VS_CS_R4.ipynb 355 KB
Newer Older
Markus Mirz's avatar
Markus Mirz committed
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Circuit VS_CS_R4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dataprocessing.readtools as dtp_read\n",
    "import dataprocessing.plottools as dtp_plot\n",
    "from dataprocessing.timeseries import TimeSeries as ts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DPsim EMT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
Markus Mirz's avatar
Markus Mirz committed
36
       "model_id": "c55864b2950041a4a8b21e9653a34a8c",
Markus Mirz's avatar
Markus Mirz committed
37
38
39
40
41
42
43
44
45
46
47
48
49
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HTML(value='Simulation start is pending...')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
Markus Mirz's avatar
Markus Mirz committed
50
       "model_id": "8155a3e9c2614c41b964fd0ee35843b4",
Markus Mirz's avatar
Markus Mirz committed
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "FloatProgress(value=0.0, max=0.1)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DPsim EMT simulation\n",
    "import dpsim\n",
    "\n",
    "name = 'EMT_VS_CS_R4_AC'\n",
    "\n",
    "# Nodes\n",
    "gnd = dpsim.emt.Node.GND()\n",
    "n1 = dpsim.emt.Node('n1')\n",
    "n2 = dpsim.emt.Node('n2')\n",
    "n3 = dpsim.emt.Node('n3')\n",
    "\n",
    "# Components\n",
    "vs = dpsim.emt.ph1.VoltageSource('vs')\n",
Markus Mirz's avatar
Markus Mirz committed
76
    "vs.V_ref = complex(10,0)\n",
Markus Mirz's avatar
Markus Mirz committed
77
78
79
80
81
82
83
84
85
86
    "vs.f_src = 50\n",
    "r1 = dpsim.emt.ph1.Resistor('r1')\n",
    "r1.R = 1\n",
    "r2 = dpsim.emt.ph1.Resistor('r2')\n",
    "r2.R = 1\n",
    "r3 = dpsim.emt.ph1.Resistor('r3')\n",
    "r3.R = 10\n",
    "r4 = dpsim.emt.ph1.Resistor('r4')\n",
    "r4.R = 5\n",
    "cs = dpsim.emt.ph1.CurrentSource('cs')\n",
Markus Mirz's avatar
Markus Mirz committed
87
    "cs.I_ref = complex(1,0)\n",
Markus Mirz's avatar
Markus Mirz committed
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
    "cs.f_src = 50\n",
    "\n",
    "vs.connect([gnd, n1])\n",
    "r1.connect([n1, n2])\n",
    "r2.connect([n2, gnd])\n",
    "r3.connect([n2, n3])\n",
    "r4.connect([n3, gnd])\n",
    "cs.connect([gnd, n3])\n",
    "\n",
    "system = dpsim.SystemTopology(50, [gnd, n1, n2, n3], [vs, r1, r2, r3, r4, cs])\n",
    "\n",
    "logger = dpsim.Logger(name)\n",
    "logger.log_attribute(n1, 'v');\n",
    "logger.log_attribute(n2, 'v');\n",
    "logger.log_attribute(n3, 'v');\n",
    "logger.log_attribute(r1, 'i_intf');\n",
    "logger.log_attribute(r3, 'i_intf');\n",
    "\n",
    "sim = dpsim.Simulation(name, system, timestep=0.0001, duration=0.1, pbar=True, sim_type=1)\n",
    "sim.add_logger(logger)\n",
    "\n",
    "sim.start()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logs/EMT_VS_CS_R4_AC.csv\n",
      "DPsim results real column names: ['n1.v', 'n2.v', 'n3.v', 'r1.i_intf', 'r3.i_intf']\n",
      "DPsim results complex column names: []\n",
      "DPsim results variable number: 5\n",
      "DPsim results length: 1000\n"
     ]
    }
   ],
   "source": [
    "# read EMT results\n",
    "#work_dir = '../../dpsim/Logs/'\n",
    "work_dir = 'Logs/'\n",
    "log_name = 'EMT_VS_CS_R4_AC'\n",
    "print(work_dir + log_name + '.csv')\n",
    "\n",
    "ts_dpsim_emt = dtp_read.read_timeseries_dpsim(work_dir + log_name + '.csv')"
   ]
  },
  {
   "cell_type": "code",
Markus Mirz's avatar
Markus Mirz committed
141
   "execution_count": 6,
Markus Mirz's avatar
Markus Mirz committed
142
143
144
145
   "metadata": {},
   "outputs": [
    {
     "data": {
Markus Mirz's avatar
Markus Mirz committed
146
      "image/png": "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\n",
Markus Mirz's avatar
Markus Mirz committed
147
148
149
150
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
Markus Mirz's avatar
Markus Mirz committed
151
152
153
     "metadata": {
      "needs_background": "light"
     },
Markus Mirz's avatar
Markus Mirz committed
154
155
156
157
     "output_type": "display_data"
    },
    {
     "data": {
Markus Mirz's avatar
Markus Mirz committed
158
      "image/png": "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\n",
Markus Mirz's avatar
Markus Mirz committed
159
160
161
162
