From 992d46c10343f63057d0035afd5ac16ed3a6c90e Mon Sep 17 00:00:00 2001 From: David Hart Date: Sun, 15 Dec 2024 22:33:38 -0700 Subject: [PATCH] Add demo file --- examples/data/ky4_junctions.geojson | 965 ++++++++++++++++++++ examples/data/ky4_pipes.geojson | 1162 ++++++++++++++++++++++++ examples/data/ky4_pumps.geojson | 8 + examples/data/ky4_reservoirs.geojson | 7 + examples/data/ky4_tanks.geojson | 10 + examples/demos/model_development.ipynb | 392 ++++++++ 6 files changed, 2544 insertions(+) create mode 100644 examples/data/ky4_junctions.geojson create mode 100644 examples/data/ky4_pipes.geojson create mode 100644 examples/data/ky4_pumps.geojson create mode 100644 examples/data/ky4_reservoirs.geojson create mode 100644 examples/data/ky4_tanks.geojson create mode 100644 examples/demos/model_development.ipynb diff --git a/examples/data/ky4_junctions.geojson b/examples/data/ky4_junctions.geojson new file mode 100644 index 000000000..d35396584 --- /dev/null +++ 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+"type": "FeatureCollection", +"crs": { "type": "name", "properties": { "name": "urn:ogc:def:crs:EPSG::3547" } }, +"features": [ +{ "type": "Feature", "properties": { "name": "~@Pump-1", "start_node_name": "I-Pump-1", "end_node_name": "O-Pump-1", "initial_status": "Closed", "pump_type": "POWER", "base_speed": 1.0, "power": 111854.9808, "pump_curve_name": null, "speed_pattern_name": null }, "geometry": { "type": "Point", "coordinates": [ 4978752.04, 3915150.0 ] } }, +{ "type": "Feature", "properties": { "name": "~@Pump-2", "start_node_name": "I-Pump-2", "end_node_name": "O-Pump-2", "initial_status": "Open", "pump_type": "POWER", "base_speed": 1.0, "power": 37284.9936, "pump_curve_name": null, "speed_pattern_name": null }, "geometry": { "type": "Point", "coordinates": [ 4979020.21999999973923, 3915339.0 ] } } +] +} diff --git a/examples/data/ky4_reservoirs.geojson b/examples/data/ky4_reservoirs.geojson new file mode 100644 index 000000000..a70c7a63d --- /dev/null +++ b/examples/data/ky4_reservoirs.geojson @@ -0,0 +1,7 @@ +{ +"type": "FeatureCollection", +"crs": { "type": "name", "properties": { "name": "urn:ogc:def:crs:EPSG::3547" } }, +"features": [ +{ "type": "Feature", "properties": { "name": "R-1", "initial_quality": 0.0, "base_head": 149.3110044, "head_pattern_name": null }, "geometry": { "type": "Point", "coordinates": [ 4978709.0, 3915386.0 ] } } +] +} diff --git a/examples/data/ky4_tanks.geojson b/examples/data/ky4_tanks.geojson new file mode 100644 index 000000000..2e2e022bc --- /dev/null +++ b/examples/data/ky4_tanks.geojson @@ -0,0 +1,10 @@ +{ +"type": "FeatureCollection", +"crs": { "type": "name", "properties": { "name": "urn:ogc:def:crs:EPSG::3547" } }, +"features": [ +{ "type": "Feature", "properties": { "name": "T-1", "elevation": 196.940424, "initial_quality": 0.0, "diameter": 17.6784, "init_level": 25.563576, "max_level": 31.659576, "min_level": 24.039576, "min_vol": 0.0, "overflow": "0", "vol_curve_name": null }, "geometry": { "type": "Point", "coordinates": [ 4959474.0, 3897659.0 ] } }, +{ "type": "Feature", "properties": { "name": "T-2", "elevation": 207.43922952, "initial_quality": 0.0, "diameter": 14.0208, "init_level": 25.732773528000003, "max_level": 31.82877048, "min_level": 25.732773528000003, "min_vol": 0.0, "overflow": "0", "vol_curve_name": null }, "geometry": { "type": "Point", "coordinates": [ 4972993.0, 3900300.0 ] } }, +{ "type": "Feature", "properties": { "name": "T-3", "elevation": 217.7030952, "initial_quality": 0.0, "diameter": 13.4112, "init_level": 30.7089048, "max_level": 33.7569048, "min_level": 27.051298704000001, "min_vol": 0.0, "overflow": "0", "vol_curve_name": null }, "geometry": { "type": "Point", "coordinates": [ 4980614.0, 3906672.0 ] } }, +{ "type": "Feature", "properties": { "name": "T-4", "elevation": 220.58034624000001, "initial_quality": 0.0, "diameter": 21.336, "init_level": 29.355659856000003, "max_level": 32.40365376, "min_level": 21.735659856000002, "min_vol": 0.0, "overflow": "0", "vol_curve_name": null }, "geometry": { "type": "Point", "coordinates": [ 4988798.0, 3907639.0 ] } } +] +} diff --git a/examples/demos/model_development.ipynb b/examples/demos/model_development.ipynb new file mode 100644 index 000000000..124fb9c63 --- /dev/null +++ b/examples/demos/model_development.ipynb @@ -0,0 +1,392 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Developing a model from limited data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook presents an example where a new water distribution system network is created from imperfect and missing data. The KY4 network was used as the \"perfect\" system model; it was then disassembled and the data truncated and skewed to make the \"imperfect\" data that will be used to create a new model." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "## Initial imports and setup\n", + "import geopandas as gpd\n", + "import numpy as np\n", + "import matplotlib.pylab as plt\n", + "import wntr\n", + "\n", + "crs = \"EPSG:3547\" # ft\n", + "\n", + "distance_threshold = 100.0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# TODO, add metadata to hide this cell\n", + "wn0 = wntr.network.WaterNetworkModel(\"../networks/ky4.inp\")\n", + "wn0.options.time.duration = 24 * 3600\n", + "sim = wntr.sim.EpanetSimulator(wn0)\n", + "results0 = sim.run_sim()\n", + "pressure0 = results0.node[\"pressure\"].loc[24 * 3600, :]\n", + "wntr.graphics.plot_network(wn0, node_attribute=pressure0, node_size=30, title=\"Pressure\")\n", + "wntr.network.io.write_geojson(wn0, \"../data/ky4\", crs=crs)\n", + "\n", + "# junctions should have base demand (see PR)\n", + "aed0 = wntr.metrics.average_expected_demand(wn0)\n", + "print(aed0)\n", + "for name, control in wn0.controls():\n", + " print(name, control)\n", + "for name, pattern in wn0.patterns():\n", + " print(name, pattern.multipliers)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Option 1, direct from GeoJSON files\n", + "geojson_files = {\n", + " \"junctions\": \"../data/ky4_junctions.geojson\",\n", + " \"tanks\": \"../data/ky4_tanks.geojson\",\n", + " \"reservoirs\": \"../data/ky4_reservoirs.geojson\",\n", + " \"pipes\": \"../data/ky4_pipes.geojson\",\n", + " \"pumps\": \"../data/ky4_pumps.geojson\",\n", + "}\n", + "wn = wntr.network.read_geojson(geojson_files)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Option 2, from GeoDataFrames\n", + "junctions = gpd.read_file(\"../data/ky4_junctions.geojson\", crs=crs)\n", + "tanks = gpd.read_file(\"../data/ky4_tanks.geojson\", crs=crs)\n", + "reservoirs = gpd.read_file(\"../data/ky4_reservoirs.geojson\", crs=crs)\n", + "pipes = gpd.read_file(\"../data/ky4_pipes.geojson\", crs=crs)\n", + "pumps = gpd.read_file(\"../data/ky4_pumps.geojson\", crs=crs)\n", + "\n", + "junctions.set_index(\"name\", inplace=True)\n", + "tanks.set_index(\"name\", inplace=True)\n", + "reservoirs.set_index(\"name\", inplace=True)\n", + "pipes.set_index(\"name\", inplace=True)\n", + "pumps.set_index(\"name\", inplace=True)\n", + "\n", + "gis_data = wntr.gis.WaterNetworkGIS(\n", + " {\n", + " \"junctions\": junctions,\n", + " \"tanks\": tanks,\n", + " \"reservoirs\": reservoirs,\n", + " \"pipes\": pipes,\n", + " \"pumps\": pumps,\n", + " }\n", + ")\n", + "wn = wntr.network.from_gis(gis_data)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pump = wn.get_link(\"~@Pump-1\")\n", + "pump.initial_status = \"Closed\"" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "line = \"LINK ~@Pump-1 OPEN IF NODE T-3 BELOW 27.6606\" # 90.75 ft\n", + "wn.add_control(\"Pump1_open\", line)\n", + "line = \"LINK ~@Pump-1 CLOSED IF NODE T-3 ABOVE 32.2326\" # 105.75 ft\n", + "wn.add_control(\"Pump1_closed\", line)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Add patterns\n", + "multipliers = [\n", + " 0.33,\n", + " 0.25,\n", + " 0.209,\n", + " 0.209,\n", + " 0.259,\n", + " 0.36,\n", + " 0.529,\n", + " 0.91,\n", + " 1.2,\n", + " 1.299,\n", + " 1.34,\n", + " 1.34,\n", + " 1.32,\n", + " 1.269,\n", + " 1.25,\n", + " 1.25,\n", + " 1.279,\n", + " 1.37,\n", + " 1.519,\n", + " 1.7,\n", + " 1.75,\n", + " 1.669,\n", + " 0.899,\n", + " 0.479,\n", + "]\n", + "default_pattern_name = wn.options.hydraulic.pattern\n", + "wn.add_pattern(default_pattern_name, multipliers)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "aed = wntr.metrics.average_expected_demand(wn)\n", + "print(aed)\n", + "\n", + "# Run simulation, plot_results\n", + "# TODO, this shoudl be 24, but the simulation doesn't run to completion, due to demands?\n", + "wn.options.time.duration = 0 # 24*3600\n", + "sim = wntr.sim.EpanetSimulator(wn)\n", + "results = sim.run_sim()\n", + "pressure = results.node[\"pressure\"].loc[0, :]\n", + "wntr.graphics.plot_network(wn, node_attribute=pressure, node_size=30, title=\"Pressure\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create a model from imperfect geospatial data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Load pipe data\n", + "# Missing junctions (no start and end node names or locations)\n", + "# Pipe endpoints are not aligned\n", + "diconnected_pipes = gpd.read_file(\"../data/ky4_disconnected_pipes.geojson\")\n", + "# pipes.set_index('index', inplace=True)\n", + "# del pipes['start_node']\n", + "# del pipes['end_node_n']\n", + "pipesA, junctionsA = wntr.gis.geospatial.reconnect_network(diconnected_pipes, distance_threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots()\n", + "diconnected_pipes.plot(color=\"b\", linewidth=4, ax=ax)\n", + "pipesA.plot(color=\"r\", linewidth=2, ax=ax)\n", + "junctionsA.plot(color=\"k\", ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "junctionsB = gpd.GeoDataFrame(junctionsA, columns=[\"geometry\"])\n", + "junctionsB[\"base_demand\"] = 0\n", + "junctionsB[\"elevation\"] = 0\n", + "pipesB = pipesA.rename(columns={\"new_start_node\": \"start_node_name\", \"new_end_node\": \"end_node_name\"}).set_index(\n", + " \"index\"\n", + ")\n", + "junctionsB" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# build the wn_gis object\n", + "gis_data = wntr.gis.WaterNetworkGIS(\n", + " {\n", + " \"junctions\": junctionsB,\n", + " #'tanks': tanks,\n", + " #'reservoirs': reservoirs,\n", + " \"pipes\": pipesB,\n", + " #'pumps': pumps\n", + " }\n", + ")\n", + "wn = wntr.network.from_gis(gis_data) # TODO this won't work until PR 452 is merged\n", + "wntr.graphics.plot_network(wn, node_attribute=pressure, node_size=30, title=\"elevation\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# TODO, recreate this file using complete column names and no start or end node names\n", + "# TODO rename the file 'ky4_diconnected_pipes.geojson'\n", + "# TODO rename 'index' to 'name'\n", + "# TODO same crs as above\n", + "diconnected_pipes = gpd.read_file(\"../data/ky4_disconnected_pipes.geojson\", crs=crs)\n", + "diconnected_pipes.set_index(\"index\", inplace=True)\n", + "\n", + "pipes, junctions = wntr.gis.geospatial.connect_lines(diconnected_pipes, distance_threshold)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig, ax = plt.subplots()\n", + "diconnected_pipes.plot(color=\"b\", linewidth=4, ax=ax)\n", + "pipes.plot(color=\"r\", linewidth=2, ax=ax)\n", + "junctions.plot(color=\"k\", ax=ax)\n", + "\n", + "# The following lines should not be needed, see PR\n", + "junctions[\"node_type\"] = \"Junction\"\n", + "pipes[\"link_type\"] = \"Pipe\"\n", + "\n", + "# Assign elevation to junctions - using raster\n", + "# TODO\n", + "junctions[\"elevation\"] = 100\n", + "\n", + "# Load reservoir - complete dataset, location and head\n", + "reservoirs = gpd.read_file(\"../data/ky4_reservoirs.geojson\", crs=crs)\n", + "reservoirs.set_index(\"name\", inplace=True)\n", + "# TODO snap reservoirs to nearest junction\n", + "# snap_reservoirs = wntr.gis.snap(reservoirs, junctions, distance_threshold)\n", + "\n", + "# Load tank data - complete dataset, location, min/max level, diameter\n", + "tanks = gpd.read_file(\"../data/ky4_tanks.geojson\", crs=crs)\n", + "tanks.set_index(\"name\", inplace=True)\n", + "# TODO snap tanks to nearest junction\n", + "\n", + "# Load pump data - location, settings, start, end node)\n", + "pumps = gpd.read_file(\"../data/ky4_pumps.geojson\", crs=crs)\n", + "pumps.set_index(\"name\", inplace=True)\n", + "# TODO snap end points to nearest junction, add pump and close bipass?\n", + "\n", + "\n", + "# build the wn_gis object\n", + "# TODO, add back in tanks, reservoirs, and pumps\n", + "gis_data = wntr.gis.WaterNetworkGIS(\n", + " {\n", + " \"junctions\": junctions,\n", + " #'tanks': tanks,\n", + " #'reservoirs': reservoirs,\n", + " \"pipes\": pipes,\n", + " #'pumps': pumps\n", + " }\n", + ")\n", + "wn = wntr.network.from_gis(gis_data) # TODO this won't work until PR 452 is merged" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Add controls, initial status, and pattern (same code as above)\n", + "\n", + "# Add demands, estimated from building size\n", + "buildings = gpd.read_file(\"../data/ky4_buildings.geojson\", crs=crs)\n", + "buildings.to_crs(crs, inplace=True)\n", + "buildings[\"area\"] = buildings.area\n", + "buildings[\"base_demand\"] = buildings[\"area\"] / 0.00001\n", + "\n", + "buildings.geometry = buildings.geometry.centroid\n", + "snap_buildings = wntr.gis.snap(buildings, junctions, distance_threshold)\n", + "buildings[\"junction\"] = None\n", + "buildings.loc[snap_buildings.index, \"junction\"] = snap_buildings.loc[:, \"node\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "category = None\n", + "pattern_name = \"1\"\n", + "print(buildings)\n", + "for i, row in buildings.iterrows():\n", + " junction_name = buildings.loc[i, \"junction\"]\n", + " if junction_name is None:\n", + " continue\n", + " base_demand = buildings.loc[i, \"base_demand\"]\n", + " junction = wn.get_node(junction_name)\n", + " junction.demand_timeseries_list.append((base_demand, pattern_name, category))\n", + "wntr.graphics.plot_network(wn, node_attribute=pressure, node_size=30, title=\"elevation\")\n", + "# Run simulation, plot_results\n", + "wn.options.time.duration = 24 * 3600\n", + "sim = wntr.sim.EpanetSimulator(wn)\n", + "results = sim.run_sim()\n", + "pressure = results.node[\"pressure\"].loc[24 * 3600, :]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}