{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Operator strategy notebook "
]
},
{
"cell_type": "markdown",
"metadata": {
"raw_mimetype": "text/markdown"
},
"source": [
"This notebook illustrates how to run a security analysis with remedial actions. For a contingency, an operator strategy groups a list of actions and a condition to apply them. This small tutorial is based on a 6 nodes network, called Metrix, that is easily understandable. We are going to simulate contingencies and various operator strategies to show the available features. Network elements can be monitored in pre-contingency state, after a contingency and after each operator strategy."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Defaulting to user installation because normal site-packages is not writeable\n",
"Looking in indexes: https://devin-depot.rte-france.com/repository/pypi-all/simple\n",
"Requirement already satisfied: pypowsybl in /home/kuleszahug/.local/lib/python3.8/site-packages (1.4.0.dev1)\n",
"Requirement already satisfied: prettytable in /home/kuleszahug/.local/lib/python3.8/site-packages (from pypowsybl) (2.0.0)\n",
"Requirement already satisfied: numpy>=1.20.0 in /home/kuleszahug/.local/lib/python3.8/site-packages (from pypowsybl) (1.24.3)\n",
"Requirement already satisfied: networkx in /home/kuleszahug/.local/lib/python3.8/site-packages (from pypowsybl) (3.1)\n",
"Requirement already satisfied: pandas>=1.3.5 in /home/kuleszahug/.local/lib/python3.8/site-packages (from pypowsybl) (2.0.3)\n",
"Requirement already satisfied: python-dateutil>=2.8.2 in /home/kuleszahug/.local/lib/python3.8/site-packages (from pandas>=1.3.5->pypowsybl) (2.8.2)\n",
"Requirement already satisfied: pytz>=2020.1 in /home/kuleszahug/.local/lib/python3.8/site-packages (from pandas>=1.3.5->pypowsybl) (2023.3)\n",
"Requirement already satisfied: tzdata>=2022.1 in /home/kuleszahug/.local/lib/python3.8/site-packages (from pandas>=1.3.5->pypowsybl) (2023.3)\n",
"Requirement already satisfied: setuptools in /home/kuleszahug/.local/lib/python3.8/site-packages (from prettytable->pypowsybl) (69.1.1)\n",
"Requirement already satisfied: wcwidth in /home/kuleszahug/.local/lib/python3.8/site-packages (from prettytable->pypowsybl) (0.2.6)\n",
"Requirement already satisfied: six>=1.5 in /home/kuleszahug/.local/lib/python3.8/site-packages (from python-dateutil>=2.8.2->pandas>=1.3.5->pypowsybl) (1.16.0)\n",
"\u001b[33mDEPRECATION: distro-info 0.23ubuntu1 has a non-standard version number. pip 24.1 will enforce this behaviour change. A possible replacement is to upgrade to a newer version of distro-info or contact the author to suggest that they release a version with a conforming version number. Discussion can be found at https://github.com/pypa/pip/issues/12063\u001b[0m\u001b[33m\n",
"\u001b[0m\u001b[33mDEPRECATION: python-debian 0.1.36ubuntu1 has a non-standard version number. pip 24.1 will enforce this behaviour change. A possible replacement is to upgrade to a newer version of python-debian or contact the author to suggest that they release a version with a conforming version number. Discussion can be found at https://github.com/pypa/pip/issues/12063\u001b[0m\u001b[33m\n",
"\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"pip install pypowsybl"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import pypowsybl as pp\n",
"import pandas as pd\n",
"import numpy as np\n",
"from pypowsybl._pypowsybl import ConditionType"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"six_nodes = pp.network.create_metrix_tutorial_six_buses_network()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
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" <td>380.0 kV / -0.0°</td>\n",
" </tr>\n",
" </table>\n",
" </div>\n",
" </foreignObject>\n",
" <foreignObject id=\"6-textnode\" y=\"420.99\" x=\"733.10\" height=\"1\" width=\"1\">\n",
" <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
" <div>SE_poste</div>\n",
" <table>\n",
" <tr>\n",
" <td>\n",
" <div class=\"nad-vl300to500-0 nad-legend-square\"/>\n",
" </td>\n",
" <td>380.0 kV / -0.1°</td>\n",
" </tr>\n",
" </table>\n",
" </div>\n",
" </foreignObject>\n",
" <foreignObject id=\"8-textnode\" y=\"668.10\" x=\"458.46\" height=\"1\" width=\"1\">\n",
" <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
" <div>SO_poste</div>\n",
" <table>\n",
" <tr>\n",
" <td>\n",
" <div class=\"nad-vl300to500-0 nad-legend-square\"/>\n",
" </td>\n",
" <td>380.0 kV / 0.0°</td>\n",
" </tr>\n",
" </table>\n",
" </div>\n",
" </foreignObject>\n",
" <foreignObject id=\"10-textnode\" y=\"787.58\" x=\"813.20\" height=\"1\" width=\"1\">\n",
" <div xmlns=\"http://www.w3.org/1999/xhtml\" class=\"nad-label-box\">\n",
" <div>S_poste</div>\n",
" <table>\n",
" <tr>\n",
" <td>\n",
" <div class=\"nad-vl300to500-0 nad-legend-square\"/>\n",
" </td>\n",
" <td>380.0 kV / -0.0°</td>\n",
" </tr>\n",
" </table>\n",
" </div>\n",
" </foreignObject>\n",
" </g>\n",
"</svg>\n"
],
"text/plain": [
"<pypowsybl.network.impl.svg.Svg at 0x7f7380423b80>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"six_nodes.get_network_area_diagram()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"sa = pp.security.create_analysis()"
]
},
{
"cell_type": "markdown",
"metadata": {
"raw_mimetype": "text/markdown"
},
"source": [
"We simulate a contingency on line S_SO_1. When loosing this line, flows are redirected and line S_SO_2 is overloaded. We are going to test various operator strategies to remove the limit violation."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"sa.add_single_element_contingency('S_SO_1', 'S_SO_1_contingency')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"sa.add_monitored_elements(branch_ids=['S_SO_2', 'SO_NO_1'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We add a current limit on line S_SO_2"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"six_nodes.create_operational_limits(pd.DataFrame.from_records(index='element_id', data=[\n",
" {'element_id': 'S_SO_2', 'name': 'permanent_limit', 'element_type': 'LINE', 'side': 'TWO',\n",
" 'type': 'CURRENT', 'value': 400,\n",
" 'acceptable_duration': np.Inf, 'is_fictitious': False}\n",
" ]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Detailed topology"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### SO_poste"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
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".sld-node {stroke: none; fill: black}\n",
".sld-flash {stroke: none; fill: black}\n",
".sld-lock {stroke: none; fill: black}\n",
".sld-unknown {stroke: none; fill: black}\n",
"/* Fonts */\n",
".sld-label {stroke: none; fill: black; font: 8px serif}\n",
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".sld-graph-label {font: 12px serif}\n",
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".sld-frame {fill: var(--sld-background-color, transparent)}\n",
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"text/plain": [
"<pypowsybl.network.impl.svg.Svg at 0x7f738041b100>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"six_nodes.get_single_line_diagram('SO_poste')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### SE_poste"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
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".sld-vl120to180-0 {--sld-vl-color: #00AFAE}\n",
".sld-vl120to180-1 {--sld-vl-color: #000D58}\n",
".sld-vl120to180-2 {--sld-vl-color: #B8E7B2}\n",
".sld-vl120to180-3 {--sld-vl-color: #002169}\n",
".sld-vl120to180-4 {--sld-vl-color: #85D993}\n",
".sld-vl120to180-5 {--sld-vl-color: #003C7B}\n",
".sld-vl120to180-6 {--sld-vl-color: #59CB8B}\n",
".sld-vl120to180-7 {--sld-vl-color: #005C8C}\n",
".sld-vl120to180-8 {--sld-vl-color: #2CBD94}\n",
".sld-vl120to180-9 {--sld-vl-color: #00839E}\n",
".sld-vl70to120-0 {--sld-vl-color: #CC5500}\n",
".sld-vl70to120-1 {--sld-vl-color: #4A6600}\n",
".sld-vl70to120-2 {--sld-vl-color: #EFB2DD}\n",
".sld-vl70to120-3 {--sld-vl-color: #6E7A00}\n",
".sld-vl70to120-4 {--sld-vl-color: #E685AE}\n",
".sld-vl70to120-5 {--sld-vl-color: #8E8400}\n",
".sld-vl70to120-6 {--sld-vl-color: #DD596B}\n",
".sld-vl70to120-7 {--sld-vl-color: #A37B00}\n",
".sld-vl70to120-8 {--sld-vl-color: #D4432C}\n",
".sld-vl70to120-9 {--sld-vl-color: #B76B00}\n",
".sld-vl50to70-0 {--sld-vl-color: #A020EF}\n",
".sld-vl50to70-1 {--sld-vl-color: #7F0848}\n",
".sld-vl50to70-2 {--sld-vl-color: #B7DBFE}\n",
".sld-vl50to70-3 {--sld-vl-color: #960C6D}\n",
".sld-vl50to70-4 {--sld-vl-color: #8DA6FE}\n",
".sld-vl50to70-5 {--sld-vl-color: #AD109A}\n",
".sld-vl50to70-6 {--sld-vl-color: #6F66FB}\n",
".sld-vl50to70-7 {--sld-vl-color: #BC14C4}\n",
".sld-vl50to70-8 {--sld-vl-color: #7F42F6}\n",
".sld-vl50to70-9 {--sld-vl-color: #B11AD9}\n",
".sld-vl30to50-0 {--sld-vl-color: #FF8290}\n",
".sld-vl30to50-1 {--sld-vl-color: #7F6F41}\n",
".sld-vl30to50-2 {--sld-vl-color: #F6D9FF}\n",
".sld-vl30to50-3 {--sld-vl-color: #99784E}\n",
".sld-vl30to50-4 {--sld-vl-color: #FFC3FB}\n",
".sld-vl30to50-5 {--sld-vl-color: #B27D5B}\n",
".sld-vl30to50-6 {--sld-vl-color: #FFADE3}\n",
".sld-vl30to50-7 {--sld-vl-color: #CC7E68}\n",
".sld-vl30to50-8 {--sld-vl-color: #FF97BF}\n",
".sld-vl30to50-9 {--sld-vl-color: #E57B75}\n",
".sld-vl0to30-0 {--sld-vl-color: #AAAE27}\n",
".sld-vl0to30-1 {--sld-vl-color: #195B0F}\n",
".sld-vl0to30-2 {--sld-vl-color: #EABABE}\n",
".sld-vl0to30-3 {--sld-vl-color: #2D6C13}\n",
".sld-vl0to30-4 {--sld-vl-color: #DDA193}\n",
".sld-vl0to30-5 {--sld-vl-color: #477D17}\n",
".sld-vl0to30-6 {--sld-vl-color: #CE9A6E}\n",
".sld-vl0to30-7 {--sld-vl-color: #648D1C}\n",
".sld-vl0to30-8 {--sld-vl-color: #BEA04A}\n",
".sld-vl0to30-9 {--sld-vl-color: #869D22}\n",
"/* ----------------------------------------------------------------------- */\n",
"/* File : highlightLineStates.css ---------------------------------------- */\n",
".sld-wire.sld-feeder-disconnected {stroke: black}\n",
".sld-wire.sld-feeder-connected-disconnected {stroke-dasharray: 3,3}\n",
".sld-wire.sld-feeder-disconnected-connected {stroke: black; stroke-dasharray: 3,3}\n",
"/* ----------------------------------------------------------------------- */\n",
"/* File : components.css ------------------------------------------------- */\n",
"/* Stroke black */\n",
".sld-disconnector {stroke-width: 3; stroke: black; fill: none}\n",
"/* Stroke blue */\n",
".sld-breaker {stroke-width: 2; stroke: blue; fill:white}\n",
".sld-load-break-switch {stroke: blue; fill: white}\n",
"/* Stroke --sld-vl-color with fallback black */\n",
".sld-bus-connection {fill: var(--sld-vl-color, black)}\n",
".sld-cell-shape-flat .sld-bus-connection {visibility: hidden}\n",
".sld-busbar-section {stroke: var(--sld-vl-color, black); stroke-width: 3; fill: none}\n",
"/* Stroke --sld-vl-color with fallback red */\n",
".sld-wire {stroke: var(--sld-vl-color, #c80000); fill: none}\n",
"/* Stroke --sld-vl-color with fallback blue */\n",
".sld-load {stroke: var(--sld-vl-color, blue); fill: none}\n",
".sld-battery {stroke: var(--sld-vl-color, blue); fill: none}\n",
".sld-generator {stroke: var(--sld-vl-color, blue); fill: none}\n",
".sld-two-wt {stroke: var(--sld-vl-color, blue); fill: none}\n",
".sld-three-wt {stroke: var(--sld-vl-color, blue); fill: none}\n",
".sld-winding {stroke: var(--sld-vl-color, blue); fill: none}\n",
".sld-capacitor {stroke: var(--sld-vl-color, blue); fill: none}\n",
".sld-inductor {stroke: var(--sld-vl-color, blue); fill: none}\n",
".sld-pst {stroke: var(--sld-vl-color, blue); fill: none}\n",
".sld-pst-arrow {stroke: black; fill: none}\n",
".sld-svc {stroke: var(--sld-vl-color, blue); fill: none}\n",
".sld-vsc {stroke: var(--sld-vl-color, blue); font-size: 7.43px; fill: none}\n",
".sld-lcc {stroke: var(--sld-vl-color, blue); font-size: 7.43px; fill: none}\n",
".sld-ground {stroke: var(--sld-vl-color, blue); fill: none}\n",
"/* Stroke none & fill: --sld-vl-color */\n",
".sld-node-infos {stroke: none; fill: var(--sld-vl-color, black)}\n",
"/* Stroke none & fill: black */\n",
".sld-node {stroke: none; fill: black}\n",
".sld-flash {stroke: none; fill: black}\n",
".sld-lock {stroke: none; fill: black}\n",
".sld-unknown {stroke: none; fill: black}\n",
"/* Fonts */\n",
".sld-label {stroke: none; fill: black; font: 8px serif}\n",
".sld-angle, .sld-voltage {font: 10px serif}\n",
".sld-graph-label {font: 12px serif}\n",
"/* Specific */\n",
".sld-grid {stroke: #003700; stroke-dasharray: 1,10}\n",
".sld-feeder-info.sld-active-power {fill:black}\n",
".sld-feeder-info.sld-reactive-power {fill:blue}\n",
".sld-feeder-info.sld-current {fill:purple}\n",
".sld-frame {fill: var(--sld-background-color, transparent)}\n",
"/* Stroke maroon for fictitious switch */\n",
".sld-breaker.sld-fictitious {stroke: maroon}\n",
".sld-disconnector.sld-fictitious {stroke: maroon}\n",
".sld-load-break-switch.sld-fictitious {stroke: maroon}\n",
".sld-busbar-section.sld-fictitious {stroke: var(--sld-vl-color, #c80000); stroke-width: 1}\n",
"/* ground disconnector specific */\n",
".sld-ground-disconnection-attach {stroke: var(--sld-vl-color, #c80000); fill: none}\n",
".sld-open .sld-ground-disconnection-ground {stroke: black; fill: none}\n",
".sld-closed .sld-ground-disconnection-ground {stroke: var(--sld-vl-color, #c80000); fill: none}\n",
".sld-ground-disconnection .sld-sw-open {stroke: black; fill: none}\n",
".sld-ground-disconnection .sld-sw-closed {stroke: black; fill: none}\n",
"\n",
"]]></style>\n",
" <rect class=\"sld-frame\" height=\"100%\" width=\"100%\"/>\n",
" <g>\n",
" <g class=\"sld-busbar-section sld-vl300to500-0\" id=\"idSEI1_95_1\" transform=\"translate(52.5,252.0)\">\n",
" <line x1=\"0\" x2=\"525.0\" y1=\"0\" y2=\"0\"/>\n",
" <text class=\"sld-label\" id=\"SEI1_1_NW_LABEL\" x=\"-5.0\" y=\"-5.0\">SEI1_1</text>\n",
" </g>\n",
" <g class=\"sld-busbar-section sld-vl300to500-0\" id=\"idSEI1_95_mnv\" transform=\"translate(52.5,277.0)\">\n",
" <line x1=\"0\" x2=\"525.0\" y1=\"0\" y2=\"0\"/>\n",
" <text class=\"sld-label\" id=\"SEI1_mnv_NW_LABEL\" x=\"-5.0\" y=\"-5.0\">SEI1_mnv</text>\n",
" </g>\n",
" <g class=\"sld-intern-cell sld-cell-shape-vertical\" id=\"idINTERN_32_0\">\n",
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" <g class=\"sld-wire sld-vl300to500-0\" id=\"_95_SE_95_poste_95_SEI1_95__95_SC12_95_1_95_INTERNAL_95_SE_95_poste_95_12\">\n",
" <polyline points=\"115.0,277.0,115.0,212.0\"/>\n",
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" <g class=\"sld-disconnector sld-closed sld-vl300to500-0\" id=\"idSEI1_95__95_SC12_95_0\" transform=\"translate(111.0,248.0)\">\n",
" <path class=\"sld-sw-closed\" d=\"M0,0 8,8 M8,0 0,8\"/>\n",
" <path class=\"sld-sw-open\" d=\"M8,0 0,8\"/>\n",
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" <g class=\"sld-node sld-hidden-node sld-fictitious sld-vl300to500-0\" id=\"idINTERNAL_95_SE_95_poste_95_12\" transform=\"translate(111.0,208.0)\">\n",
" <circle cx=\"4\" cy=\"4\" r=\"4\"/>\n",
" </g>\n",
" <g class=\"sld-disconnector sld-open sld-disconnected\" id=\"idSEI1_95__95_SC12_95_1\" transform=\"translate(111.0,273.0)\">\n",
" <path class=\"sld-sw-closed\" d=\"M0,0 8,8 M8,0 0,8\"/>\n",
" <path class=\"sld-sw-open\" d=\"M8,0 0,8\"/>\n",
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" <g class=\"sld-breaker sld-closed sld-vl300to500-0\" id=\"idSEI1_95_SEI1_95_DJ_95_OMN\" transform=\"translate(80.0,202.0)\">\n",
" <path class=\"sld-sw-closed\" d=\"M1,1 V19 H19 V1z M10,5 V15\" transform=\"rotate(90.0,10.0,10.0)\"/>\n",
" <path class=\"sld-sw-open\" d=\"M1,1 V19 H19 V1z M5,10 H15\" transform=\"rotate(90.0,10.0,10.0)\"/>\n",
" </g>\n",
" <g class=\"sld-node sld-hidden-node sld-fictitious sld-vl300to500-0\" id=\"idINTERNAL_95_SE_95_poste_95_13\" transform=\"translate(61.0,208.0)\">\n",
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" </g>\n",
" <g class=\"sld-disconnector sld-open sld-disconnected\" id=\"idSEI1_95__95_SC13_95_0\" transform=\"translate(61.0,248.0)\">\n",
" <path class=\"sld-sw-closed\" d=\"M0,0 8,8 M8,0 0,8\"/>\n",
" <path class=\"sld-sw-open\" d=\"M8,0 0,8\"/>\n",
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" <path class=\"sld-sw-open\" d=\"M8,0 0,8\"/>\n",
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" </g>\n",
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" <polygon class=\"sld-arrow-in\" points=\"0,0 10,0 5,10\"/>\n",
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" <text class=\"sld-label\" x=\"15.0\" y=\"5.0\">0</text>\n",
" </g>\n",
" <g class=\"sld-reactive-power sld-feeder-info sld-in\" id=\"idSEI1_95_SEI1_95_HVDC2_ARROW_REACTIVE\" transform=\"translate(260.0,121.0)\">\n",
" <polygon class=\"sld-arrow-out\" points=\"5,0 10,10 0,10\"/>\n",
" <polygon class=\"sld-arrow-in\" points=\"0,0 10,0 5,10\"/>\n",
" <text class=\"sld-label\" x=\"15.0\" y=\"5.0\">—</text>\n",
" </g>\n",
" <g class=\"sld-disconnector sld-closed sld-vl300to500-0\" id=\"idSEI1_95_Sect_32_1_32_HVDC2\" transform=\"translate(261.0,248.0)\">\n",
" <path class=\"sld-sw-closed\" d=\"M0,0 8,8 M8,0 0,8\"/>\n",
" <path class=\"sld-sw-open\" d=\"M8,0 0,8\"/>\n",
" </g>\n",
" <g class=\"sld-node sld-hidden-node sld-fictitious sld-vl300to500-0\" id=\"idINTERNAL_95_SE_95_poste_95_17\" transform=\"translate(261.0,218.0)\">\n",
" <circle cx=\"4\" cy=\"4\" r=\"4\"/>\n",
" </g>\n",
" <g class=\"sld-breaker sld-closed sld-vl300to500-0\" id=\"idSEI1_95_Disj_32_HVDC2\" transform=\"translate(255.0,172.0)\">\n",
" <path class=\"sld-sw-closed\" d=\"M1,1 V19 H19 V1z M10,5 V15\"/>\n",
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" </g>\n",
" <g class=\"sld-node sld-hidden-node sld-fictitious sld-vl300to500-0\" id=\"idINTERNAL_95_SE_95_poste_95_SEI1_95_SEI1_95_HVDC2\" transform=\"translate(261.0,138.0)\">\n",
" <circle cx=\"4\" cy=\"4\" r=\"4\"/>\n",
" </g>\n",
" <g class=\"sld-vsc sld-top-feeder sld-vl300to500-0\" id=\"idSEI1_95_SEI1_95_HVDC2\" transform=\"translate(257.0,76.0)\">\n",
" <text x=\"-15.5\" y=\"6.6\">AC / DC - VSC</text>\n",
" <text class=\"sld-label\" id=\"SEI1_SEI1_HVDC2_N_LABEL\" x=\"-5.0\" y=\"-5.0\">HVDC2</text>\n",
" </g>\n",
" <g class=\"sld-disconnector sld-open sld-disconnected\" id=\"idSEI1_95_Sect_32_mnv_32_HVDC2\" transform=\"translate(261.0,273.0)\">\n",
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" <g class=\"sld-wire sld-vl300to500-0\" id=\"_95_SE_95_poste_95_SEI1_95_Disj_32_SEI11_95_L_95_INTERNAL_95_SE_95_poste_95_19\">\n",
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" <g class=\"sld-wire sld-vl300to500-0\" id=\"_95_SE_95_poste_95_INTERNAL_95_SE_95_poste_95_19_95_SEI1_95_Sect_32_mnv_32_SEI11_95_L\">\n",
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" <polyline points=\"315.0,387.0,315.0,357.0\"/>\n",
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" <g class=\"sld-wire sld-vl300to500-0\" id=\"_95_SE_95_poste_95_SE_95_L1_95_INTERNAL_95_SE_95_poste_95_SE_95_L1\">\n",
" <polyline points=\"315.0,444.5,315.0,387.0\"/>\n",
" </g>\n",
" <g class=\"sld-reactive-power sld-feeder-info sld-in\" id=\"idSE_95_L1_ARROW_REACTIVE\" transform=\"translate(310.0,419.5)\">\n",
" <polygon class=\"sld-arrow-out\" points=\"5,0 10,10 0,10\" transform=\"rotate(180.0,5.0,5.0)\"/>\n",
" <polygon class=\"sld-arrow-in\" points=\"0,0 10,0 5,10\" transform=\"rotate(180.0,5.0,5.0)\"/>\n",
" <text class=\"sld-label\" x=\"15.0\" y=\"5.0\">—</text>\n",
" </g>\n",
" <g class=\"sld-active-power sld-feeder-info sld-out\" id=\"idSE_95_L1_ARROW_ACTIVE\" transform=\"translate(310.0,399.5)\">\n",
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" <text class=\"sld-label\" x=\"15.0\" y=\"5.0\">480</text>\n",
" </g>\n",
" <g class=\"sld-disconnector sld-closed sld-vl300to500-0\" id=\"idSEI1_95_Sect_32_1_32_SEI11_95_L\" transform=\"translate(311.0,248.0)\">\n",
" <path class=\"sld-sw-closed\" d=\"M0,0 8,8 M8,0 0,8\"/>\n",
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" <g class=\"sld-node sld-hidden-node sld-fictitious sld-vl300to500-0\" id=\"idINTERNAL_95_SE_95_poste_95_19\" transform=\"translate(311.0,303.0)\">\n",
" <circle cx=\"4\" cy=\"4\" r=\"4\"/>\n",
" </g>\n",
" <g class=\"sld-breaker sld-closed sld-vl300to500-0\" id=\"idSEI1_95_Disj_32_SEI11_95_L\" transform=\"translate(305.0,337.0)\">\n",
" <path class=\"sld-sw-closed\" d=\"M1,1 V19 H19 V1z M10,5 V15\"/>\n",
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" </g>\n",
" <g class=\"sld-node sld-hidden-node sld-fictitious sld-vl300to500-0\" id=\"idINTERNAL_95_SE_95_poste_95_SE_95_L1\" transform=\"translate(311.0,383.0)\">\n",
" <circle cx=\"4\" cy=\"4\" r=\"4\"/>\n",
" </g>\n",
" <g class=\"sld-load sld-bottom-feeder sld-vl300to500-0\" id=\"idSE_95_L1\" transform=\"translate(307.0,444.5)\">\n",
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" <text class=\"sld-label\" id=\"SE_L1_S_LABEL\" x=\"-5.0\" y=\"14.0\">SE_L1</text>\n",
" </g>\n",
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" <text class=\"sld-label\" x=\"15.0\" y=\"5.0\">—</text>\n",
" </g>\n",
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" <path class=\"sld-sw-closed\" d=\"M0,0 8,8 M8,0 0,8\"/>\n",
" <path class=\"sld-sw-open\" d=\"M8,0 0,8\"/>\n",
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" <g class=\"sld-node sld-hidden-node sld-fictitious sld-vl300to500-0\" id=\"idINTERNAL_95_SE_95_poste_95_21\" transform=\"translate(411.0,303.0)\">\n",
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" <text class=\"sld-label\" id=\"SE_L2_S_LABEL\" x=\"-5.0\" y=\"14.0\">SE_L2</text>\n",
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" <path class=\"sld-sw-closed\" d=\"M0,0 8,8 M8,0 0,8\"/>\n",
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"</svg>\n"
],
"text/plain": [
"<pypowsybl.network.impl.svg.Svg at 0x7f73800904c0>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"six_nodes.get_single_line_diagram('SE_poste')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Topological remedial actions"
]
},
{
"cell_type": "markdown",
"metadata": {
"raw_mimetype": "text/markdown"
},
"source": [
"You have to add all the actions involved in the strategies you want to test. Here, we want to see the effect of opening switches SS1_SS1_DJ_OMN or/and SOO1_SOO1_DJ_OMN: opening only the first one, only the second one or both.\n",
"Operator strategies have the condition ANY_VIOLATION_CONDITION "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"sa.add_switch_action(action_id='Switch_SS1_SS1_DJ_OMN_OPEN', switch_id='SS1_SS1_DJ_OMN', open=True)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"sa.add_switch_action(action_id='Switch_SOO1_SOO1_DJ_OMN_OPEN', switch_id='SOO1_SOO1_DJ_OMN', open=True)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"sa.add_operator_strategy('StrategyOpenSS1_SS1', 'S_SO_1_contingency', ['Switch_SS1_SS1_DJ_OMN_OPEN'], ConditionType.ANY_VIOLATION_CONDITION) "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"sa.add_operator_strategy('StrategyOpenSOO1_SOO1', 'S_SO_1_contingency', ['Switch_SOO1_SOO1_DJ_OMN_OPEN'], ConditionType.ANY_VIOLATION_CONDITION) "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"sa.add_operator_strategy('StrategyOpenBothSwitchs', 'S_SO_1_contingency', ['Switch_SS1_SS1_DJ_OMN_OPEN', 'Switch_SOO1_SOO1_DJ_OMN_OPEN'], ConditionType.ANY_VIOLATION_CONDITION) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Redispatch remedial actions"
]
},
{
"cell_type": "markdown",
"metadata": {
"raw_mimetype": "text/markdown"
},
"source": [
"An other strategy could be to modify the active power target of some generators, in a way the two modifications compensate (also called re-dispatching). Decreasing active power target of generator SO_G2 and increasing active power of SE_G (closer to loads) could be efficient."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"sa.add_generator_active_power_action(action_id='Simple_Redispatch_SO_G2', generator_id='SO_G2', is_relative=True, active_power=-100)\n",
"sa.add_generator_active_power_action(action_id='Simple_Redispatch_SE_G', generator_id='SE_G', is_relative=True, active_power=100)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"sa.add_operator_strategy('StrategyRedispatch', 'S_SO_1_contingency', ['Simple_Redispatch_SO_G2', 'Simple_Redispatch_SE_G'], ConditionType.ANY_VIOLATION_CONDITION)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run the security analysis "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"sa_result = sa.run_ac(six_nodes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Check the results at each steps"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Pre contingency step"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We should have no limit violations at the pre contingency state."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PreContingencyResult(, status=CONVERGED, limit_violations=[0])"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sa_result.pre_contingency_result"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Post contingency step"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then the first contingency trigger the current limit installed on S_SO_2"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"PostContingencyResult(contingency_id='S_SO_1_contingency', status=CONVERGED, limit_violations=[1])"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sa_result.find_post_contingency_result('S_SO_1_contingency')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LimitViolation(subject_id='S_SO_2', subject_name='', limit_type=CURRENT, limit=400.0, limit_name='permanent', acceptable_duration=2147483647, limit_reduction=1.0, value=419.2577908692318, side=TWO)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sa_result.find_post_contingency_result('S_SO_1_contingency').limit_violations[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that the flow is at 419.25."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### StrategyOpenSS1_SS1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's check results for StrategyOpenSS1_SS1 :"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OperatorStrategyResult(operator_strategy_id='StrategyOpenSS1_SS1', status=CONVERGED, limit_violations=[0])"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
" sa_result.operator_strategy_results['StrategyOpenSS1_SS1']"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"378.3380062100674"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sa_result.branch_results.loc['S_SO_1_contingency', 'StrategyOpenSS1_SS1', 'S_SO_2']['i2']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We no longer have a limit violation, and we see that flow on S_SO2 is under 400."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### StrategyOpenSOO1_SOO1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's check results for StrategyOpenSOO1_SOO1 :"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OperatorStrategyResult(operator_strategy_id='StrategyOpenSOO1_SOO1', status=CONVERGED, limit_violations=[2])"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
" sa_result.operator_strategy_results['StrategyOpenSOO1_SOO1']"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LimitViolation(subject_id='SO_NO_1', subject_name='', limit_type=CURRENT, limit=700.0, limit_name=\"10'\", acceptable_duration=1, limit_reduction=1.0, value=1044.4966633667539, side=ONE)"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
" sa_result.operator_strategy_results['StrategyOpenSOO1_SOO1'].limit_violations[0]"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LimitViolation(subject_id='SO_NO_1', subject_name='', limit_type=CURRENT, limit=600.0, limit_name='permanent', acceptable_duration=2147483647, limit_reduction=1.0, value=1044.4966633667539, side=TWO)"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sa_result.operator_strategy_results['StrategyOpenSOO1_SOO1'].limit_violations[1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that we have two new limit violation on SO_NO_1. But still no limit violation on S_SO2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### StrategyOpenBothSwitchs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's check results for StrategyOpenBothSwitchs :"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OperatorStrategyResult(operator_strategy_id='StrategyOpenBothSwitchs', status=CONVERGED, limit_violations=[2])"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
" sa_result.operator_strategy_results['StrategyOpenBothSwitchs']"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LimitViolation(subject_id='SO_NO_1', subject_name='', limit_type=CURRENT, limit=700.0, limit_name=\"10'\", acceptable_duration=1, limit_reduction=1.0, value=1044.4966633667539, side=ONE)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sa_result.operator_strategy_results['StrategyOpenSOO1_SOO1'].limit_violations[0]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"LimitViolation(subject_id='SO_NO_1', subject_name='', limit_type=CURRENT, limit=600.0, limit_name='permanent', acceptable_duration=2147483647, limit_reduction=1.0, value=1044.4966633667539, side=TWO)"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sa_result.operator_strategy_results['StrategyOpenSOO1_SOO1'].limit_violations[1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We also have some violations on SO_NO_1 but still no violation on S_SO2."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### StrategyRedispatch"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally the StrategyRedispatch :"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OperatorStrategyResult(operator_strategy_id='StrategyRedispatch', status=CONVERGED, limit_violations=[0])"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
" sa_result.operator_strategy_results['StrategyRedispatch']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"No more limit violations !"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Observe the flow on each step of the analysis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To have an overview on the flows on S_SO_2 you can print the whole monitored branche results : "
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th>p1</th>\n",
" <th>q1</th>\n",
" <th>i1</th>\n",
" <th>p2</th>\n",
" <th>q2</th>\n",
" <th>i2</th>\n",
" <th>flow_transfer</th>\n",
" </tr>\n",
" <tr>\n",
" <th>contingency_id</th>\n",
" <th>operator_strategy_id</th>\n",
" <th>branch_id</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\"></th>\n",
" <th rowspan=\"2\" valign=\"top\"></th>\n",
" <th>SO_NO_1</th>\n",
" <td>54.531481</td>\n",
" <td>-110.016475</td>\n",
" <td>174.419119</td>\n",
" <td>-53.892618</td>\n",
" <td>110.107741</td>\n",
" <td>174.419119</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>S_SO_2</th>\n",
" <td>-133.377630</td>\n",
" <td>85.519336</td>\n",
" <td>226.042956</td>\n",
" <td>134.297348</td>\n",
" <td>-85.366050</td>\n",
" <td>226.042956</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"10\" valign=\"top\">S_SO_1_contingency</th>\n",
" <th rowspan=\"2\" valign=\"top\"></th>\n",
" <th>SO_NO_1</th>\n",
" <td>79.418783</td>\n",
" <td>-124.999658</td>\n",
" <td>210.365186</td>\n",
" <td>-78.489460</td>\n",
" <td>125.132419</td>\n",
" <td>210.365186</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>S_SO_2</th>\n",
" <td>-249.100890</td>\n",
" <td>153.754036</td>\n",
" <td>419.257791</td>\n",
" <td>252.264878</td>\n",
" <td>-153.226705</td>\n",
" <td>419.257791</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">StrategyOpenSS1_SS1</th>\n",
" <th>SO_NO_1</th>\n",
" <td>92.554967</td>\n",
" <td>-133.720643</td>\n",
" <td>231.007243</td>\n",
" <td>-91.434316</td>\n",
" <td>133.880736</td>\n",
" <td>231.007243</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>S_SO_2</th>\n",
" <td>-226.152625</td>\n",
" <td>136.898071</td>\n",
" <td>378.338006</td>\n",
" <td>228.729139</td>\n",
" <td>-136.468652</td>\n",
" <td>378.338006</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">StrategyOpenSOO1_SOO1</th>\n",
" <th>SO_NO_1</th>\n",
" <td>451.041734</td>\n",
" <td>-580.734940</td>\n",
" <td>1044.496663</td>\n",
" <td>-428.131295</td>\n",
" <td>584.007860</td>\n",
" <td>1044.496663</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>S_SO_2</th>\n",
" <td>-136.449843</td>\n",
" <td>11.254213</td>\n",
" <td>199.930622</td>\n",
" <td>137.169344</td>\n",
" <td>-11.134296</td>\n",
" <td>199.930622</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">StrategyOpenBothSwitchs</th>\n",
" <th>SO_NO_1</th>\n",
" <td>451.154164</td>\n",
" <td>-580.693805</td>\n",
" <td>1044.548491</td>\n",
" <td>-428.241452</td>\n",
" <td>583.967049</td>\n",
" <td>1044.548491</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>S_SO_2</th>\n",
" <td>-125.372880</td>\n",
" <td>9.603397</td>\n",
" <td>183.434283</td>\n",
" <td>125.978547</td>\n",
" <td>-9.502452</td>\n",
" <td>183.434283</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"2\" valign=\"top\">StrategyRedispatch</th>\n",
" <th>SO_NO_1</th>\n",
" <td>59.361506</td>\n",
" <td>-124.265369</td>\n",
" <td>195.621370</td>\n",
" <td>-58.557884</td>\n",
" <td>124.380172</td>\n",
" <td>195.621370</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>S_SO_2</th>\n",
" <td>-185.947603</td>\n",
" <td>155.624090</td>\n",
" <td>346.465617</td>\n",
" <td>188.108295</td>\n",
" <td>-155.263975</td>\n",
" <td>346.465617</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" p1 q1 \\\n",
"contingency_id operator_strategy_id branch_id \n",
" SO_NO_1 54.531481 -110.016475 \n",
" S_SO_2 -133.377630 85.519336 \n",
"S_SO_1_contingency SO_NO_1 79.418783 -124.999658 \n",
" S_SO_2 -249.100890 153.754036 \n",
" StrategyOpenSS1_SS1 SO_NO_1 92.554967 -133.720643 \n",
" S_SO_2 -226.152625 136.898071 \n",
" StrategyOpenSOO1_SOO1 SO_NO_1 451.041734 -580.734940 \n",
" S_SO_2 -136.449843 11.254213 \n",
" StrategyOpenBothSwitchs SO_NO_1 451.154164 -580.693805 \n",
" S_SO_2 -125.372880 9.603397 \n",
" StrategyRedispatch SO_NO_1 59.361506 -124.265369 \n",
" S_SO_2 -185.947603 155.624090 \n",
"\n",
" i1 p2 \\\n",
"contingency_id operator_strategy_id branch_id \n",
" SO_NO_1 174.419119 -53.892618 \n",
" S_SO_2 226.042956 134.297348 \n",
"S_SO_1_contingency SO_NO_1 210.365186 -78.489460 \n",
" S_SO_2 419.257791 252.264878 \n",
" StrategyOpenSS1_SS1 SO_NO_1 231.007243 -91.434316 \n",
" S_SO_2 378.338006 228.729139 \n",
" StrategyOpenSOO1_SOO1 SO_NO_1 1044.496663 -428.131295 \n",
" S_SO_2 199.930622 137.169344 \n",
" StrategyOpenBothSwitchs SO_NO_1 1044.548491 -428.241452 \n",
" S_SO_2 183.434283 125.978547 \n",
" StrategyRedispatch SO_NO_1 195.621370 -58.557884 \n",
" S_SO_2 346.465617 188.108295 \n",
"\n",
" q2 i2 \\\n",
"contingency_id operator_strategy_id branch_id \n",
" SO_NO_1 110.107741 174.419119 \n",
" S_SO_2 -85.366050 226.042956 \n",
"S_SO_1_contingency SO_NO_1 125.132419 210.365186 \n",
" S_SO_2 -153.226705 419.257791 \n",
" StrategyOpenSS1_SS1 SO_NO_1 133.880736 231.007243 \n",
" S_SO_2 -136.468652 378.338006 \n",
" StrategyOpenSOO1_SOO1 SO_NO_1 584.007860 1044.496663 \n",
" S_SO_2 -11.134296 199.930622 \n",
" StrategyOpenBothSwitchs SO_NO_1 583.967049 1044.548491 \n",
" S_SO_2 -9.502452 183.434283 \n",
" StrategyRedispatch SO_NO_1 124.380172 195.621370 \n",
" S_SO_2 -155.263975 346.465617 \n",
"\n",
" flow_transfer \n",
"contingency_id operator_strategy_id branch_id \n",
" SO_NO_1 NaN \n",
" S_SO_2 NaN \n",
"S_SO_1_contingency SO_NO_1 NaN \n",
" S_SO_2 NaN \n",
" StrategyOpenSS1_SS1 SO_NO_1 NaN \n",
" S_SO_2 NaN \n",
" StrategyOpenSOO1_SOO1 SO_NO_1 NaN \n",
" S_SO_2 NaN \n",
" StrategyOpenBothSwitchs SO_NO_1 NaN \n",
" S_SO_2 NaN \n",
" StrategyRedispatch SO_NO_1 NaN \n",
" S_SO_2 NaN "
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sa_result.branch_results"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"celltoolbar": "Format de la Cellule Texte Brut",
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