%3

{ "cells": [ { "cell_type": "markdown", "id": "503044a0", "metadata": {}, "source": [ "(junction-example)=\n", "# Junctions and junction gates" ] }, { "cell_type": "markdown", "id": "6ebb198f", "metadata": {}, "source": [ "This example illustrates how simple tunnel junctions can be modelled with the [](tunnel) object, and can be an illustrative guide for how to replace the old [](junction) and [](junction_gate) objects in existing SHOP datasets.\n", "\n", "The model setup for this example is available in the following format:\n", "- pyshop\n", " - [](junction_model.py)" ] }, { "cell_type": "code", "execution_count": 1, "id": "62421cf5", "metadata": {}, "outputs": [], "source": [ "#Necessary imports used in all examples\n", "import pandas as pd\n", "import plotly.graph_objects as go\n", "from pyshop import ShopSession\n", "\n", "#Functions used in this example for building a basic SHOP model and running it\n", "from junction_model import build_model, run_model" ] }, { "cell_type": "markdown", "id": "87527778", "metadata": {}, "source": [ "## Run a simple junction model\n", "\n", "First we build a new model with one [](plant) below two [reservoirs](reservoir) connected with three [tunnels](tunnel). Note that the main tunnel of the plant is explicitly modelled as a tunnel object, and the [main_loss](plant:main_loss) of the plant is therefore set to zero." ] }, { "cell_type": "code", "execution_count": 2, "id": "36b8a273", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shop = ShopSession()\n", "build_model(shop)\n", "shop.model.build_connection_tree()" ] }, { "cell_type": "markdown", "id": "76f0f618", "metadata": {}, "source": [ "The basic junction model is optimized and the objective function is saved for later comparison." ] }, { "cell_type": "code", "execution_count": 3, "id": "209dd383", "metadata": {}, "outputs": [], "source": [ "run_model(shop)\n", "objective_junction = -shop.model.objective.average_objective.grand_total.get()" ] }, { "cell_type": "markdown", "id": "b43d699b", "metadata": {}, "source": [ "The plots below show the [reservoir level](reservoir:head) of both reservoirs and the [tunnel flow](tunnel:flow) in all three tunnels. There is only equalizing flow between the two reservoirs in the beginning with no flow through the power station. Then the power station is turned on by the end of the optimization period and draws water from both reservoirs. Reservoir2 is completely drained by the end of the optimization horizon, while Reservoir1 still has water left. The market price is high compared to the water value of the reservoirs, so this behaviour is expected." ] }, { "cell_type": "code", "execution_count": 4, "id": "dae009a1", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Reservoir1", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00", "2024-02-02T00:00:00" ], "y": [ 97.0, 97.14862491645525, 97.23814424165505, 97.27774811412802, 97.2857385110585, 97.28572559817957, 97.28584434114184, 97.28565430774974, 97.28551801831301, 97.28565827615532, 97.28588484354613, 97.28599091056041, 97.2856213221365, 97.28572659507162, 97.28563085350429, 96.96998389422352, 96.57552832990888, 96.2053967480998, 95.85383002630077, 95.5167177485012, 95.19102019899212, 94.87443250971589, 94.56517488892597, 94.26185415144577, 93.9633683447406 ] }, { "line": { "dash": "dash" }, "name": "Reservoir1 lrl", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00", "2024-02-02T00:00:00" ], "y": [ 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0 ] }, { "name": "Reservoir2", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00", "2024-02-02T00:00:00" ], "y": [ 97.5, 97.38853131265856, 97.32139181875871, 97.29168891440399, 97.28569611670613, 97.28570580136532, 97.28561674414362, 97.2857592691877, 97.28586148626523, 97.28575629288352, 97.28558636734041, 97.28550681707969, 97.28578400839763, 97.28570505369629, 97.28577685987179, 97.14408211325686, 96.9497794342353, 96.73759306705558, 96.51183272624462, 96.2755725107388, 96.03108466297635, 95.78009142892994, 95.52392226651045, 95.26361755699644, 95.0 ] }, { "line": { "dash": "dash" }, "name": "Reservoir2 lrl", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00", "2024-02-02T00:00:00" ], "y": [ 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0 ] } ], "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": "Reservoir level" } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Tunnel1", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00" ], "y": [ -20.642349507673885, -12.433239611082115, -5.500537843468479, -1.109777351454511, 0.0017934554051350915, -0.016492078093136797, 0.026393526681374624, 0.01892908843339569, -0.019480255874583463, -0.03146769316774112, -0.014731529762627815, 0.05133172554360499, -0.01462124098893014, 0.013297439907290709, 43.83985545566247, 54.78549504369968, 51.40716414014917, 48.828711360976996, 46.82114969438574, 45.23577076515001, 43.97051239947586, 42.95244733193438, 42.12788020558088, 41.45636204238572 ] }, { "name": "Tunnel2", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00" ], "y": [ 20.642349507673927, 12.433239611082115, 5.500537843468479, 1.1097773514544826, -0.0017934554051350915, 0.016492078093136797, -0.026393526681403046, -0.01892908843339569, 0.019480255874583463, 0.03146769316774112, 0.014731529762627815, -0.05133172554360499, 0.01462124098893014, -0.013297439907262287, 26.239767891652477, 35.98197759658544, 39.29377169994645, 41.807470520551036, 43.751891760336946, 45.27552736341488, 46.4802285271154, 47.43873378138619, 48.204575835927564, 48.81806611045186 ] }, { "name": "Tunnel_main", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00" ], "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, 70.07962334731495, 90.76747264028512, 90.70093584009561, 90.63618188152807, 90.5730414547227, 90.5112981285649, 90.4507409265913, 90.39118111332058, 90.33245604150841, 90.27442815283754 ] } ], "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" } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = go.Figure()\n", "for rsv in shop.model.reservoir:\n", " name = rsv.get_name()\n", " level = rsv.head.get()\n", " lrl = rsv.lrl.get()\n", " fig.add_trace(go.Scatter(x=level.index, y=level.values, name=name))\n", " fig.add_trace(go.Scatter(x=level.index, y=[lrl]*len(level),name=name+\" lrl\", line={\"dash\":\"dash\"}))\n", " \n", "fig.update_layout(title=\"Reservoir level\")\n", "fig.show()\n", "\n", "fig = go.Figure()\n", "for t in shop.model.tunnel:\n", " name = t.get_name()\n", " flow = t.flow.get()\n", " fig.add_trace(go.Scatter(x=flow.index, y=flow.values, name=name))\n", "fig.update_layout(title=\"Tunnel flow\")\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "ef830cd8", "metadata": {}, "source": [ "## Optimizing a binary gate in the junction\n", "\n", "The same model is built again, but now a binary gate is added to Tunnel2. The [gate_opening_curve](tunnel:gate_opening_curve) and [initial_opening](tunnel:initial_opening) are the only required input for defining a binary gate. If the gate can be operated in a continuous fashion, the [continuous_gate](tunnel:continuous_gate) identifier can be set on the tunnel. Note that optimizing the gate position of binary gates can be a computationally heavy task, even for relatively simple systems. Continuous gates do not come with the same computational complexity, but the solution could be prone to flipping between similar states from one SHOP iteration to the next. Adding a [gate_adjustment_cost](tunnel:gate_adjustment_cost) will penalize the change of gate position from one time step to the next, and could help reduce calculation time for binary gates and the flipping of solutions for continuous gates, though its effectiveness is case-dependent. Another trick could be to set the CPLEX parameter \"MIP Emphasis switch\" (id 2058) to focus on creating a tighter best bound of the MIP solution (value 3). This is sometimes beneficial in gate optimization problems, and can be set with the generic [cplex_int_params](global_settings:cplex_int_params) attribute on the [](global_settings) object.\n", "\n", "The old [](junction_gate) object did not allow for optimizing the gate position but relied on gate schedules as input to decide which tunnel arms were open and closed. This can also be done for tunnels with gates by setting the [gate_opening_schedule](tunnel:gate_opening_schedule) attribute, which will avoid the computational problems that comes with optimizing the gate position." ] }, { "cell_type": "code", "execution_count": 5, "id": "6f4a240e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Improved net income when optimizing junction gate: 2591.10€\n" ] } ], "source": [ "shop = ShopSession()\n", "build_model(shop)\n", "\n", "t2 = shop.model.tunnel[\"Tunnel2\"]\n", "t2.gate_opening_curve.set(pd.Series([0,1], index=[0,1]))\n", "t2.initial_opening.set(1)\n", "\n", "#Set mip emphasis to focus on tightening the best bound of the solution\n", "gs = shop.model.global_settings.global_settings\n", "gs.cplex_int_params.set(pd.Series([3],index=[2058]))\n", "\n", "run_model(shop)\n", "objective_junc_gate = -shop.model.objective.average_objective.grand_total.get()\n", "\n", "print(f\"Improved net income when optimizing junction gate: {objective_junc_gate - objective_junction:.2f}€\")" ] }, { "cell_type": "markdown", "id": "74e8abf2", "metadata": {}, "source": [ "Allowing the gate on the tunnel between Reservoir2 and the junction to be opened and closed improved the objective function, as expected. The plant can now increase the amount of power produced by running for several additional hours in the beginning of the optimization. When Reservoir2 is completely drained, the gate is closed so that the plant can continue to drain Reservoir1. Both reservoirs are completely drained by the end of the optimization, unlike the first run without any gate control." ] }, { "cell_type": "code", "execution_count": 6, "id": "d225bbcd", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Reservoir1", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00", "2024-02-02T00:00:00" ], "y": [ 97.0, 96.70817059342107, 96.36205987042726, 96.02914044365677, 95.70669197421817, 95.39261978683274, 95.0853147435986, 94.7835039390165, 94.48617701356117, 94.19252610296908, 93.9019014830794, 93.9019014830794, 93.9019014830794, 93.9019014830794, 93.9019014830794, 93.9019014830794, 93.9019014830794, 93.9019014830794, 93.9019014830794, 93.2538038525752, 92.6058038525752, 91.95780385257521, 91.3098038525752, 90.6618038525752, 90.01380385257521 ] }, { "line": { "dash": "dash" }, "name": "Reservoir1 lrl", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00", "2024-02-02T00:00:00" ], "y": [ 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0, 90.0 ] }, { "name": "Reservoir2", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00", "2024-02-02T00:00:00" ], "y": [ 97.5, 97.29346114209261, 97.06305859863782, 96.82310097073105, 96.57562141763843, 96.32218492967314, 96.06399335194645, 95.80199714874733, 95.5369505701123, 95.26945657510146, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0 ] }, { "line": { "dash": "dash" }, "name": "Reservoir2 lrl", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00", "2024-02-02T00:00:00" ], "y": [ 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0, 95.0 ] } ], "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": "Reservoir level" } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Tunnel1", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00" ], "y": [ 40.53186202485119, 48.07093374914006, 46.238809273678825, 44.7845096442497, 43.62113713686537, 42.68125600474158, 41.91816730306985, 41.295406313239276, 40.7848486933465, 40.3645305402352, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 90.01355979224827, 90.0, 90.0, 90.0, 90.0, 90.0 ] }, { "name": "Tunnel2", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00" ], "y": [ 38.247936649517236, 42.667137676811144, 44.43659776051318, 45.82954686900461, 46.932682956533995, 47.81325513457382, 48.51781540724494, 49.08269974722826, 49.53592500200667, 49.899365759529175, 0.0, 0.0, 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": "Tunnel_main", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00" ], "y": [ 78.7797986743684, 90.73807142595119, 90.67540703419203, 90.61405651325437, 90.55382009339937, 90.4945111393153, 90.43598271031482, 90.37810606046757, 90.32077369535315, 90.26389629976438, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 90.01355979224829, 90.0, 90.0, 90.0, 90.0, 90.0 ] } ], "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": "Tunnel flow" } } }, "text/html": [ "

" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "name": "Tunnel1", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00" ], "y": [ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 ] }, { "name": "Tunnel2", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00" ], "y": [ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 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": "Tunnel_main", "type": "scatter", "x": [ "2024-02-01T00:00:00", "2024-02-01T01:00:00", "2024-02-01T02:00:00", "2024-02-01T03:00:00", "2024-02-01T04:00:00", "2024-02-01T05:00:00", "2024-02-01T06:00:00", "2024-02-01T07:00:00", "2024-02-01T08:00:00", "2024-02-01T09:00:00", "2024-02-01T10:00:00", "2024-02-01T11:00:00", "2024-02-01T12:00:00", "2024-02-01T13:00:00", "2024-02-01T14:00:00", "2024-02-01T15:00:00", "2024-02-01T16:00:00", "2024-02-01T17:00:00", "2024-02-01T18:00:00", "2024-02-01T19:00:00", "2024-02-01T20:00:00", "2024-02-01T21:00:00", "2024-02-01T22:00:00", "2024-02-01T23:00:00" ], "y": [ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 ] } ], "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": "Tunnel gate opening" } } }, "text/html": [ "