{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# IEEE European Low Voltage Test Feeder: \n", "\n", "http://sites.ieee.org/pes-testfeeders/resources/\n", "\n", "The current IEEE test cases are focused on North American style systems; however it is common outside of North America to see low-voltage distribution systems, both radial and meshed. It is important to make sure that tools support both dominant styles of distribution system configuration. This test case seeks to fill a benchmark gap by presenting a number of common low-voltage configurations. This circuit also introduces quasi-static time series simulations.\n", "\n", "IEEE European LV network is a generic 0.416 kV network serviced by one 0.8 MVA MV/LV transformer and a 11kV external grid. The network supplies 906 LV buses and 55 single phase loads.\n", "\n", "# Snapshot of Time series data\n", "\n", "In the benchmark document, there are three snapshots taken from a time series data.\n", "\n", "- 12:01 AM : Off Peak(1 min) \n", "- 09:26 AM : On Peak (566 min)\n", "- 12:00 AM : Off Peak (1440 min)\n", "\n", "All the three networks have been saved into pandapower.networks \n", "We can select them using :\n", "\n", "- 'off_peak_1',\n", "- 'on_peak_566',\n", "- 'off_peak_1440' " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandapower as pp\n", "import pandapower.networks as nw\n", "\n", "net = nw.ieee_european_lv_asymmetric('on_peak_566')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting the network\n", "\n", "- 11 KV External Grid ( cyan triangle)\n", "- 0.8 MVA 11/0.416 kV Transformer ( Intersecting Circles)\n", "- Loads \n", " - Phase A: red triangles, \n", " - Phase B: yellow box\n", " - Phase C: blue circle\n", "\n", "**PS:**\n", "\n", "**Maximum unbalanced node 0.74% ( Black rectangle in the fig)**\n", "\n", "**Max Line Loading 33.10 % ( Black line in the fig)**" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandapower.plotting as plot\n", "import numpy as np\n", "try:\n", " import seaborn\n", " colors = seaborn.color_palette()\n", "except:\n", " colors = [\"b\", \"g\", \"r\", \"c\", \"y\"]\n", "%matplotlib inline\n", "\n", "# Plot all the buses\n", "bc = plot.create_bus_collection(net, net.bus.index, size=.2, color=colors[0], zorder=10)\n", "\n", "#Plot Transformers\n", "tlc, tpc = plot.create_trafo_collection(net, net.trafo.index, color=\"g\",size =1.5 )\n", "\n", "# Plot all the lines\n", "lcd = plot.create_line_collection(net, net.line.index, color=\"grey\", linewidths=0.5, use_bus_geodata=True)\n", "\n", "# Plot the external grid\n", "sc = plot.create_bus_collection(net, net.ext_grid.bus.values, patch_type=\"poly3\", size=1, color=\"c\", zorder=11)\n", "\n", "#Plot all the loads\n", "ldA = plot.create_bus_collection(net, net.asymmetric_load.bus.values[np.where(net.asymmetric_load.p_a_mw >0)], patch_type=\"poly3\", size=.5, color=\"r\", zorder=11)\n", "ldB = plot.create_bus_collection(net, net.asymmetric_load.bus.values[np.where(net.asymmetric_load.p_b_mw >0)], patch_type=\"rect\", size=.5, color=\"y\", zorder=11)\n", "ldC = plot.create_bus_collection(net, net.asymmetric_load.bus.values[np.where(net.asymmetric_load.p_c_mw >0)], patch_type=\"circle\", size=.5, color=\"b\", zorder=11)\n", "\n", "# Plot the max. loaded line and max. unbalanced node\n", "max_load = plot.create_line_collection(net, np.array([net.res_line_3ph.loading_percent.idxmax()]), color=\"black\", linewidths=15, use_bus_geodata=True)\n", "max_unbal = plot.create_bus_collection(net, np.array([net.res_bus_3ph.unbalance_percent.idxmax()]), patch_type=\"rect\", size=1, color=\"black\", zorder=11)\n", "\n", "# Draw all the collected plots\n", "plot.draw_collections([lcd, bc, tlc, tpc, sc,ldA,ldB,ldC,max_load,max_unbal], figsize=(20,20))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sample Result Values\n", "\n", "Max loaded line and most unbalanced load has been marked in black in the plot.\n", "\n", "The exact values are provided below:\n", "- Maximum unbalance %\n", "- Max Line Loading %" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.74784047652783" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "net.res_bus_3ph.unbalance_percent.max()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "33.207141699375065" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "net.res_line_3ph.loading_percent.max()" ] }, { "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }