From 945b3a79a6ae35e8d6eca11c9d4bf31ef26ad1eb Mon Sep 17 00:00:00 2001 From: ekatef Date: Tue, 5 Dec 2023 01:31:54 +0300 Subject: [PATCH] Add a notebook to explore sub-networks --- notebooks/examine_network_topology.ipynb | 212 +++++++++++++++++++++++ 1 file changed, 212 insertions(+) create mode 100644 notebooks/examine_network_topology.ipynb diff --git a/notebooks/examine_network_topology.ipynb b/notebooks/examine_network_topology.ipynb new file mode 100644 index 0000000..cef9615 --- /dev/null +++ b/notebooks/examine_network_topology.ipynb @@ -0,0 +1,212 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Investigate topology of a network" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "test": [] + } + ], + "source": [ + "import os\n", + "import pypsa\n", + "import sys\n", + "import warnings\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "from matplotlib import cm\n", + "from numpy import linspace\n", + "\n", + "warnings.filterwarnings(action=\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "if not os.path.isdir(\"pypsa-earth\"):\n", + " os.chdir(\"../..\")\n", + "sys.path.append(os.getcwd()+\"/pypsa-earth/scripts\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "scenario_name = \"AR\" # scenario name, default value is \"\" for tutorial or default configuration\n", + " # value shall be non null if a scenario name is specified under the \"run\" tag in the config file\n", + "fl_name = \"elec.nc\"\n", + "\n", + "scenario_subpath = scenario_name + \"/\" if scenario_name else \"\"\n", + "fl_path = os.path.join(\"pypsa-earth/networks\", scenario_subpath, fl_name)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:pypsa.io:Imported network elec.nc has buses, carriers, generators, lines, loads, storage_units, transformers\n" + ] + } + ], + "source": [ + "n = pypsa.Network(fl_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract topology parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# needed to evaluate partition by networks\n", + "n.determine_network_topology()\n", + "\n", + "bus_subnw = n.buses.sub_network\n", + "lines_subnw = n.lines.sub_network" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Base plot" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n.plot(\n", + " bus_colors=bus_subnw.map(lambda ct: \"green\" if ct == \"0\" else \"red\"),\n", + "\tbus_alpha=0.75,\n", + " line_colors=\"grey\",\n", + " line_widths=1,\n", + " line_alpha=0.5,\n", + " link_colors=\"red\",\n", + " link_alpha=0.1,\n", + " color_geomap=True,\n", + ")\n", + "plt.tight_layout()\n", + "# saves the plot in a folder alongsige with the network file\n", + "# plt.savefig(fl_path + \"_buses_by_subnw.pdf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Colorful plot" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "subnetworks = bus_subnw.unique()\n", + "\n", + "cm_subsection = linspace(0.25, 0.9, len(subnetworks)) \n", + "colors = [ cm.gnuplot2(x) for x in cm_subsection ]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n.plot(\n", + " bus_colors=bus_subnw.map(lambda ct: colors[subnetworks.tolist().index(ct)]),\n", + "\tbus_alpha=0.8,\n", + " line_colors=lines_subnw.map(lambda ct: colors[subnetworks.tolist().index(ct)]),\n", + " line_widths=1,\n", + " line_alpha=0.25,\n", + " link_colors=\"red\",\n", + " link_alpha=0.1,\n", + " color_geomap=True,\n", + ")\n", + "plt.tight_layout()\n", + "# saves the plot in a folder alongsige with the network file\n", + "# plt.savefig(fl_path + \"_buses_by_subnw2.pdf\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pypsa-earth-upd18", + "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": "3.10.13" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +}