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create_advanced-trafo3w_problem.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create Networks - Advanced"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This tutorial shows how to create a more complex pandapower network step by step. The network includes every element which is availiable in the pandapower framework.\n",
"\n",
"The final network looks like this:\n",
"\n",
"<img src=\"pics/example_network.png\" width=\"50%\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The structural information about this network are stored in csv tables in the example_advanced folder.\n",
"\n",
"For a better overview the creation of the individual components is divided in three steps. Each step handles one of the three voltage levels: high, medium and low voltage. We star by initializing an empty pandapower network:"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#import the pandapower module\n",
"import pandapower as pp\n",
"import pandas as pd\n",
"\n",
"#create an empty network \n",
"net = pp.create_empty_network()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## High voltage level"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Buses\n",
"\n",
"<img src=\"pics/example_network_buses_hv_detail.png\" width=\"50%\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"There are two 380 kV and five 110 kV busbars (type=\"b\"). The 380/110 kV substation is modeled in detail with all nodes and switches, which is why we need additional nodes (type=\"b\") to connect the switches."
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>vn_kv</th>\n",
" <th>type</th>\n",
" <th>zone</th>\n",
" <th>in_service</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Double Busbar 1</td>\n",
" <td>380.0</td>\n",
" <td>b</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Double Busbar 2</td>\n",
" <td>380.0</td>\n",
" <td>b</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Bus DB T0</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Bus DB T1</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Bus DB T2</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Bus DB T3</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Bus DB T4</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Bus DB T5</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Bus DB T6</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Bus DB T7</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Bus DB T8</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Bus DB T9</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Bus DB 1</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Bus DB 2</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Bus DB 3</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Bus DB 4</td>\n",
" <td>380.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Single Busbar</td>\n",
" <td>110.0</td>\n",
" <td>b</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Bus SB 1</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Bus SB 2</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Bus SB 3</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Bus SB 4</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Bus SB 5</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Bus SB T1.1</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Bus SB T1.2</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Bus SB T2.1</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Bus SB T2.2</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Bus SB T3.1</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Bus SB T3.2</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Bus SB T4.1</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Bus SB T4.2</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Bus SB T5.1</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Bus SB T5.2</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Bus HV1</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Bus HV2</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Bus HV3</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Bus HV4</td>\n",
" <td>110.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name vn_kv type zone in_service\n",
"0 Double Busbar 1 380.0 b None True\n",
"1 Double Busbar 2 380.0 b None True\n",
"2 Bus DB T0 380.0 n None True\n",
"3 Bus DB T1 380.0 n None True\n",
"4 Bus DB T2 380.0 n None True\n",
"5 Bus DB T3 380.0 n None True\n",
"6 Bus DB T4 380.0 n None True\n",
"7 Bus DB T5 380.0 n None True\n",
"8 Bus DB T6 380.0 n None True\n",
"9 Bus DB T7 380.0 n None True\n",
"10 Bus DB T8 380.0 n None True\n",
"11 Bus DB T9 380.0 n None True\n",
"12 Bus DB 1 380.0 n None True\n",
"13 Bus DB 2 380.0 n None True\n",
"14 Bus DB 3 380.0 n None True\n",
"15 Bus DB 4 380.0 n None True\n",
"16 Single Busbar 110.0 b None True\n",
"17 Bus SB 1 110.0 n None True\n",
"18 Bus SB 2 110.0 n None True\n",
"19 Bus SB 3 110.0 n None True\n",
"20 Bus SB 4 110.0 n None True\n",
"21 Bus SB 5 110.0 n None True\n",
"22 Bus SB T1.1 110.0 n None True\n",
"23 Bus SB T1.2 110.0 n None True\n",
"24 Bus SB T2.1 110.0 n None True\n",
"25 Bus SB T2.2 110.0 n None True\n",
"26 Bus SB T3.1 110.0 n None True\n",
"27 Bus SB T3.2 110.0 n None True\n",
"28 Bus SB T4.1 110.0 n None True\n",
"29 Bus SB T4.2 110.0 n None True\n",
"30 Bus SB T5.1 110.0 n None True\n",
"31 Bus SB T5.2 110.0 n None True\n",
"32 Bus HV1 110.0 n None True\n",
"33 Bus HV2 110.0 n None True\n",
"34 Bus HV3 110.0 n None True\n",
"35 Bus HV4 110.0 n None True"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Double busbar\n",
"pp.create_bus(net, name='Double Busbar 1', vn_kv=380, type='b')\n",
"pp.create_bus(net, name='Double Busbar 2', vn_kv=380, type='b')\n",
"for i in range(10):\n",
" pp.create_bus(net, name='Bus DB T%s' % i, vn_kv=380, type='n')\n",
"for i in range(1, 5):\n",
" pp.create_bus(net, name='Bus DB %s' % i, vn_kv=380, type='n')\n",
"\n",
"# Single busbar\n",
"pp.create_bus(net, name='Single Busbar', vn_kv=110, type='b')\n",
"for i in range(1, 6):\n",
" pp.create_bus(net, name='Bus SB %s' % i, vn_kv=110, type='n')\n",
"for i in range(1, 6):\n",
" for j in [1, 2]:\n",
" pp.create_bus(net, name='Bus SB T%s.%s' % (i, j), vn_kv=110, type='n')\n",
"\n",
"# Remaining buses\n",
"for i in range(1, 5):\n",
" pp.create_bus(net, name='Bus HV%s' % i, vn_kv=110, type='n')\n",
"\n",
"# show bustable\n",
"net.bus"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lines\n",
"\n",
"<img src=\"pics/example_network_lines_hv.png\" width=\"40%\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The information about the 6 HV lines are stored in a csv file that we load from the hard drive:"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>line_name</th>\n",
" <th>from_bus</th>\n",
" <th>to_bus</th>\n",
" <th>std_type</th>\n",
" <th>length</th>\n",
" <th>parallel</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>HV Line1</td>\n",
" <td>Bus SB 2</td>\n",
" <td>Bus HV1</td>\n",
" <td>184-AL1/30-ST1A 110.0</td>\n",
" <td>30</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>HV Line2</td>\n",
" <td>Bus HV1</td>\n",
" <td>Bus HV2</td>\n",
" <td>184-AL1/30-ST1A 110.0</td>\n",
" <td>20</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>HV Line3</td>\n",
" <td>Bus HV2</td>\n",
" <td>Bus HV4</td>\n",
" <td>184-AL1/30-ST1A 110.0</td>\n",
" <td>30</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>HV Line4</td>\n",
" <td>Bus HV1</td>\n",
" <td>Bus HV4</td>\n",
" <td>184-AL1/30-ST1A 110.0</td>\n",
" <td>15</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>HV Line5</td>\n",
" <td>Bus HV3</td>\n",
" <td>Bus HV4</td>\n",
" <td>184-AL1/30-ST1A 110.0</td>\n",
" <td>25</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>HV Line6</td>\n",
" <td>Bus SB 3</td>\n",
" <td>Bus HV3</td>\n",
" <td>184-AL1/30-ST1A 110.0</td>\n",
" <td>30</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" line_name from_bus to_bus std_type length parallel\n",
"0 HV Line1 Bus SB 2 Bus HV1 184-AL1/30-ST1A 110.0 30 1\n",
"1 HV Line2 Bus HV1 Bus HV2 184-AL1/30-ST1A 110.0 20 1\n",
"2 HV Line3 Bus HV2 Bus HV4 184-AL1/30-ST1A 110.0 30 1\n",
"3 HV Line4 Bus HV1 Bus HV4 184-AL1/30-ST1A 110.0 15 1\n",
"4 HV Line5 Bus HV3 Bus HV4 184-AL1/30-ST1A 110.0 25 1\n",
"5 HV Line6 Bus SB 3 Bus HV3 184-AL1/30-ST1A 110.0 30 2"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hv_lines = pd.read_csv('example_advanced/hv_lines.csv', sep=';', header=0, decimal=',')\n",
"hv_lines"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and use to create all lines:"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>std_type</th>\n",
" <th>from_bus</th>\n",
" <th>to_bus</th>\n",
" <th>length_km</th>\n",
" <th>r_ohm_per_km</th>\n",
" <th>x_ohm_per_km</th>\n",
" <th>c_nf_per_km</th>\n",
" <th>max_i_ka</th>\n",
" <th>df</th>\n",
" <th>parallel</th>\n",
" <th>type</th>\n",
" <th>in_service</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>HV Line1</td>\n",
" <td>184-AL1/30-ST1A 110.0</td>\n",
" <td>18</td>\n",
" <td>32</td>\n",
" <td>30.0</td>\n",
" <td>0.1571</td>\n",
" <td>0.4</td>\n",
" <td>8.8</td>\n",
" <td>0.535</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>ol</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>HV Line2</td>\n",
" <td>184-AL1/30-ST1A 110.0</td>\n",
" <td>32</td>\n",
" <td>33</td>\n",
" <td>20.0</td>\n",
" <td>0.1571</td>\n",
" <td>0.4</td>\n",
" <td>8.8</td>\n",
" <td>0.535</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>ol</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>HV Line3</td>\n",
" <td>184-AL1/30-ST1A 110.0</td>\n",
" <td>33</td>\n",
" <td>35</td>\n",
" <td>30.0</td>\n",
" <td>0.1571</td>\n",
" <td>0.4</td>\n",
" <td>8.8</td>\n",
" <td>0.535</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>ol</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>HV Line4</td>\n",
" <td>184-AL1/30-ST1A 110.0</td>\n",
" <td>32</td>\n",
" <td>35</td>\n",
" <td>15.0</td>\n",
" <td>0.1571</td>\n",
" <td>0.4</td>\n",
" <td>8.8</td>\n",
" <td>0.535</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>ol</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>HV Line5</td>\n",
" <td>184-AL1/30-ST1A 110.0</td>\n",
" <td>34</td>\n",
" <td>35</td>\n",
" <td>25.0</td>\n",
" <td>0.1571</td>\n",
" <td>0.4</td>\n",
" <td>8.8</td>\n",
" <td>0.535</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>ol</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>HV Line6</td>\n",
" <td>184-AL1/30-ST1A 110.0</td>\n",
" <td>19</td>\n",
" <td>34</td>\n",
" <td>30.0</td>\n",
" <td>0.1571</td>\n",
" <td>0.4</td>\n",
" <td>8.8</td>\n",
" <td>0.535</td>\n",
" <td>1.0</td>\n",
" <td>2</td>\n",
" <td>ol</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name std_type from_bus to_bus length_km r_ohm_per_km \\\n",
"0 HV Line1 184-AL1/30-ST1A 110.0 18 32 30.0 0.1571 \n",
"1 HV Line2 184-AL1/30-ST1A 110.0 32 33 20.0 0.1571 \n",
"2 HV Line3 184-AL1/30-ST1A 110.0 33 35 30.0 0.1571 \n",
"3 HV Line4 184-AL1/30-ST1A 110.0 32 35 15.0 0.1571 \n",
"4 HV Line5 184-AL1/30-ST1A 110.0 34 35 25.0 0.1571 \n",
"5 HV Line6 184-AL1/30-ST1A 110.0 19 34 30.0 0.1571 \n",
"\n",
" x_ohm_per_km c_nf_per_km max_i_ka df parallel type in_service \n",
"0 0.4 8.8 0.535 1.0 1 ol True \n",
"1 0.4 8.8 0.535 1.0 1 ol True \n",
"2 0.4 8.8 0.535 1.0 1 ol True \n",
"3 0.4 8.8 0.535 1.0 1 ol True \n",
"4 0.4 8.8 0.535 1.0 1 ol True \n",
"5 0.4 8.8 0.535 1.0 2 ol True "
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# create lines\n",
"for _, hv_line in hv_lines.iterrows():\n",
" from_bus = pp.get_element_index(net, \"bus\", hv_line.from_bus)\n",
" to_bus = pp.get_element_index(net, \"bus\", hv_line.to_bus)\n",
" pp.create_line(net, from_bus, to_bus, length_km=hv_line.length,std_type=hv_line.std_type, name=hv_line.line_name, parallel=hv_line.parallel)\n",
"\n",
"# show line table\n",
"net.line"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Transformer\n",
"\n",
"<img src=\"pics/example_network_trafos_hv.png\" width=\"40%\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The 380/110 kV transformer connects the buses \"Bus DB 1\" and \"Bus DB 2\". We use the get_element_index function from the pandapower toolbox to find the bus indices of the buses with these names and create a transformer by directly specifying the parameters:"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>std_type</th>\n",
" <th>hv_bus</th>\n",
" <th>lv_bus</th>\n",
" <th>sn_kva</th>\n",
" <th>vn_hv_kv</th>\n",
" <th>vn_lv_kv</th>\n",
" <th>vsc_percent</th>\n",
" <th>vscr_percent</th>\n",
" <th>pfe_kw</th>\n",
" <th>...</th>\n",
" <th>shift_degree</th>\n",
" <th>tp_side</th>\n",
" <th>tp_mid</th>\n",
" <th>tp_min</th>\n",
" <th>tp_max</th>\n",
" <th>tp_st_percent</th>\n",
" <th>tp_st_degree</th>\n",
" <th>tp_pos</th>\n",
" <th>parallel</th>\n",
" <th>in_service</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>EHV-HV-Trafo</td>\n",
" <td>None</td>\n",
" <td>13</td>\n",
" <td>17</td>\n",
" <td>300000.0</td>\n",
" <td>380.0</td>\n",
" <td>110.0</td>\n",
" <td>8.0</td>\n",
" <td>0.06</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>None</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" name std_type hv_bus lv_bus sn_kva vn_hv_kv vn_lv_kv \\\n",
"0 EHV-HV-Trafo None 13 17 300000.0 380.0 110.0 \n",
"\n",
" vsc_percent vscr_percent pfe_kw ... shift_degree tp_side \\\n",
"0 8.0 0.06 0.0 ... 0.0 None \n",
"\n",
" tp_mid tp_min tp_max tp_st_percent tp_st_degree tp_pos parallel \\\n",
"0 NaN NaN NaN NaN NaN 0 1 \n",
"\n",
" in_service \n",
"0 True \n",
"\n",
"[1 rows x 21 columns]"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hv_bus = pp.get_element_index(net, \"bus\", \"Bus DB 2\")\n",
"lv_bus = pp.get_element_index(net, \"bus\", \"Bus SB 1\")\n",
"pp.create_transformer_from_parameters(net, hv_bus, lv_bus, sn_kva=300000, vn_hv_kv=380, vn_lv_kv=110, vscr_percent=0.06,\n",
" vsc_percent=8, pfe_kw=0, i0_percent=0, tp_pos=0, shift_degree=0, name='EHV-HV-Trafo')\n",
"\n",
"net.trafo # show trafo table"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Switches\n",
"\n",
"<img src=\"pics/example_network_switches_hv.png\" width=\"60%\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we create the switches to connect the buses in the transformer station. The switch configuration is stored in the following csv table:"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>bus_name</th>\n",
" <th>from_bus</th>\n",
" <th>to_bus</th>\n",
" <th>type</th>\n",
" <th>et</th>\n",
" <th>closed</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>DB DS0</td>\n",
" <td>Double Busbar 2</td>\n",
" <td>Bus DB T0</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>DB DS1</td>\n",
" <td>Double Busbar 1</td>\n",
" <td>Bus DB T1</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>DB DS2</td>\n",
" <td>Double Busbar 2</td>\n",
" <td>Bus DB T3</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>DB DS3</td>\n",
" <td>Double Busbar 1</td>\n",
" <td>Bus DB T3</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>DB DS4</td>\n",
" <td>Double Busbar 2</td>\n",
" <td>Bus DB T5</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>DB DS5</td>\n",
" <td>Double Busbar 1</td>\n",
" <td>Bus DB T5</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>DB DS6</td>\n",
" <td>Double Busbar 2</td>\n",
" <td>Bus DB T7</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>DB DS7</td>\n",
" <td>Double Busbar 1</td>\n",
" <td>Bus DB T7</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>DB DS8</td>\n",
" <td>Double Busbar 2</td>\n",
" <td>Bus DB T9</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>DB DS9</td>\n",
" <td>Double Busbar 1</td>\n",
" <td>Bus DB T9</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>DB DS10</td>\n",
" <td>Bus DB T2</td>\n",
" <td>Bus DB 1</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>DB DS11</td>\n",
" <td>Bus DB T4</td>\n",
" <td>Bus DB 2</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>DB DS12</td>\n",
" <td>Bus DB T6</td>\n",
" <td>Bus DB 3</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>DB DS13</td>\n",
" <td>Bus DB T8</td>\n",
" <td>Bus DB 4</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>DB CB0</td>\n",
" <td>Bus DB T0</td>\n",
" <td>Bus DB T1</td>\n",
" <td>CB</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>DB CB1</td>\n",
" <td>Bus DB T3</td>\n",
" <td>Bus DB T2</td>\n",
" <td>CB</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>DB CB2</td>\n",
" <td>Bus DB T5</td>\n",
" <td>Bus DB T4</td>\n",
" <td>CB</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>DB CB3</td>\n",
" <td>Bus DB T7</td>\n",
" <td>Bus DB T6</td>\n",
" <td>CB</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>DB CB4</td>\n",
" <td>Bus DB T9</td>\n",
" <td>Bus DB T8</td>\n",
" <td>CB</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>SB DS1.1</td>\n",
" <td>Bus SB T1.1</td>\n",
" <td>Bus SB 1</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>SB DS1.2</td>\n",
" <td>Single Busbar</td>\n",
" <td>Bus SB T1.2</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>SB DS2.1</td>\n",
" <td>Bus SB T2.1</td>\n",
" <td>Bus SB 2</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>SB DS2.2</td>\n",
" <td>Single Busbar</td>\n",
" <td>Bus SB T2.2</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>SB DS3.1</td>\n",
" <td>Bus SB T3.1</td>\n",
" <td>Bus SB 3</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>SB DS3.2</td>\n",
" <td>Single Busbar</td>\n",
" <td>Bus SB T3.2</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>SB DS4.1</td>\n",
" <td>Bus SB T4.1</td>\n",
" <td>Bus SB 4</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>SB DS4.2</td>\n",
" <td>Single Busbar</td>\n",
" <td>Bus SB T4.2</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>SB DS5.1</td>\n",
" <td>Bus SB T5.1</td>\n",
" <td>Bus SB 5</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>SB DS5.2</td>\n",
" <td>Single Busbar</td>\n",
" <td>Bus SB T5.2</td>\n",
" <td>DS</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>SB CB1</td>\n",
" <td>Bus SB T1.2</td>\n",
" <td>Bus SB T1.1</td>\n",
" <td>CB</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>SB CB2</td>\n",
" <td>Bus SB T2.2</td>\n",
" <td>Bus SB T2.1</td>\n",
" <td>CB</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>SB CB3</td>\n",
" <td>Bus SB T3.2</td>\n",
" <td>Bus SB T3.1</td>\n",
" <td>CB</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>SB CB4</td>\n",
" <td>Bus SB T4.2</td>\n",
" <td>Bus SB T4.1</td>\n",
" <td>CB</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>SB CB5</td>\n",
" <td>Bus SB T5.2</td>\n",
" <td>Bus SB T5.1</td>\n",
" <td>CB</td>\n",
" <td>b</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" bus_name from_bus to_bus type et closed\n",
"0 DB DS0 Double Busbar 2 Bus DB T0 DS b True\n",
"1 DB DS1 Double Busbar 1 Bus DB T1 DS b True\n",
"2 DB DS2 Double Busbar 2 Bus DB T3 DS b True\n",
"3 DB DS3 Double Busbar 1 Bus DB T3 DS b False\n",
"4 DB DS4 Double Busbar 2 Bus DB T5 DS b True\n",
"5 DB DS5 Double Busbar 1 Bus DB T5 DS b False\n",
"6 DB DS6 Double Busbar 2 Bus DB T7 DS b True\n",
"7 DB DS7 Double Busbar 1 Bus DB T7 DS b False\n",
"8 DB DS8 Double Busbar 2 Bus DB T9 DS b True\n",
"9 DB DS9 Double Busbar 1 Bus DB T9 DS b False\n",
"10 DB DS10 Bus DB T2 Bus DB 1 DS b True\n",
"11 DB DS11 Bus DB T4 Bus DB 2 DS b True\n",
"12 DB DS12 Bus DB T6 Bus DB 3 DS b True\n",
"13 DB DS13 Bus DB T8 Bus DB 4 DS b True\n",
"14 DB CB0 Bus DB T0 Bus DB T1 CB b True\n",
"15 DB CB1 Bus DB T3 Bus DB T2 CB b True\n",
"16 DB CB2 Bus DB T5 Bus DB T4 CB b True\n",
"17 DB CB3 Bus DB T7 Bus DB T6 CB b True\n",
"18 DB CB4 Bus DB T9 Bus DB T8 CB b True\n",
"19 SB DS1.1 Bus SB T1.1 Bus SB 1 DS b True\n",
"20 SB DS1.2 Single Busbar Bus SB T1.2 DS b True\n",
"21 SB DS2.1 Bus SB T2.1 Bus SB 2 DS b True\n",
"22 SB DS2.2 Single Busbar Bus SB T2.2 DS b True\n",
"23 SB DS3.1 Bus SB T3.1 Bus SB 3 DS b True\n",
"24 SB DS3.2 Single Busbar Bus SB T3.2 DS b True\n",
"25 SB DS4.1 Bus SB T4.1 Bus SB 4 DS b True\n",
"26 SB DS4.2 Single Busbar Bus SB T4.2 DS b True\n",
"27 SB DS5.1 Bus SB T5.1 Bus SB 5 DS b True\n",
"28 SB DS5.2 Single Busbar Bus SB T5.2 DS b True\n",
"29 SB CB1 Bus SB T1.2 Bus SB T1.1 CB b True\n",
"30 SB CB2 Bus SB T2.2 Bus SB T2.1 CB b True\n",
"31 SB CB3 Bus SB T3.2 Bus SB T3.1 CB b True\n",
"32 SB CB4 Bus SB T4.2 Bus SB T4.1 CB b True\n",
"33 SB CB5 Bus SB T5.2 Bus SB T5.1 CB b True"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hv_bus_sw = pd.read_csv('example_advanced/hv_bus_sw.csv', sep=';', header=0, decimal=',')\n",
"hv_bus_sw"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>bus</th>\n",
" <th>element</th>\n",
" <th>et</th>\n",
" <th>type</th>\n",
" <th>closed</th>\n",
" <th>name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>DB DS0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>DB DS1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>DB DS2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>False</td>\n",
" <td>DB DS3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1</td>\n",
" <td>7</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>DB DS4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>0</td>\n",
" <td>7</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>False</td>\n",
" <td>DB DS5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>1</td>\n",
" <td>9</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>DB DS6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>0</td>\n",
" <td>9</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>False</td>\n",
" <td>DB DS7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>1</td>\n",
" <td>11</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>DB DS8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>0</td>\n",
" <td>11</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>False</td>\n",
" <td>DB DS9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>4</td>\n",
" <td>12</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>DB DS10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>6</td>\n",
" <td>13</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>DB DS11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>8</td>\n",
" <td>14</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>DB DS12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>10</td>\n",
" <td>15</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>DB DS13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>b</td>\n",
" <td>CB</td>\n",
" <td>True</td>\n",
" <td>DB CB0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>b</td>\n",
" <td>CB</td>\n",
" <td>True</td>\n",
" <td>DB CB1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>7</td>\n",
" <td>6</td>\n",
" <td>b</td>\n",
" <td>CB</td>\n",
" <td>True</td>\n",
" <td>DB CB2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>9</td>\n",
" <td>8</td>\n",
" <td>b</td>\n",
" <td>CB</td>\n",
" <td>True</td>\n",
" <td>DB CB3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>11</td>\n",
" <td>10</td>\n",
" <td>b</td>\n",
" <td>CB</td>\n",
" <td>True</td>\n",
" <td>DB CB4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>22</td>\n",
" <td>17</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>SB DS1.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>16</td>\n",
" <td>23</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>SB DS1.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>24</td>\n",
" <td>18</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>SB DS2.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>16</td>\n",
" <td>25</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>SB DS2.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>26</td>\n",
" <td>19</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>SB DS3.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>16</td>\n",
" <td>27</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>SB DS3.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>28</td>\n",
" <td>20</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>SB DS4.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>16</td>\n",
" <td>29</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>SB DS4.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>30</td>\n",
" <td>21</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>SB DS5.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>16</td>\n",
" <td>31</td>\n",
" <td>b</td>\n",
" <td>DS</td>\n",
" <td>True</td>\n",
" <td>SB DS5.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>23</td>\n",
" <td>22</td>\n",
" <td>b</td>\n",
" <td>CB</td>\n",
" <td>True</td>\n",
" <td>SB CB1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>25</td>\n",
" <td>24</td>\n",
" <td>b</td>\n",
" <td>CB</td>\n",
" <td>True</td>\n",
" <td>SB CB2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>27</td>\n",
" <td>26</td>\n",
" <td>b</td>\n",
" <td>CB</td>\n",
" <td>True</td>\n",
" <td>SB CB3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>29</td>\n",
" <td>28</td>\n",
" <td>b</td>\n",
" <td>CB</td>\n",
" <td>True</td>\n",
" <td>SB CB4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>31</td>\n",
" <td>30</td>\n",
" <td>b</td>\n",
" <td>CB</td>\n",
" <td>True</td>\n",
" <td>SB CB5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>18</td>\n",
" <td>0</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus SB 2 - HV Line1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>32</td>\n",
" <td>0</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus HV1 - HV Line1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>32</td>\n",
" <td>1</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus HV1 - HV Line2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>33</td>\n",
" <td>1</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus HV2 - HV Line2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>33</td>\n",
" <td>2</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus HV2 - HV Line3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>35</td>\n",
" <td>2</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus HV4 - HV Line3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>32</td>\n",
" <td>3</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus HV1 - HV Line4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>35</td>\n",
" <td>3</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus HV4 - HV Line4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>34</td>\n",
" <td>4</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus HV3 - HV Line5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>35</td>\n",
" <td>4</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus HV4 - HV Line5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>19</td>\n",
" <td>5</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus SB 3 - HV Line6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>34</td>\n",
" <td>5</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus HV3 - HV Line6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>t</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch DB2 - EHV-HV-Trafo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>17</td>\n",
" <td>0</td>\n",
" <td>t</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch SB1 - EHV-HV-Trafo</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" bus element et type closed name\n",
"0 1 2 b DS True DB DS0\n",
"1 0 3 b DS True DB DS1\n",
"2 1 5 b DS True DB DS2\n",
"3 0 5 b DS False DB DS3\n",
"4 1 7 b DS True DB DS4\n",
"5 0 7 b DS False DB DS5\n",
"6 1 9 b DS True DB DS6\n",
"7 0 9 b DS False DB DS7\n",
"8 1 11 b DS True DB DS8\n",
"9 0 11 b DS False DB DS9\n",
"10 4 12 b DS True DB DS10\n",
"11 6 13 b DS True DB DS11\n",
"12 8 14 b DS True DB DS12\n",
"13 10 15 b DS True DB DS13\n",
"14 2 3 b CB True DB CB0\n",
"15 5 4 b CB True DB CB1\n",
"16 7 6 b CB True DB CB2\n",
"17 9 8 b CB True DB CB3\n",
"18 11 10 b CB True DB CB4\n",
"19 22 17 b DS True SB DS1.1\n",
"20 16 23 b DS True SB DS1.2\n",
"21 24 18 b DS True SB DS2.1\n",
"22 16 25 b DS True SB DS2.2\n",
"23 26 19 b DS True SB DS3.1\n",
"24 16 27 b DS True SB DS3.2\n",
"25 28 20 b DS True SB DS4.1\n",
"26 16 29 b DS True SB DS4.2\n",
"27 30 21 b DS True SB DS5.1\n",
"28 16 31 b DS True SB DS5.2\n",
"29 23 22 b CB True SB CB1\n",
"30 25 24 b CB True SB CB2\n",
"31 27 26 b CB True SB CB3\n",
"32 29 28 b CB True SB CB4\n",
"33 31 30 b CB True SB CB5\n",
"34 18 0 l LBS True Switch Bus SB 2 - HV Line1\n",
"35 32 0 l LBS True Switch Bus HV1 - HV Line1\n",
"36 32 1 l LBS True Switch Bus HV1 - HV Line2\n",
"37 33 1 l LBS True Switch Bus HV2 - HV Line2\n",
"38 33 2 l LBS True Switch Bus HV2 - HV Line3\n",
"39 35 2 l LBS True Switch Bus HV4 - HV Line3\n",
"40 32 3 l LBS True Switch Bus HV1 - HV Line4\n",
"41 35 3 l LBS True Switch Bus HV4 - HV Line4\n",
"42 34 4 l LBS True Switch Bus HV3 - HV Line5\n",
"43 35 4 l LBS True Switch Bus HV4 - HV Line5\n",
"44 19 5 l LBS True Switch Bus SB 3 - HV Line6\n",
"45 34 5 l LBS True Switch Bus HV3 - HV Line6\n",
"46 13 0 t LBS True Switch DB2 - EHV-HV-Trafo\n",
"47 17 0 t LBS True Switch SB1 - EHV-HV-Trafo"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Bus-bus switches\n",
"for _, switch in hv_bus_sw.iterrows():\n",
" from_bus = pp.get_element_index(net, \"bus\", switch.from_bus)\n",
" to_bus = pp.get_element_index(net, \"bus\", switch.to_bus)\n",
" pp.create_switch(net, from_bus, to_bus, et=switch.et, closed=switch.closed, type=switch.type, name=switch.bus_name)\n",
"\n",
"# Bus-line switches\n",
"hv_buses = net.bus[(net.bus.vn_kv == 380) | (net.bus.vn_kv == 110)].index\n",
"hv_ls = net.line[(net.line.from_bus.isin(hv_buses)) & (net.line.to_bus.isin(hv_buses))]\n",
"for _, line in hv_ls.iterrows():\n",
" pp.create_switch(net, line.from_bus, line.name, et='l', closed=True, type='LBS', name='Switch %s - %s' % (net.bus.name.at[line.from_bus], line['name']))\n",
" pp.create_switch(net, line.to_bus, line.name, et='l', closed=True, type='LBS', name='Switch %s - %s' % (net.bus.name.at[line.to_bus], line['name']))\n",
"\n",
"# Trafo-line switches\n",
"pp.create_switch(net, pp.get_element_index(net, \"bus\", 'Bus DB 2'), pp.get_element_index(net, \"trafo\", 'EHV-HV-Trafo'), et='t', closed=True, type='LBS', name='Switch DB2 - EHV-HV-Trafo')\n",
"pp.create_switch(net, pp.get_element_index(net, \"bus\", 'Bus SB 1'), pp.get_element_index(net, \"trafo\", 'EHV-HV-Trafo'), et='t', closed=True, type='LBS', name='Switch SB1 - EHV-HV-Trafo')\n",
"\n",
"# show switch table\n",
"net.switch"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### External Grid\n",
"\n",
"<img src=\"pics/example_network_ext_grids_hv.png\" width=\"40%\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We equip the high voltage side of the transformer with an external grid connection:"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>bus</th>\n",
" <th>vm_pu</th>\n",
" <th>va_degree</th>\n",
" <th>in_service</th>\n",
" <th>s_sc_max_mva</th>\n",
" <th>rx_min</th>\n",
" <th>rx_max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>External grid</td>\n",
" <td>0</td>\n",
" <td>1.03</td>\n",
" <td>0.0</td>\n",
" <td>True</td>\n",
" <td>10000.0</td>\n",
" <td>0.1</td>\n",
" <td>0.1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name bus vm_pu va_degree in_service s_sc_max_mva rx_min \\\n",
"0 External grid 0 1.03 0.0 True 10000.0 0.1 \n",
"\n",
" rx_max \n",
"0 0.1 "
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pp.create_ext_grid(net, pp.get_element_index(net, \"bus\", 'Double Busbar 1'), vm_pu=1.03, va_degree=0, name='External grid',\n",
" s_sc_max_mva=10000, rx_max=0.1, rx_min=0.1)\n",
"\n",
"net.ext_grid # show external grid table"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loads\n",
"\n",
"<img src=\"pics/example_network_loads_hv.png\" width=\"40%\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The five loads in the HV network are defined in the following csv file:"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>load_name</th>\n",
" <th>bus</th>\n",
" <th>p</th>\n",
" <th>q</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>MV Net 0</td>\n",
" <td>Bus SB 4</td>\n",
" <td>38000</td>\n",
" <td>6000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>MV Net 1</td>\n",
" <td>Bus HV1</td>\n",
" <td>38000</td>\n",
" <td>6000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>MV Net 2</td>\n",
" <td>Bus HV2</td>\n",
" <td>38000</td>\n",
" <td>6000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>MV Net 3</td>\n",
" <td>Bus HV3</td>\n",
" <td>38000</td>\n",
" <td>6000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>MV Net 4</td>\n",
" <td>Bus HV4</td>\n",
" <td>38000</td>\n",
" <td>6000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" load_name bus p q\n",
"0 MV Net 0 Bus SB 4 38000 6000\n",
"1 MV Net 1 Bus HV1 38000 6000\n",
"2 MV Net 2 Bus HV2 38000 6000\n",
"3 MV Net 3 Bus HV3 38000 6000\n",
"4 MV Net 4 Bus HV4 38000 6000"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hv_loads = pd.read_csv('example_advanced/hv_loads.csv', sep=';', header=0, decimal=',')\n",
"hv_loads"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>bus</th>\n",
" <th>p_kw</th>\n",
" <th>q_kvar</th>\n",
" <th>const_z_percent</th>\n",
" <th>const_i_percent</th>\n",
" <th>sn_kva</th>\n",
" <th>scaling</th>\n",
" <th>in_service</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>MV Net 0</td>\n",
" <td>20</td>\n",
" <td>38000.0</td>\n",
" <td>6000.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>MV Net 1</td>\n",
" <td>32</td>\n",
" <td>38000.0</td>\n",
" <td>6000.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>MV Net 2</td>\n",
" <td>33</td>\n",
" <td>38000.0</td>\n",
" <td>6000.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>MV Net 3</td>\n",
" <td>34</td>\n",
" <td>38000.0</td>\n",
" <td>6000.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>MV Net 4</td>\n",
" <td>35</td>\n",
" <td>38000.0</td>\n",
" <td>6000.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name bus p_kw q_kvar const_z_percent const_i_percent sn_kva \\\n",
"0 MV Net 0 20 38000.0 6000.0 0.0 0.0 NaN \n",
"1 MV Net 1 32 38000.0 6000.0 0.0 0.0 NaN \n",
"2 MV Net 2 33 38000.0 6000.0 0.0 0.0 NaN \n",
"3 MV Net 3 34 38000.0 6000.0 0.0 0.0 NaN \n",
"4 MV Net 4 35 38000.0 6000.0 0.0 0.0 NaN \n",
"\n",
" scaling in_service type \n",
"0 1.0 True None \n",
"1 1.0 True None \n",
"2 1.0 True None \n",
"3 1.0 True None \n",
"4 1.0 True None "
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"for _, load in hv_loads.iterrows():\n",
" bus_idx = pp.get_element_index(net, \"bus\", load.bus)\n",
" pp.create_load(net, bus_idx, p_kw=load.p, q_kvar=load.q, name=load.load_name)\n",
"\n",
"# show load table\n",
"net.load"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generator\n",
"\n",
"<img src=\"pics/example_network_gens_hv.png\" width=\"40%\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The voltage controlled generator is created with an active power of 100 MW (negative for generation) and a voltage set point of 1.03 per unit:"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>bus</th>\n",
" <th>p_kw</th>\n",
" <th>vm_pu</th>\n",
" <th>sn_kva</th>\n",
" <th>min_q_kvar</th>\n",
" <th>max_q_kvar</th>\n",
" <th>scaling</th>\n",
" <th>in_service</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Gas turbine</td>\n",
" <td>35</td>\n",
" <td>-100000.0</td>\n",
" <td>1.03</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name bus p_kw vm_pu sn_kva min_q_kvar max_q_kvar scaling \\\n",
"0 Gas turbine 35 -100000.0 1.03 NaN NaN NaN 1.0 \n",
"\n",
" in_service type \n",
"0 True None "
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pp.create_gen(net, pp.get_element_index(net, \"bus\", 'Bus HV4'), vm_pu=1.03, p_kw=-100e3, name='Gas turbine')\n",
"\n",
"# show generator table\n",
"net.gen"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Static generators\n",
"\n",
"<img src=\"pics/example_network_sgens_hv.png\" width=\"40%\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We create this wind park with an active power of 20 MW (negative for generation) and a reactive power of -4 Mvar. To classify the generation as a wind park, we set type to \"WP\":"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>bus</th>\n",
" <th>p_kw</th>\n",
" <th>q_kvar</th>\n",
" <th>sn_kva</th>\n",
" <th>scaling</th>\n",
" <th>in_service</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Wind Park</td>\n",
" <td>21</td>\n",
" <td>-20000.0</td>\n",
" <td>-4000.0</td>\n",
" <td>45000.0</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>WP</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name bus p_kw q_kvar sn_kva scaling in_service type\n",
"0 Wind Park 21 -20000.0 -4000.0 45000.0 1.0 True WP"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pp.create_sgen(net, pp.get_element_index(net, \"bus\", 'Bus SB 5'), p_kw=-20e3, q_kvar=-4e3, sn_kva=45e3, \n",
" type='WP', name='Wind Park')\n",
"\n",
"# show static generator table\n",
"net.sgen"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Shunt\n",
"\n",
"<img src=\"pics/example_network_shunts_hv.png\" width=\"40%\">"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>bus</th>\n",
" <th>name</th>\n",
" <th>q_kvar</th>\n",
" <th>p_kw</th>\n",
" <th>vn_kv</th>\n",
" <th>step</th>\n",
" <th>in_service</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>32</td>\n",
" <td>Shunt</td>\n",
" <td>-960.0</td>\n",
" <td>0.0</td>\n",
" <td>110.0</td>\n",
" <td>1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" bus name q_kvar p_kw vn_kv step in_service\n",
"0 32 Shunt -960.0 0.0 110.0 1 True"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pp.create_shunt(net, pp.get_element_index(net, \"bus\", 'Bus HV1'), p_kw=0, q_kvar=-960, name='Shunt')\n",
"\n",
"# show shunt table\n",
"net.shunt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### External network equivalents\n",
"\n",
"\n",
"<img src=\"pics/example_network_ext_equi_hv.png\" width=\"40%\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The two remaining elements are impedances and extended ward equivalents:"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>from_bus</th>\n",
" <th>to_bus</th>\n",
" <th>rft_pu</th>\n",
" <th>xft_pu</th>\n",
" <th>rtf_pu</th>\n",
" <th>xtf_pu</th>\n",
" <th>sn_kva</th>\n",
" <th>in_service</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Impedance</td>\n",
" <td>34</td>\n",
" <td>32</td>\n",
" <td>0.074873</td>\n",
" <td>0.198872</td>\n",
" <td>0.074873</td>\n",
" <td>0.198872</td>\n",
" <td>100000.0</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name from_bus to_bus rft_pu xft_pu rtf_pu xtf_pu \\\n",
"0 Impedance 34 32 0.074873 0.198872 0.074873 0.198872 \n",
"\n",
" sn_kva in_service \n",
"0 100000.0 True "
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Impedance\n",
"pp.create_impedance(net, pp.get_element_index(net, \"bus\", 'Bus HV3'), pp.get_element_index(net, \"bus\", 'Bus HV1'), \n",
" rft_pu=0.074873, xft_pu=0.198872, sn_kva=100000, name='Impedance')\n",
"\n",
"# show impedance table\n",
"net.impedance"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>bus</th>\n",
" <th>ps_kw</th>\n",
" <th>qs_kvar</th>\n",
" <th>qz_kvar</th>\n",
" <th>pz_kw</th>\n",
" <th>r_ohm</th>\n",
" <th>x_ohm</th>\n",
" <th>vm_pu</th>\n",
" <th>in_service</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>XWard 1</td>\n",
" <td>34</td>\n",
" <td>23942.0</td>\n",
" <td>-12241.870</td>\n",
" <td>0.0</td>\n",
" <td>2814.571</td>\n",
" <td>0.0</td>\n",
" <td>12.18951</td>\n",
" <td>1.026160</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>XWard 2</td>\n",
" <td>32</td>\n",
" <td>3776.0</td>\n",
" <td>-7769.979</td>\n",
" <td>0.0</td>\n",
" <td>9174.917</td>\n",
" <td>0.0</td>\n",
" <td>50.56217</td>\n",
" <td>1.024001</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name bus ps_kw qs_kvar qz_kvar pz_kw r_ohm x_ohm \\\n",
"0 XWard 1 34 23942.0 -12241.870 0.0 2814.571 0.0 12.18951 \n",
"1 XWard 2 32 3776.0 -7769.979 0.0 9174.917 0.0 50.56217 \n",
"\n",
" vm_pu in_service \n",
"0 1.026160 True \n",
"1 1.024001 True "
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# xwards\n",
"pp.create_xward(net, pp.get_element_index(net, \"bus\", 'Bus HV3'), ps_kw=23942, qs_kvar=-12241.87, pz_kw=2814.571, \n",
" qz_kvar=0, r_ohm=0, x_ohm=12.18951, vm_pu=1.02616, name='XWard 1')\n",
"pp.create_xward(net, pp.get_element_index(net, \"bus\", 'Bus HV1'), ps_kw=3776, qs_kvar=-7769.979, pz_kw=9174.917, \n",
" qz_kvar=0, r_ohm=0, x_ohm=50.56217, vm_pu=1.024001, name='XWard 2')\n",
"\n",
"# show xward table\n",
"net.xward"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Medium voltage level"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Buses\n",
"\n",
"<img src=\"pics/example_network_buses_mv.png\" width=\"50%\">"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>vn_kv</th>\n",
" <th>type</th>\n",
" <th>zone</th>\n",
" <th>in_service</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Bus MV0 20kV</td>\n",
" <td>20.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Bus MV0</td>\n",
" <td>10.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>Bus MV1</td>\n",
" <td>10.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>Bus MV2</td>\n",
" <td>10.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>Bus MV3</td>\n",
" <td>10.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>Bus MV4</td>\n",
" <td>10.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>Bus MV5</td>\n",
" <td>10.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>Bus MV6</td>\n",
" <td>10.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>Bus MV7</td>\n",
" <td>10.0</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name vn_kv type zone in_service\n",
"36 Bus MV0 20kV 20.0 n None True\n",
"37 Bus MV0 10.0 n None True\n",
"38 Bus MV1 10.0 n None True\n",
"39 Bus MV2 10.0 n None True\n",
"40 Bus MV3 10.0 n None True\n",
"41 Bus MV4 10.0 n None True\n",
"42 Bus MV5 10.0 n None True\n",
"43 Bus MV6 10.0 n None True\n",
"44 Bus MV7 10.0 n None True"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pp.create_bus(net, name='Bus MV0 20kV', vn_kv=20, type='n')\n",
"for i in range(8):\n",
" pp.create_bus(net, name='Bus MV%s' % i, vn_kv=10, type='n')\n",
"\n",
"#show only medium voltage bus table\n",
"mv_buses = net.bus[(net.bus.vn_kv == 10) | (net.bus.vn_kv == 20)]\n",
"mv_buses"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lines\n",
"\n",
"<img src=\"pics/example_network_lines_mv.png\" width=\"50%\">"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>std_type</th>\n",
" <th>from_bus</th>\n",
" <th>to_bus</th>\n",
" <th>length_km</th>\n",
" <th>r_ohm_per_km</th>\n",
" <th>x_ohm_per_km</th>\n",
" <th>c_nf_per_km</th>\n",
" <th>max_i_ka</th>\n",
" <th>df</th>\n",
" <th>parallel</th>\n",
" <th>type</th>\n",
" <th>in_service</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>MV Line1</td>\n",
" <td>NA2XS2Y 1x185 RM/25 12/20 kV</td>\n",
" <td>37</td>\n",
" <td>38</td>\n",
" <td>1.5</td>\n",
" <td>0.161</td>\n",
" <td>0.117</td>\n",
" <td>273.0</td>\n",
" <td>0.362</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>MV Line2</td>\n",
" <td>NA2XS2Y 1x185 RM/25 12/20 kV</td>\n",
" <td>38</td>\n",
" <td>39</td>\n",
" <td>1.5</td>\n",
" <td>0.161</td>\n",
" <td>0.117</td>\n",
" <td>273.0</td>\n",
" <td>0.362</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>MV Line3</td>\n",
" <td>NA2XS2Y 1x185 RM/25 12/20 kV</td>\n",
" <td>39</td>\n",
" <td>40</td>\n",
" <td>1.5</td>\n",
" <td>0.161</td>\n",
" <td>0.117</td>\n",
" <td>273.0</td>\n",
" <td>0.362</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>MV Line4</td>\n",
" <td>NA2XS2Y 1x185 RM/25 12/20 kV</td>\n",
" <td>40</td>\n",
" <td>41</td>\n",
" <td>1.5</td>\n",
" <td>0.161</td>\n",
" <td>0.117</td>\n",
" <td>273.0</td>\n",
" <td>0.362</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>MV Line5</td>\n",
" <td>NA2XS2Y 1x185 RM/25 12/20 kV</td>\n",
" <td>41</td>\n",
" <td>42</td>\n",
" <td>1.5</td>\n",
" <td>0.161</td>\n",
" <td>0.117</td>\n",
" <td>273.0</td>\n",
" <td>0.362</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>MV Line6</td>\n",
" <td>NA2XS2Y 1x185 RM/25 12/20 kV</td>\n",
" <td>42</td>\n",
" <td>43</td>\n",
" <td>1.5</td>\n",
" <td>0.161</td>\n",
" <td>0.117</td>\n",
" <td>273.0</td>\n",
" <td>0.362</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>MV Line7</td>\n",
" <td>NA2XS2Y 1x185 RM/25 12/20 kV</td>\n",
" <td>43</td>\n",
" <td>44</td>\n",
" <td>1.5</td>\n",
" <td>0.161</td>\n",
" <td>0.117</td>\n",
" <td>273.0</td>\n",
" <td>0.362</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>MV Line8</td>\n",
" <td>NA2XS2Y 1x185 RM/25 12/20 kV</td>\n",
" <td>37</td>\n",
" <td>44</td>\n",
" <td>1.5</td>\n",
" <td>0.161</td>\n",
" <td>0.117</td>\n",
" <td>273.0</td>\n",
" <td>0.362</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name std_type from_bus to_bus length_km \\\n",
"6 MV Line1 NA2XS2Y 1x185 RM/25 12/20 kV 37 38 1.5 \n",
"7 MV Line2 NA2XS2Y 1x185 RM/25 12/20 kV 38 39 1.5 \n",
"8 MV Line3 NA2XS2Y 1x185 RM/25 12/20 kV 39 40 1.5 \n",
"9 MV Line4 NA2XS2Y 1x185 RM/25 12/20 kV 40 41 1.5 \n",
"10 MV Line5 NA2XS2Y 1x185 RM/25 12/20 kV 41 42 1.5 \n",
"11 MV Line6 NA2XS2Y 1x185 RM/25 12/20 kV 42 43 1.5 \n",
"12 MV Line7 NA2XS2Y 1x185 RM/25 12/20 kV 43 44 1.5 \n",
"13 MV Line8 NA2XS2Y 1x185 RM/25 12/20 kV 37 44 1.5 \n",
"\n",
" r_ohm_per_km x_ohm_per_km c_nf_per_km max_i_ka df parallel type \\\n",
"6 0.161 0.117 273.0 0.362 1.0 1 cs \n",
"7 0.161 0.117 273.0 0.362 1.0 1 cs \n",
"8 0.161 0.117 273.0 0.362 1.0 1 cs \n",
"9 0.161 0.117 273.0 0.362 1.0 1 cs \n",
"10 0.161 0.117 273.0 0.362 1.0 1 cs \n",
"11 0.161 0.117 273.0 0.362 1.0 1 cs \n",
"12 0.161 0.117 273.0 0.362 1.0 1 cs \n",
"13 0.161 0.117 273.0 0.362 1.0 1 cs \n",
"\n",
" in_service \n",
"6 True \n",
"7 True \n",
"8 True \n",
"9 True \n",
"10 True \n",
"11 True \n",
"12 True \n",
"13 True "
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mv_lines = pd.read_csv('example_advanced/mv_lines.csv', sep=';', header=0, decimal=',')\n",
"for _, mv_line in mv_lines.iterrows():\n",
" from_bus = pp.get_element_index(net, \"bus\", mv_line.from_bus)\n",
" to_bus = pp.get_element_index(net, \"bus\", mv_line.to_bus)\n",
" pp.create_line(net, from_bus, to_bus, length_km=mv_line.length, std_type=mv_line.std_type, name=mv_line.line_name)\n",
"\n",
"# show only medium voltage lines\n",
"net.line[net.line.from_bus.isin(mv_buses.index)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3 Winding Transformer\n",
"\n",
"<img src=\"pics/example_network_trafos_mv.png\" width=\"50%\">"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The three winding transformer transforms its high voltage level to two different lower voltage levels, in this case from 110 kV to 20 kV and 10 kV."
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>std_type</th>\n",
" <th>hv_bus</th>\n",
" <th>mv_bus</th>\n",
" <th>lv_bus</th>\n",
" <th>sn_hv_kva</th>\n",
" <th>sn_mv_kva</th>\n",
" <th>sn_lv_kva</th>\n",
" <th>vn_hv_kv</th>\n",
" <th>vn_mv_kv</th>\n",
" <th>...</th>\n",
" <th>i0_percent</th>\n",
" <th>shift_mv_degree</th>\n",
" <th>shift_lv_degree</th>\n",
" <th>tp_side</th>\n",
" <th>tp_mid</th>\n",
" <th>tp_min</th>\n",
" <th>tp_max</th>\n",
" <th>tp_st_percent</th>\n",
" <th>tp_pos</th>\n",
" <th>in_service</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>HV-MV-MV-Trafo</td>\n",
" <td>NaN</td>\n",
" <td>33</td>\n",
" <td>36</td>\n",
" <td>37</td>\n",
" <td>40000</td>\n",
" <td>15000</td>\n",
" <td>25000</td>\n",
" <td>110.0</td>\n",
" <td>20.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>30.0</td>\n",
" <td>30.0</td>\n",
" <td>hv</td>\n",
" <td>0</td>\n",
" <td>-8</td>\n",
" <td>8</td>\n",
" <td>1.25</td>\n",
" <td>0</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 28 columns</p>\n",
"</div>"
],
"text/plain": [
" name std_type hv_bus mv_bus lv_bus sn_hv_kva sn_mv_kva \\\n",
"0 HV-MV-MV-Trafo NaN 33 36 37 40000 15000 \n",
"\n",
" sn_lv_kva vn_hv_kv vn_mv_kv ... i0_percent shift_mv_degree \\\n",
"0 25000 110.0 20.0 ... 0.0 30.0 \n",
"\n",
" shift_lv_degree tp_side tp_mid tp_min tp_max tp_st_percent tp_pos \\\n",
"0 30.0 hv 0 -8 8 1.25 0 \n",
"\n",
" in_service \n",
"0 True \n",
"\n",
"[1 rows x 28 columns]"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hv_bus = pp.get_element_index(net, \"bus\", \"Bus HV2\")\n",
"mv_bus = pp.get_element_index(net, \"bus\", \"Bus MV0 20kV\")\n",
"lv_bus = pp.get_element_index(net, \"bus\", \"Bus MV0\")\n",
"pp.create_transformer3w_from_parameters(net, hv_bus, mv_bus, lv_bus, vn_hv_kv=110, vn_mv_kv=20, vn_lv_kv=10, \n",
" sn_hv_kva=40000, sn_mv_kva=15000, sn_lv_kva=25000, vsc_hv_percent=10.1, \n",
" vsc_mv_percent=10.1, vsc_lv_percent=10.1, vscr_hv_percent=0.266667, \n",
" vscr_mv_percent=0.033333, vscr_lv_percent=0.04, pfe_kw=0, i0_percent=0, \n",
" shift_mv_degree=30, shift_lv_degree=30, tp_side=\"hv\", tp_mid=0, tp_min=-8, \n",
" tp_max=8, tp_st_percent=1.25, tp_pos=0, name='HV-MV-MV-Trafo')\n",
"\n",
"# show transformer3w table\n",
"net.trafo3w"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Switches"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>bus</th>\n",
" <th>element</th>\n",
" <th>et</th>\n",
" <th>type</th>\n",
" <th>closed</th>\n",
" <th>name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>37</td>\n",
" <td>6</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV0 - MV Line1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>38</td>\n",
" <td>6</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV1 - MV Line1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>38</td>\n",
" <td>7</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV1 - MV Line2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>39</td>\n",
" <td>7</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV2 - MV Line2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>39</td>\n",
" <td>8</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV2 - MV Line3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>40</td>\n",
" <td>8</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV3 - MV Line3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>40</td>\n",
" <td>9</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV3 - MV Line4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>41</td>\n",
" <td>9</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV4 - MV Line4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <td>41</td>\n",
" <td>10</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV4 - MV Line5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>42</td>\n",
" <td>10</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>False</td>\n",
" <td>Switch Bus MV5 - MV Line5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>42</td>\n",
" <td>11</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV5 - MV Line6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>43</td>\n",
" <td>11</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV6 - MV Line6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>43</td>\n",
" <td>12</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV6 - MV Line7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>44</td>\n",
" <td>12</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV7 - MV Line7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>37</td>\n",
" <td>13</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV0 - MV Line8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>44</td>\n",
" <td>13</td>\n",
" <td>l</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch Bus MV7 - MV Line8</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" bus element et type closed name\n",
"48 37 6 l LBS True Switch Bus MV0 - MV Line1\n",
"49 38 6 l LBS True Switch Bus MV1 - MV Line1\n",
"50 38 7 l LBS True Switch Bus MV1 - MV Line2\n",
"51 39 7 l LBS True Switch Bus MV2 - MV Line2\n",
"52 39 8 l LBS True Switch Bus MV2 - MV Line3\n",
"53 40 8 l LBS True Switch Bus MV3 - MV Line3\n",
"54 40 9 l LBS True Switch Bus MV3 - MV Line4\n",
"55 41 9 l LBS True Switch Bus MV4 - MV Line4\n",
"56 41 10 l LBS True Switch Bus MV4 - MV Line5\n",
"57 42 10 l LBS False Switch Bus MV5 - MV Line5\n",
"58 42 11 l LBS True Switch Bus MV5 - MV Line6\n",
"59 43 11 l LBS True Switch Bus MV6 - MV Line6\n",
"60 43 12 l LBS True Switch Bus MV6 - MV Line7\n",
"61 44 12 l LBS True Switch Bus MV7 - MV Line7\n",
"62 37 13 l LBS True Switch Bus MV0 - MV Line8\n",
"63 44 13 l LBS True Switch Bus MV7 - MV Line8"
]
},
"execution_count": 78,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Bus-line switches\n",
"mv_buses = net.bus[(net.bus.vn_kv == 10) | (net.bus.vn_kv == 20)].index\n",
"mv_ls = net.line[(net.line.from_bus.isin(mv_buses)) & (net.line.to_bus.isin(mv_buses))]\n",
"for _, line in mv_ls.iterrows():\n",
" pp.create_switch(net, line.from_bus, line.name, et='l', closed=True, type='LBS', name='Switch %s - %s' % (net.bus.name.at[line.from_bus], line['name']))\n",
" pp.create_switch(net, line.to_bus, line.name, et='l', closed=True, type='LBS', name='Switch %s - %s' % (net.bus.name.at[line.to_bus], line['name']))\n",
"\n",
"# open switch\n",
"open_switch_id = net.switch[(net.switch.name == 'Switch Bus MV5 - MV Line5')].index\n",
"net.switch.closed.loc[open_switch_id] = False\n",
"\n",
"#show only medium voltage switch table\n",
"net.switch[net.switch.bus.isin(mv_buses)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loads\n",
"\n",
"<img src=\"pics/example_network_loads_mv.png\" width=\"50%\">"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>bus</th>\n",
" <th>p_kw</th>\n",
" <th>q_kvar</th>\n",
" <th>const_z_percent</th>\n",
" <th>const_i_percent</th>\n",
" <th>sn_kva</th>\n",
" <th>scaling</th>\n",
" <th>in_service</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Further MV-Rings</td>\n",
" <td>37</td>\n",
" <td>6000.0</td>\n",
" <td>2000.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Industry Load</td>\n",
" <td>36</td>\n",
" <td>18000.0</td>\n",
" <td>4000.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>LV Net 1</td>\n",
" <td>38</td>\n",
" <td>400.0</td>\n",
" <td>100.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>LV Net 2</td>\n",
" <td>39</td>\n",
" <td>400.0</td>\n",
" <td>60.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>LV Net 3</td>\n",
" <td>40</td>\n",
" <td>400.0</td>\n",
" <td>60.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>LV Net 5</td>\n",
" <td>42</td>\n",
" <td>400.0</td>\n",
" <td>60.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>LV Net 6</td>\n",
" <td>43</td>\n",
" <td>400.0</td>\n",
" <td>60.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>LV Net 7</td>\n",
" <td>44</td>\n",
" <td>400.0</td>\n",
" <td>60.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name bus p_kw q_kvar const_z_percent const_i_percent \\\n",
"5 Further MV-Rings 37 6000.0 2000.0 0.0 0.0 \n",
"6 Industry Load 36 18000.0 4000.0 0.0 0.0 \n",
"7 LV Net 1 38 400.0 100.0 0.0 0.0 \n",
"8 LV Net 2 39 400.0 60.0 0.0 0.0 \n",
"9 LV Net 3 40 400.0 60.0 0.0 0.0 \n",
"10 LV Net 5 42 400.0 60.0 0.0 0.0 \n",
"11 LV Net 6 43 400.0 60.0 0.0 0.0 \n",
"12 LV Net 7 44 400.0 60.0 0.0 0.0 \n",
"\n",
" sn_kva scaling in_service type \n",
"5 NaN 1.0 True None \n",
"6 NaN 1.0 True None \n",
"7 NaN 1.0 True None \n",
"8 NaN 1.0 True None \n",
"9 NaN 1.0 True None \n",
"10 NaN 1.0 True None \n",
"11 NaN 1.0 True None \n",
"12 NaN 1.0 True None "
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mv_loads = pd.read_csv('example_advanced/mv_loads.csv', sep=';', header=0, decimal=',')\n",
"for _, load in mv_loads.iterrows():\n",
" bus_idx = pp.get_element_index(net, \"bus\", load.bus)\n",
" pp.create_load(net, bus_idx, p_kw=load.p, q_kvar=load.q, name=load.load_name)\n",
"\n",
"# show only medium voltage loads\n",
"net.load[net.load.bus.isin(mv_buses)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Static generators\n",
"\n",
"<img src=\"pics/example_network_sgens_mv.png\" width=\"50%\">"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>bus</th>\n",
" <th>p_kw</th>\n",
" <th>q_kvar</th>\n",
" <th>sn_kva</th>\n",
" <th>scaling</th>\n",
" <th>in_service</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Biogas plant</td>\n",
" <td>43</td>\n",
" <td>-500.0</td>\n",
" <td>0.0</td>\n",
" <td>750.0</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>SGEN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Further MV Generator</td>\n",
" <td>37</td>\n",
" <td>-500.0</td>\n",
" <td>-50.0</td>\n",
" <td>1000.0</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>SGEN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Industry Generator</td>\n",
" <td>36</td>\n",
" <td>-15000.0</td>\n",
" <td>-3000.0</td>\n",
" <td>20000.0</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>SGEN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>PV Park</td>\n",
" <td>42</td>\n",
" <td>-2000.0</td>\n",
" <td>-100.0</td>\n",
" <td>5000.0</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>PV</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name bus p_kw q_kvar sn_kva scaling in_service \\\n",
"1 Biogas plant 43 -500.0 0.0 750.0 1.0 True \n",
"2 Further MV Generator 37 -500.0 -50.0 1000.0 1.0 True \n",
"3 Industry Generator 36 -15000.0 -3000.0 20000.0 1.0 True \n",
"4 PV Park 42 -2000.0 -100.0 5000.0 1.0 True \n",
"\n",
" type \n",
"1 SGEN \n",
"2 SGEN \n",
"3 SGEN \n",
"4 PV "
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mv_sgens = pd.read_csv('example_advanced/mv_sgens.csv', sep=';', header=0, decimal=',')\n",
"for _, sgen in mv_sgens.iterrows():\n",
" bus_idx = pp.get_element_index(net, \"bus\", sgen.bus)\n",
" pp.create_sgen(net, bus_idx, p_kw=sgen.p, q_kvar=sgen.q, sn_kva=sgen.sn, type=sgen.type, name=sgen.sgen_name)\n",
"\n",
"# show only medium voltage static generators\n",
"net.sgen[net.sgen.bus.isin(mv_buses)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Low voltage level"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Busses\n",
"\n",
"<img src=\"pics/example_network_buses_lv.png\" width=\"50%\">"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>vn_kv</th>\n",
" <th>type</th>\n",
" <th>zone</th>\n",
" <th>in_service</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>Bus LV0</td>\n",
" <td>0.4</td>\n",
" <td>n</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>Bus LV1.1</td>\n",
" <td>0.4</td>\n",
" <td>m</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>Bus LV1.2</td>\n",
" <td>0.4</td>\n",
" <td>m</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>Bus LV1.3</td>\n",
" <td>0.4</td>\n",
" <td>m</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>Bus LV1.4</td>\n",
" <td>0.4</td>\n",
" <td>m</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>Bus LV1.5</td>\n",
" <td>0.4</td>\n",
" <td>m</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>Bus LV2.1</td>\n",
" <td>0.4</td>\n",
" <td>m</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>Bus LV2.2</td>\n",
" <td>0.4</td>\n",
" <td>m</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>Bus LV2.3</td>\n",
" <td>0.4</td>\n",
" <td>m</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>Bus LV2.4</td>\n",
" <td>0.4</td>\n",
" <td>m</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>Bus LV2.2.1</td>\n",
" <td>0.4</td>\n",
" <td>m</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <td>Bus LV2.2.2</td>\n",
" <td>0.4</td>\n",
" <td>m</td>\n",
" <td>None</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name vn_kv type zone in_service\n",
"45 Bus LV0 0.4 n None True\n",
"46 Bus LV1.1 0.4 m None True\n",
"47 Bus LV1.2 0.4 m None True\n",
"48 Bus LV1.3 0.4 m None True\n",
"49 Bus LV1.4 0.4 m None True\n",
"50 Bus LV1.5 0.4 m None True\n",
"51 Bus LV2.1 0.4 m None True\n",
"52 Bus LV2.2 0.4 m None True\n",
"53 Bus LV2.3 0.4 m None True\n",
"54 Bus LV2.4 0.4 m None True\n",
"55 Bus LV2.2.1 0.4 m None True\n",
"56 Bus LV2.2.2 0.4 m None True"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pp.create_bus(net, name='Bus LV0', vn_kv=0.4, type='n')\n",
"for i in range(1, 6):\n",
" pp.create_bus(net, name='Bus LV1.%s' % i, vn_kv=0.4, type='m')\n",
"for i in range(1, 5):\n",
" pp.create_bus(net, name='Bus LV2.%s' % i, vn_kv=0.4, type='m')\n",
"pp.create_bus(net, name='Bus LV2.2.1', vn_kv=0.4, type='m')\n",
"pp.create_bus(net, name='Bus LV2.2.2', vn_kv=0.4, type='m')\n",
"\n",
"# show only low voltage buses\n",
"lv_buses = net.bus[net.bus.vn_kv == 0.4]\n",
"lv_buses"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lines\n",
"\n",
"<img src=\"pics/example_network_lines_lv.png\" width=\"50%\">"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>std_type</th>\n",
" <th>from_bus</th>\n",
" <th>to_bus</th>\n",
" <th>length_km</th>\n",
" <th>r_ohm_per_km</th>\n",
" <th>x_ohm_per_km</th>\n",
" <th>c_nf_per_km</th>\n",
" <th>max_i_ka</th>\n",
" <th>df</th>\n",
" <th>parallel</th>\n",
" <th>type</th>\n",
" <th>in_service</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>LV Line1.1</td>\n",
" <td>NAYY 4x120 SE</td>\n",
" <td>45</td>\n",
" <td>46</td>\n",
" <td>0.08</td>\n",
" <td>0.2250</td>\n",
" <td>0.08</td>\n",
" <td>264.0</td>\n",
" <td>0.242</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>LV Line1.2</td>\n",
" <td>NAYY 4x120 SE</td>\n",
" <td>46</td>\n",
" <td>47</td>\n",
" <td>0.08</td>\n",
" <td>0.2250</td>\n",
" <td>0.08</td>\n",
" <td>264.0</td>\n",
" <td>0.242</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>LV Line1.3</td>\n",
" <td>NAYY 4x120 SE</td>\n",
" <td>47</td>\n",
" <td>48</td>\n",
" <td>0.08</td>\n",
" <td>0.2250</td>\n",
" <td>0.08</td>\n",
" <td>264.0</td>\n",
" <td>0.242</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>LV Line1.4</td>\n",
" <td>NAYY 4x120 SE</td>\n",
" <td>48</td>\n",
" <td>49</td>\n",
" <td>0.08</td>\n",
" <td>0.2250</td>\n",
" <td>0.08</td>\n",
" <td>264.0</td>\n",
" <td>0.242</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>LV Line1.6</td>\n",
" <td>NAYY 4x120 SE</td>\n",
" <td>49</td>\n",
" <td>50</td>\n",
" <td>0.08</td>\n",
" <td>0.2250</td>\n",
" <td>0.08</td>\n",
" <td>264.0</td>\n",
" <td>0.242</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>LV Line2.1</td>\n",
" <td>NAYY 4x120 SE</td>\n",
" <td>45</td>\n",
" <td>51</td>\n",
" <td>0.12</td>\n",
" <td>0.2250</td>\n",
" <td>0.08</td>\n",
" <td>264.0</td>\n",
" <td>0.242</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>LV Line2.2</td>\n",
" <td>NAYY 4x120 SE</td>\n",
" <td>51</td>\n",
" <td>52</td>\n",
" <td>0.12</td>\n",
" <td>0.2250</td>\n",
" <td>0.08</td>\n",
" <td>264.0</td>\n",
" <td>0.242</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>cs</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>LV Line2.3</td>\n",
" <td>15-AL1/3-ST1A 0.4</td>\n",
" <td>52</td>\n",
" <td>53</td>\n",
" <td>0.12</td>\n",
" <td>1.8769</td>\n",
" <td>0.35</td>\n",
" <td>11.0</td>\n",
" <td>0.105</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>ol</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>LV Line2.4</td>\n",
" <td>15-AL1/3-ST1A 0.4</td>\n",
" <td>53</td>\n",
" <td>54</td>\n",
" <td>0.12</td>\n",
" <td>1.8769</td>\n",
" <td>0.35</td>\n",
" <td>11.0</td>\n",
" <td>0.105</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>ol</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>LV Line2.2.1</td>\n",
" <td>15-AL1/3-ST1A 0.4</td>\n",
" <td>52</td>\n",
" <td>55</td>\n",
" <td>0.12</td>\n",
" <td>1.8769</td>\n",
" <td>0.35</td>\n",
" <td>11.0</td>\n",
" <td>0.105</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>ol</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>LV Line2.2.2</td>\n",
" <td>15-AL1/3-ST1A 0.4</td>\n",
" <td>55</td>\n",
" <td>56</td>\n",
" <td>0.12</td>\n",
" <td>1.8769</td>\n",
" <td>0.35</td>\n",
" <td>11.0</td>\n",
" <td>0.105</td>\n",
" <td>1.0</td>\n",
" <td>1</td>\n",
" <td>ol</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name std_type from_bus to_bus length_km \\\n",
"14 LV Line1.1 NAYY 4x120 SE 45 46 0.08 \n",
"15 LV Line1.2 NAYY 4x120 SE 46 47 0.08 \n",
"16 LV Line1.3 NAYY 4x120 SE 47 48 0.08 \n",
"17 LV Line1.4 NAYY 4x120 SE 48 49 0.08 \n",
"18 LV Line1.6 NAYY 4x120 SE 49 50 0.08 \n",
"19 LV Line2.1 NAYY 4x120 SE 45 51 0.12 \n",
"20 LV Line2.2 NAYY 4x120 SE 51 52 0.12 \n",
"21 LV Line2.3 15-AL1/3-ST1A 0.4 52 53 0.12 \n",
"22 LV Line2.4 15-AL1/3-ST1A 0.4 53 54 0.12 \n",
"23 LV Line2.2.1 15-AL1/3-ST1A 0.4 52 55 0.12 \n",
"24 LV Line2.2.2 15-AL1/3-ST1A 0.4 55 56 0.12 \n",
"\n",
" r_ohm_per_km x_ohm_per_km c_nf_per_km max_i_ka df parallel type \\\n",
"14 0.2250 0.08 264.0 0.242 1.0 1 cs \n",
"15 0.2250 0.08 264.0 0.242 1.0 1 cs \n",
"16 0.2250 0.08 264.0 0.242 1.0 1 cs \n",
"17 0.2250 0.08 264.0 0.242 1.0 1 cs \n",
"18 0.2250 0.08 264.0 0.242 1.0 1 cs \n",
"19 0.2250 0.08 264.0 0.242 1.0 1 cs \n",
"20 0.2250 0.08 264.0 0.242 1.0 1 cs \n",
"21 1.8769 0.35 11.0 0.105 1.0 1 ol \n",
"22 1.8769 0.35 11.0 0.105 1.0 1 ol \n",
"23 1.8769 0.35 11.0 0.105 1.0 1 ol \n",
"24 1.8769 0.35 11.0 0.105 1.0 1 ol \n",
"\n",
" in_service \n",
"14 True \n",
"15 True \n",
"16 True \n",
"17 True \n",
"18 True \n",
"19 True \n",
"20 True \n",
"21 True \n",
"22 True \n",
"23 True \n",
"24 True "
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# create lines\n",
"lv_lines = pd.read_csv('example_advanced/lv_lines.csv', sep=';', header=0, decimal=',')\n",
"for _, lv_line in lv_lines.iterrows():\n",
" from_bus = pp.get_element_index(net, \"bus\", lv_line.from_bus)\n",
" to_bus = pp.get_element_index(net, \"bus\", lv_line.to_bus)\n",
" pp.create_line(net, from_bus, to_bus, length_km=lv_line.length, std_type=lv_line.std_type, name=lv_line.line_name)\n",
"\n",
"# show only low voltage lines\n",
"net.line[net.line.from_bus.isin(lv_buses.index)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Transformer\n",
"\n",
"<img src=\"pics/example_network_trafos_lv.png\" width=\"50%\">"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>std_type</th>\n",
" <th>hv_bus</th>\n",
" <th>lv_bus</th>\n",
" <th>sn_kva</th>\n",
" <th>vn_hv_kv</th>\n",
" <th>vn_lv_kv</th>\n",
" <th>vsc_percent</th>\n",
" <th>vscr_percent</th>\n",
" <th>pfe_kw</th>\n",
" <th>...</th>\n",
" <th>shift_degree</th>\n",
" <th>tp_side</th>\n",
" <th>tp_mid</th>\n",
" <th>tp_min</th>\n",
" <th>tp_max</th>\n",
" <th>tp_st_percent</th>\n",
" <th>tp_st_degree</th>\n",
" <th>tp_pos</th>\n",
" <th>parallel</th>\n",
" <th>in_service</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>MV-LV-Trafo</td>\n",
" <td>None</td>\n",
" <td>41</td>\n",
" <td>45</td>\n",
" <td>400.0</td>\n",
" <td>10.0</td>\n",
" <td>0.4</td>\n",
" <td>4.0</td>\n",
" <td>1.325</td>\n",
" <td>0.95</td>\n",
" <td>...</td>\n",
" <td>150.0</td>\n",
" <td>hv</td>\n",
" <td>0.0</td>\n",
" <td>-2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.5</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" name std_type hv_bus lv_bus sn_kva vn_hv_kv vn_lv_kv \\\n",
"1 MV-LV-Trafo None 41 45 400.0 10.0 0.4 \n",
"\n",
" vsc_percent vscr_percent pfe_kw ... shift_degree tp_side \\\n",
"1 4.0 1.325 0.95 ... 150.0 hv \n",
"\n",
" tp_mid tp_min tp_max tp_st_percent tp_st_degree tp_pos parallel \\\n",
"1 0.0 -2.0 2.0 2.5 NaN 0 1 \n",
"\n",
" in_service \n",
"1 True \n",
"\n",
"[1 rows x 21 columns]"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hv_bus = pp.get_element_index(net, \"bus\", \"Bus MV4\")\n",
"lv_bus = pp.get_element_index(net, \"bus\",\"Bus LV0\")\n",
"pp.create_transformer_from_parameters(net, hv_bus, lv_bus, sn_kva=400, vn_hv_kv=10, vn_lv_kv=0.4, vscr_percent=1.325, vsc_percent=4, pfe_kw=0.95, i0_percent=0.2375, tp_side=\"hv\", tp_mid=0, tp_min=-2, tp_max=2, tp_st_percent=2.5, tp_pos=0, shift_degree=150, name='MV-LV-Trafo')\n",
"\n",
"#show only low voltage transformer\n",
"net.trafo[net.trafo.lv_bus.isin(lv_buses.index)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Switches"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>bus</th>\n",
" <th>element</th>\n",
" <th>et</th>\n",
" <th>type</th>\n",
" <th>closed</th>\n",
" <th>name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>45</td>\n",
" <td>1</td>\n",
" <td>t</td>\n",
" <td>LBS</td>\n",
" <td>True</td>\n",
" <td>Switch LV0 - MV-LV-Trafo</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" bus element et type closed name\n",
"65 45 1 t LBS True Switch LV0 - MV-LV-Trafo"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Bus-line switches\n",
"lv_ls = net.line[(net.line.from_bus.isin(lv_buses)) & (net.line.to_bus.isin(lv_buses))]\n",
"for _, line in lv_ls.iterrows():\n",
" pp.create_switch(net, line.from_bus, line.name, et='l', closed=True, type='LBS', name='Switch %s - %s' % (net.bus.name.at[line.from_bus], line['name']))\n",
" pp.create_switch(net, line.to_bus, line.name, et='l', closed=True, type='LBS', name='Switch %s - %s' % (net.bus.name.at[line.to_bus], line['name']))\n",
"\n",
"# Trafo-line switches\n",
"pp.create_switch(net, pp.get_element_index(net, \"bus\", 'Bus MV4'), pp.get_element_index(net, \"trafo\", 'MV-LV-Trafo'), et='t', closed=True, type='LBS', name='Switch MV4 - MV-LV-Trafo')\n",
"pp.create_switch(net, pp.get_element_index(net, \"bus\", 'Bus LV0'), pp.get_element_index(net, \"trafo\", 'MV-LV-Trafo'), et='t', closed=True, type='LBS', name='Switch LV0 - MV-LV-Trafo')\n",
"\n",
"# show only low vvoltage switches\n",
"net.switch[net.switch.bus.isin(lv_buses.index)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loads\n",
"\n",
"<img src=\"pics/example_network_loads_lv.png\" width=\"50%\">"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>bus</th>\n",
" <th>p_kw</th>\n",
" <th>q_kvar</th>\n",
" <th>const_z_percent</th>\n",
" <th>const_i_percent</th>\n",
" <th>sn_kva</th>\n",
" <th>scaling</th>\n",
" <th>in_service</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Further LV-Feeders Load</td>\n",
" <td>45</td>\n",
" <td>100.0</td>\n",
" <td>10.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Residential Load</td>\n",
" <td>46</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Residential Load(1)</td>\n",
" <td>47</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Residential Load(2)</td>\n",
" <td>48</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Residential Load(3)</td>\n",
" <td>49</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Residential Load(4)</td>\n",
" <td>50</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Rural Load</td>\n",
" <td>51</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Rural Load(1)</td>\n",
" <td>52</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Rural Load(2)</td>\n",
" <td>53</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Rural Load(3)</td>\n",
" <td>54</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Rural Load(4)</td>\n",
" <td>55</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Rural Load(5)</td>\n",
" <td>56</td>\n",
" <td>10.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>None</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name bus p_kw q_kvar const_z_percent \\\n",
"13 Further LV-Feeders Load 45 100.0 10.0 0.0 \n",
"14 Residential Load 46 10.0 3.0 0.0 \n",
"15 Residential Load(1) 47 10.0 3.0 0.0 \n",
"16 Residential Load(2) 48 10.0 3.0 0.0 \n",
"17 Residential Load(3) 49 10.0 3.0 0.0 \n",
"18 Residential Load(4) 50 10.0 3.0 0.0 \n",
"19 Rural Load 51 10.0 3.0 0.0 \n",
"20 Rural Load(1) 52 10.0 3.0 0.0 \n",
"21 Rural Load(2) 53 10.0 3.0 0.0 \n",
"22 Rural Load(3) 54 10.0 3.0 0.0 \n",
"23 Rural Load(4) 55 10.0 3.0 0.0 \n",
"24 Rural Load(5) 56 10.0 3.0 0.0 \n",
"\n",
" const_i_percent sn_kva scaling in_service type \n",
"13 0.0 NaN 1.0 True None \n",
"14 0.0 NaN 1.0 True None \n",
"15 0.0 NaN 1.0 True None \n",
"16 0.0 NaN 1.0 True None \n",
"17 0.0 NaN 1.0 True None \n",
"18 0.0 NaN 1.0 True None \n",
"19 0.0 NaN 1.0 True None \n",
"20 0.0 NaN 1.0 True None \n",
"21 0.0 NaN 1.0 True None \n",
"22 0.0 NaN 1.0 True None \n",
"23 0.0 NaN 1.0 True None \n",
"24 0.0 NaN 1.0 True None "
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lv_loads = pd.read_csv('example_advanced/lv_loads.csv', sep=';', header=0, decimal=',')\n",
"for _, load in lv_loads.iterrows():\n",
" bus_idx = pp.get_element_index(net, \"bus\", load.bus)\n",
" pp.create_load(net, bus_idx, p_kw=load.p, q_kvar=load.q, name=load.load_name)\n",
" \n",
"# show only low voltage loads\n",
"net.load[net.load.bus.isin(lv_buses.index)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Static generators\n",
"\n",
"<img src=\"pics/example_network_sgens_lv.png\" width=\"50%\">"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>name</th>\n",
" <th>bus</th>\n",
" <th>p_kw</th>\n",
" <th>q_kvar</th>\n",
" <th>sn_kva</th>\n",
" <th>scaling</th>\n",
" <th>in_service</th>\n",
" <th>type</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>PV</td>\n",
" <td>46</td>\n",
" <td>-6.0</td>\n",
" <td>0.0</td>\n",
" <td>12.0</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>PV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>PV(1)</td>\n",
" <td>48</td>\n",
" <td>-5.0</td>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>PV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>PV(2)</td>\n",
" <td>53</td>\n",
" <td>-5.0</td>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>PV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>PV(3)</td>\n",
" <td>54</td>\n",
" <td>-5.0</td>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>PV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>PV(4)</td>\n",
" <td>55</td>\n",
" <td>-5.0</td>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>PV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>PV(5)</td>\n",
" <td>56</td>\n",
" <td>-5.0</td>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>1.0</td>\n",
" <td>True</td>\n",
" <td>PV</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name bus p_kw q_kvar sn_kva scaling in_service type\n",
"5 PV 46 -6.0 0.0 12.0 1.0 True PV\n",
"6 PV(1) 48 -5.0 0.0 10.0 1.0 True PV\n",
"7 PV(2) 53 -5.0 0.0 10.0 1.0 True PV\n",
"8 PV(3) 54 -5.0 0.0 10.0 1.0 True PV\n",
"9 PV(4) 55 -5.0 0.0 10.0 1.0 True PV\n",
"10 PV(5) 56 -5.0 0.0 10.0 1.0 True PV"
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lv_sgens = pd.read_csv('example_advanced/lv_sgens.csv', sep=';', header=0, decimal=',')\n",
"for _, sgen in lv_sgens.iterrows():\n",
" bus_idx = pp.get_element_index(net, \"bus\", sgen.bus)\n",
" pp.create_sgen(net, bus_idx, p_kw=sgen.p, q_kvar=sgen.q, sn_kva=sgen.sn, type=sgen.type, name=sgen.sgen_name)\n",
"\n",
"# show only low voltage static generators\n",
"net.sgen[net.sgen.bus.isin(lv_buses.index)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run a Power Flow"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pp.to_pickle(net,\"/Users/jko/pandapower_dev/pandapower_dev_jko/pycode/trafo3w_model/advanced_net.p\")"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"This pandapower network includes the following parameter tables:\n",
" - bus (57 elements)\n",
" - load (25 elements)\n",
" - sgen (11 elements)\n",
" - gen (1 elements)\n",
" - switch (66 elements)\n",
" - shunt (1 elements)\n",
" - ext_grid (1 elements)\n",
" - line (25 elements)\n",
" - trafo (2 elements)\n",
" - trafo3w (1 elements)\n",
" - impedance (1 elements)\n",
" - xward (2 elements)\n",
" - _equiv_trafo3w (3 elements)\n",
" and the following results tables:\n",
" - res_bus (57 elements)\n",
" - res_ext_grid (1 elements)\n",
" - res_line (25 elements)\n",
" - res_load (25 elements)\n",
" - res_sgen (11 elements)\n",
" - res_trafo (2 elements)\n",
" - res_trafo3w (1 elements)\n",
" - res_shunt (1 elements)\n",
" - res_impedance (1 elements)\n",
" - res_gen (1 elements)\n",
" - res_xward (2 elements)"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pp.runpp(net, calculate_voltage_angles=True, init=\"dc\")\n",
"net"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"This pandapower network includes the following parameter tables:\n",
" - bus (57 elements)\n",
" - load (25 elements)\n",
" - sgen (11 elements)\n",
" - gen (1 elements)\n",
" - switch (66 elements)\n",
" - shunt (1 elements)\n",
" - ext_grid (1 elements)\n",
" - line (25 elements)\n",
" - trafo (2 elements)\n",
" - impedance (1 elements)\n",
" - xward (2 elements)\n",
" - _equiv_trafo3w (3 elements)\n",
" and the following results tables:\n",
" - res_bus (57 elements)\n",
" - res_ext_grid (1 elements)\n",
" - res_line (25 elements)\n",
" - res_load (25 elements)\n",
" - res_sgen (11 elements)\n",
" - res_trafo (2 elements)\n",
" - res_trafo3w (1 elements)\n",
" - res_shunt (1 elements)\n",
" - res_impedance (1 elements)\n",
" - res_gen (1 elements)\n",
" - res_xward (2 elements)"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"net.trafo3w.drop(net.trafo3w.index, inplace=True)\n",
"net"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jko/pandapower_dev/pandapower/pandapower/build_branch.py:366: RuntimeWarning: invalid value encountered in sqrt\n",
" x_sc = np.sign(z_sc) * np.sqrt(z_sc ** 2 - r_sc ** 2)\n"
]
},
{
"data": {
"text/plain": [
"This pandapower network includes the following parameter tables:\n",
" - bus (57 elements)\n",
" - load (25 elements)\n",
" - sgen (11 elements)\n",
" - gen (1 elements)\n",
" - switch (66 elements)\n",
" - shunt (1 elements)\n",
" - ext_grid (1 elements)\n",
" - line (25 elements)\n",
" - trafo (2 elements)\n",
" - trafo3w (1 elements)\n",
" - impedance (1 elements)\n",
" - xward (2 elements)\n",
" - _equiv_trafo3w (3 elements)\n",
" and the following results tables:\n",
" - res_bus (57 elements)\n",
" - res_ext_grid (1 elements)\n",
" - res_line (25 elements)\n",
" - res_load (25 elements)\n",
" - res_sgen (11 elements)\n",
" - res_trafo (2 elements)\n",
" - res_trafo3w (1 elements)\n",
" - res_shunt (1 elements)\n",
" - res_impedance (1 elements)\n",
" - res_gen (1 elements)\n",
" - res_xward (2 elements)"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#create new trafo\n",
"pp.create_transformer3w_from_parameters(net, hv_bus, mv_bus, lv_bus, vn_hv_kv=110, vn_mv_kv=20, vn_lv_kv=10, \n",
" sn_hv_kva=20000, sn_mv_kva=20000, sn_lv_kva=7000, vsc_hv_percent=10.8, \n",
" vsc_mv_percent=7, vsc_lv_percent=10.7, vscr_hv_percent=0.235, \n",
" vscr_mv_percent=0.4, vscr_lv_percent=0.33, pfe_kw=9.6, i0_percent=0.14, \n",
" shift_mv_degree=0, shift_lv_degree=0, tp_side=\"hv\", tp_mid=0, tp_min=-8, \n",
" tp_max=8, tp_st_percent=1.25, tp_pos=0, name='HV-MV-MV-Trafo')\n",
"pp.runpp(net, calculate_voltage_angles=True, init=\"dc\")\n",
"net"
]
}
],
"metadata": {
"anaconda-cloud": {},
"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": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
@roomi03
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roomi03 commented Apr 13, 2023

Hi. Have you solved this issue?

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