606817063316, 9.177741225129434, 7.145757833976906, 5.425443680112613, 1.4217004760152696, 3.733407600514692, 6.741336150663453 ] }, { "name": "Creek2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 23.13961929800238, 0.622558480782045, 19.009447047788264, 22.464116476158356, 14.955210369077713, 6.743899365925429, 5.941885942788719, 22.815921365968762, 5.073325096876063, 2.650194425220308, 20.56079455103392, 28.601800385848097, 0.11844798983743354, 15.365767901573298, 24.378628849563405, 18.375782004881643, 21.652659522953986, 8.756282045118995, 27.533223675388303, 21.43727350193072, 16.276331040337837, 4.265101428045809, 11.200222801544076, 20.224008451990358 ] }, { "name": "Creek3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 15.42641286533492, 0.41503898718803, 12.672964698525508, 14.976077650772236, 9.970140246051809, 4.495932910616953, 3.9612572951924796, 15.210614243979174, 3.382216731250709, 1.7667962834802053, 13.707196367355944, 19.06786692389873, 0.07896532655828903, 10.243845267715532, 16.25241923304227, 12.250521336587763, 14.43510634863599, 5.837521363412663, 18.35548245025887, 14.291515667953812, 10.850887360225226, 2.843400952030539, 7.466815201029384, 13.482672301326906 ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "sequentialminus": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Reservoir inflow" }, "yaxis": { "title": { "text": "Inflow [m3/s]" } } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot production and market price\n", "fig = make_subplots(specs=[[{\"secondary_y\": True}]])\n", "fig.update_layout(barmode=\"stack\", title=\"Production and market price\")\n", "fig.update_yaxes(title_text=\"Energy price [€/MWh]\", secondary_y=True)\n", "fig.update_yaxes(title_text=\"Production [MW]\", secondary_y=False)\n", "\n", "for plant in shop.model.plant:\n", "\n", " prod = plant.production.get()\n", " fig.add_trace(go.Scatter(x=prod.index, y=prod.values, name=plant.get_name()))\n", "\n", "price = shop.model.market.spot.sale_price.get()\n", "fig.add_trace(go.Scatter(x=price.index, y=price.values, name=\"Price\"),secondary_y=True)\n", "fig.show()\n", "\n", "#Plot reservoir levels\n", "fig = go.Figure()\n", "for rsv in shop.model.reservoir:\n", " level = rsv.head.get()\n", " fig.add_trace(go.Scatter(x=level.index, y=level.values, name=rsv.get_name()))\n", "\n", "fig.update_layout(title=\"Reservoir levels\")\n", "fig.update_yaxes(title_text=\"Level [masl]\")\n", "fig.show()\n", "\n", "#Plot reservoir inflow\n", "fig = go.Figure()\n", "for rsv in shop.model.reservoir:\n", " inflow = rsv.inflow.get()\n", " fig.add_trace(go.Scatter(x=inflow.index, y=inflow.values, name=rsv.get_name()))\n", "\n", "fig.update_layout(title=\"Reservoir inflow\")\n", "fig.update_yaxes(title_text=\"Inflow [m3/s]\")\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "e25ae95a", "metadata": {}, "source": [ "The flow in the tunnel system is much more dramatic in the wet system state, and the direction of flow into and out of the large reservoir changes multiple times during the optimization. This is due to the changes in the operation of the power plant and the large but random changes in inflow from hour to hour. There are some slight deviations between the flow and physical_flow in this run, which means that there is a small error in the linearization of the non-linear tunnel network equations. However, the deviations are very small compared to the flow in the tunnels." ] }, { "cell_type": "code", "execution_count": 12, "id": "7c45d592", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Rsv_N1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 28.55174434048193, 63.42716504813689, -10.640967315379937, -32.035499170278115, -17.012208839349995, -0.5779765300601678, 1.0279244145746524, -32.740181948124395, 2.7561894444473953, 7.61090209581293, 23.557374907246903, 17.79714902868868, 74.73060574590147, 44.287207143307704, 29.861328930021273, 47.48253024130155, 40.83432738698161, 67.30786387884926, 28.962842737841033, 41.36489148278752, 48.44969200777751, 66.45638412331465, 52.60865566068484, -40.41809422293212 ] }, { "name": "N1_N2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 36.35894391395208, 63.6401371470887, -4.311518894317854, -24.54866587927015, -12.025836592296834, 1.6702909821672933, 3.0084327847111054, -25.136569296012244, 4.448950485680006, 8.494442576276125, 30.411894409094447, 27.33086127281888, 74.77796288695177, 49.404657525096205, 37.98564605805828, 53.610146139678896, 48.051353679761995, 70.23107236059427, 38.135464693549025, 48.51200833292905, 53.87647449823205, 67.88144881914519, 56.33992885173812, -33.68377867473614 ] }, { "name": "N2_N3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 59.55621752299834, 64.26972371993243, 14.688836122301119, -2.086440017021299, 2.9310043374546098, 8.414639172834324, 8.95022385964343, -2.322848835194241, 9.52443986113969, 11.144802550206153, 50.97401770470219, 55.93235474151128, 74.90716814407257, 64.76428465838583, 62.36163703138027, 71.98916915121971, 69.70324282311259, 78.99340891348481, 65.6615904424844, 69.95113535609964, 70.15459192002919, 72.15106344089516, 67.5371814612611, -13.46940429003988 ] }, { "name": "N3_plant", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 75.0, 64.69283761753604, 27.3496467319416, 12.887285692486577, 12.90317697839359, 12.911081516693807, 12.911393541559885, 12.88509569817159, 12.90939548934113, 12.911723989639848, 64.68365463027678, 75.0, 75.0, 75.0, 78.61077605567871, 84.24420560642089, 84.13722387441359, 84.83877021964722, 84.00761028181836, 84.24528505669686, 81.00765772691736, 75.0, 75.0, 0.0 ] }, { "name": "Creek1_N1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 7.807199573470148, 0.212972098937988, 6.3294484210620885, 7.486833291007924, 4.986372247053205, 2.248267512227698, 1.9805083701378081, 7.603612652112148, 1.69276104123145, 0.8835404804607468, 6.854519501846869, 9.533712244130196, 0.0473571410502997, 5.117450381788385, 8.124317128036834, 6.127615898377304, 7.217026292780363, 2.9232084817450197, 9.172621955708017, 7.1471168501415, 5.4267824904545545, 1.4250646958305593, 3.731273191053289, 6.734315548195984 ] }, { "name": "Creek2_N2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 23.197273609046256, 0.6295865728245497, 19.000355016618986, 22.46222586224886, 14.9568409297514, 6.744348190667401, 5.941791074934142, 22.81372046081799, 5.075489375458108, 2.6503599739268173, 20.5621232956068, 28.601493468692407, 0.12920525712082614, 15.359627133289628, 24.375990973321997, 18.379023011540827, 21.651889143350633, 8.762336552890524, 27.52612574893537, 21.439127023170606, 16.27811742179713, 4.269614621749951, 11.197252609522971, 20.214374384696264 ] }, { "name": "Creek3_N3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 15.443782477001665, 0.4231138976035919, 12.660810609640498, 14.973725709507907, 9.972172640939013, 4.4964423438599965, 3.9611696819191535, 15.207944533365229, 3.3849556281991577, 1.7669214394292436, 13.709636925573125, 19.067645258488714, 0.09283185592740753, 10.235715341614025, 16.249139024298472, 12.25503645520122, 14.433981051300979, 5.845361306162399, 18.34601983933394, 14.29414970059722, 10.85306580688818, 2.848936559104841, 7.462818538738909, 13.46940429003988 ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "sequentialminus": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Tunnel flow" }, "yaxis": { "title": { "text": "Flow [m3/s]" } } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Rsv_N1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.00011419811435686711, -0.0005110252167952467, 0.0006594436277644888, 0.00014661936877757853, -0.0006991500061559464, -3.252428510336358e-05, 0.00033220009421230934, 0.00018237087311234745, -0.00011565266443769318, -4.1989385364260556e-05, 1.8430677677372387e-05, -0.00021903207411710923, 0.0008451090801031569, -0.0014532259750410503, 0.0006422685295639496, 0.0002674144799712508, -0.0001991474307985186, 0.00016145150534896402, -0.0002893917966169113, 0.00043390303147816667, -0.00018507763358144302, -0.00017921477306970246, 2.606345461941828e-05, 0.00028916864325623237 ] }, { "name": "N1_N2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 3.4130252785757875e-05, -0.00017931653423630678, 0.00025539399720564404, 0.0001258911806516494, -0.00044715622840918456, 1.2531923843317472e-05, 0.0002386256179813806, 0.00011020367680103504, -0.00010506580458091719, -3.36314861506537e-05, 2.1042040444285703e-05, -0.00016686930731424354, 0.0006598185229194087, -0.0011216220766669949, 0.0004979223454384396, 0.0002038406235485013, -0.00015658394487871874, 0.00012478757236067395, -0.00022286892538403436, 0.0003353327383024407, -0.0001452927477956223, -0.00013843871153085274, 2.2600139850226242e-05, 0.0002230559798377385 ] }, { "name": "N2_N3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ -5.765725774153907e-06, -3.2239138221257235e-06, 3.101082158352142e-05, 8.117485943559544e-05, -0.00022659980701078553, 2.961522219102619e-05, 0.0001369779313016295, 4.9523611612478646e-05, -7.127233114267995e-05, -2.25005446985449e-05, 1.5677965137683714e-05, -0.00010090793941941456, 0.00039491168946881317, -0.0006627929676454869, 0.0002994986389879273, 0.0001169986098688014, -9.592256742507743e-05, 7.491886424304539e-05, -0.00013086443806287207, 0.00019924636806933904, -9.005193327027428e-05, -8.198767753242464e-05, 1.6378577612385925e-05, 0.00013199688566345458 ] }, { "name": "N3_plant", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 2.842170943040401e-14, -1.0658141036401503e-14, -3.552713678800501e-15, -1.9539925233402755e-14, -1.7763568394002505e-15, 3.552713678800501e-15, 0.0, 1.4210854715202004e-14, -2.4868995751603507e-14, 2.842170943040401e-14, 0.0, 0.0, 0.0, 0.0, -1.4210854715202004e-14, 0.0, 1.4210854715202004e-14, 2.842170943040401e-14, 1.4210854715202004e-14, 0.0, 0.0, 0.0, 0.0 ] }, { "name": "Creek1_N1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ -8.006786157555013e-05, 0.00033170866874385196, -0.00040404963055262755, -2.0728188165008987e-05, 0.0002519937777885062, 4.505620918315856e-05, -9.357447487601256e-05, -7.216719631664148e-05, 1.0586858695482704e-05, 8.357896765898154e-06, 2.611362091009539e-06, 5.216276679753662e-05, -0.0001852905571775587, 0.00033160389825148684, -0.00014434618429426394, -6.357385646271752e-05, 4.2563485900259934e-05, -3.666393297141468e-05, 6.652287126129863e-05, -9.857029320059496e-05, 3.978488580091977e-05, 4.077606156371871e-05, -3.4633147665275033e-06, -6.61126634131648e-05 ] }, { "name": "Creek2_N2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ -3.9895978552806355e-05, 0.00017609260123574444, -0.00022438317560968812, -4.4716321205839904e-05, 0.00022055642135399012, 1.7083298718745255e-05, -0.00010164768486298215, -6.068006520010272e-05, 3.3793471863496904e-05, 1.1130938241343813e-05, -5.364076251623828e-06, 6.596136790193441e-05, -0.00026490683342120236, 0.0004588291090197316, -0.0001984237064469596, -8.684201366193633e-05, 6.0661377499826585e-05, -4.986870813716848e-05, 9.2004487324715e-05, -0.00013608637022599623, 5.5240814507584446e-05, 5.6451033974447284e-05, -6.221562250274815e-06, -9.105909417428393e-05 ] }, { "name": "Creek3_N3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 5.765725774153907e-06, 3.223913826677638e-06, -3.101082157819235e-05, -8.1174859408506e-05, 0.00022659980702322002, -2.9615221679435422e-05, -0.00013697792859979074, -4.9523612213775436e-05, 7.127232887471635e-05, 2.2500540223013843e-05, -1.567796656765097e-05, 0.00010090793941230913, -0.0003949116894959026, 0.0006627929675087074, -0.00029949863895950557, -0.00011699860984748511, 9.592256739310301e-05, -7.491886423505179e-05, 0.00013086443806642478, -0.00019924636804802276, 9.005193328803784e-05, 8.198767753286873e-05, -1.6378577597286892e-05, -0.00013199688566345458 ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "sequentialminus": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Tunnel flow deviation from post-calculated flow" }, "yaxis": { "title": { "text": "Flow [m3/s]" } } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot tunnel flow\n", "fig = go.Figure()\n", "for t in shop.model.tunnel:\n", " flow = t.flow.get()\n", " fig.add_trace(go.Scatter(x=flow.index, y=flow.values, name=t.get_name()))\n", "\n", "fig.update_layout(title=\"Tunnel flow\")\n", "fig.update_yaxes(title_text=\"Flow [m3/s]\")\n", "fig.show()\n", "\n", "#Plot tunnel flow\n", "fig = go.Figure()\n", "for t in shop.model.tunnel:\n", " flow = t.flow.get()\n", " pflow = t.physical_flow.get()\n", " fig.add_trace(go.Scatter(x=flow.index, y=flow.values-pflow.values, name=t.get_name()))\n", "\n", "fig.update_layout(title=\"Tunnel flow deviation from post-calculated flow\")\n", "fig.update_yaxes(title_text=\"Flow [m3/s]\")\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "8d5142ad", "metadata": {}, "source": [ "SHOP is able to avoid spillage in the wet system state, but spillage from creek intakes are not uncommon. Specifying a [mip_flag](river:mip_flag) (or using the command [set universal_river_mip /on](set_universal_river_mip)) and adding a [flow_cost](river:flow_cost) on the creek spillways can be considered when there is a lot of spillage in the system. However, it is important to consider that adding high spillage penalties in a system where spillage is unavoidable can simply make the calculation time longer. This can happen when the objective function is increased a lot due to (spillage) penalties." ] }, { "cell_type": "code", "execution_count": 13, "id": "a1dd0bb9", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Spill_rsv", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] }, { "name": "Spill_C1", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] }, { "name": "Spill_C2", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] }, { "name": "Spill_C3", "type": "scatter", "x": [ "2024-01-01T00:00:00", "2024-01-01T01:00:00", "2024-01-01T02:00:00", "2024-01-01T03:00:00", "2024-01-01T04:00:00", "2024-01-01T05:00:00", "2024-01-01T06:00:00", "2024-01-01T07:00:00", "2024-01-01T08:00:00", "2024-01-01T09:00:00", "2024-01-01T10:00:00", "2024-01-01T11:00:00", "2024-01-01T12:00:00", "2024-01-01T13:00:00", "2024-01-01T14:00:00", "2024-01-01T15:00:00", "2024-01-01T16:00:00", "2024-01-01T17:00:00", "2024-01-01T18:00:00", "2024-01-01T19:00:00", "2024-01-01T20:00:00", "2024-01-01T21:00:00", "2024-01-01T22:00:00", "2024-01-01T23:00:00" ], "y": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ], "sequentialminus": [ [ 0.0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1.0, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "River flow" }, "yaxis": { "title": { "text": "Flow [m3/s]" } } } }, "text/html": [ "