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
Markus Mirz's avatar
Markus Mirz committed
163
164
165
     "metadata": {
      "needs_background": "light"
     },
Markus Mirz's avatar
Markus Mirz committed
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
     "output_type": "display_data"
    }
   ],
   "source": [
    "#v1 = 'v1'\n",
    "#v2 = 'v2'\n",
    "#v3 = 'v3'\n",
    "#i12 = 'i12'\n",
    "#i23 = 'i23'\n",
    "v1 = 'n1.v'\n",
    "v2 = 'n2.v'\n",
    "v3 = 'n3.v'\n",
    "i12 = 'r1.i_intf'\n",
    "i23 = 'r3.i_intf'\n",
    "\n",
    "dtp_plot.set_timeseries_labels(ts_dpsim_emt[v1], 'v1 EMT')\n",
    "dtp_plot.set_timeseries_labels(ts_dpsim_emt[v2], 'v2 EMT')\n",
    "dtp_plot.set_timeseries_labels(ts_dpsim_emt[v3], 'v3 EMT')\n",
    "dtp_plot.set_timeseries_labels(ts_dpsim_emt[i12], 'i12 EMT')\n",
    "dtp_plot.set_timeseries_labels(ts_dpsim_emt[i23], 'i23 EMT')\n",
    "dtp_plot.plot_timeseries(1, ts_dpsim_emt[v1])\n",
    "dtp_plot.plot_timeseries(1, ts_dpsim_emt[v2])\n",
    "dtp_plot.plot_timeseries(1, ts_dpsim_emt[v3])\n",
    "dtp_plot.plot_timeseries(2, ts_dpsim_emt[i12])\n",
    "dtp_plot.plot_timeseries(2, ts_dpsim_emt[i23])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DPsim DP"
   ]
  },
  {
   "cell_type": "code",
Markus Mirz's avatar
Markus Mirz committed
202
   "execution_count": 4,
Markus Mirz's avatar
Markus Mirz committed
203
204
205
206
207
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
Markus Mirz's avatar
Markus Mirz committed
208
       "model_id": "03190709f6f34bbf9fc85ba747e6fa9b",
Markus Mirz's avatar
Markus Mirz committed
209
210
211
212
213
214
215
216
217
218
219
220
221
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HTML(value='Simulation start is pending...')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
Markus Mirz's avatar
Markus Mirz committed
222
       "model_id": "ba3bffe2df0d45709b7417c7a003947f",
Markus Mirz's avatar
Markus Mirz committed
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "FloatProgress(value=0.0, max=0.1)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# DPsim DP simulation\n",
    "import dpsim\n",
    "\n",
    "name = 'DP_VS_CS_R4_AC'\n",
    "\n",
    "# Nodes\n",
    "gnd = dpsim.dp.Node.GND()\n",
    "n1 = dpsim.dp.Node('n1')\n",
    "n2 = dpsim.dp.Node('n2')\n",
    "n3 = dpsim.dp.Node('n3')\n",
    "\n",
    "# Components\n",
    "vs = dpsim.dp.ph1.VoltageSource('vs')\n",
Markus Mirz's avatar
Markus Mirz committed
248
    "vs.V_ref = complex(10,0)\n",
Markus Mirz's avatar
Markus Mirz committed
249
250
251
252
253
254
255
256
257
    "r1 = dpsim.dp.ph1.Resistor('r1')\n",
    "r1.R = 1\n",
    "r2 = dpsim.dp.ph1.Resistor('r2')\n",
    "r2.R = 1\n",
    "r3 = dpsim.dp.ph1.Resistor('r3')\n",
    "r3.R = 10\n",
    "r4 = dpsim.dp.ph1.Resistor('r4')\n",
    "r4.R = 5\n",
    "cs = dpsim.dp.ph1.CurrentSource('cs')\n",
Markus Mirz's avatar
Markus Mirz committed
258
    "cs.I_ref = complex(1,0)\n",
Markus Mirz's avatar
Markus Mirz committed
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
    "\n",
    "vs.connect([gnd, n1])\n",
    "r1.connect([n1, n2])\n",
    "r2.connect([n2, gnd])\n",
    "r3.connect([n2, n3])\n",
    "r4.connect([n3, gnd])\n",
    "cs.connect([gnd, n3])\n",
    "\n",
    "system = dpsim.SystemTopology(50, [gnd, n1, n2, n3], [vs, r1, r2, r3, r4, cs])\n",
    "\n",
    "logger = dpsim.Logger(name)\n",
    "logger.log_attribute(n1, 'v');\n",
    "logger.log_attribute(n2, 'v');\n",
    "logger.log_attribute(n3, 'v');\n",
    "logger.log_attribute(r1, 'i_intf');\n",
    "logger.log_attribute(r3, 'i_intf');\n",
    "\n",
    "sim = dpsim.Simulation(name, system, timestep=0.0001, duration=0.1, pbar=True)\n",
    "sim.add_logger(logger)\n",
    "\n",
    "sim.start()"
   ]
  },
  {
   "cell_type": "code",
Markus Mirz's avatar
Markus Mirz committed
284
   "execution_count": 5,
Markus Mirz's avatar
Markus Mirz committed
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logs/DP_VS_CS_R4_AC.csv\n",
      "DPsim results real column names: []\n",
      "DPsim results complex column names: ['n1.v', 'n2.v', 'n3.v', 'r1.i_intf', 'r3.i_intf']\n",
      "DPsim results variable number: 5\n",
      "DPsim results length: 1000\n"
     ]
    }
   ],
   "source": [
    "# read DP results\n",
    "#work_dir = '../../dpsim/Logs/'\n",
    "work_dir = 'Logs/'\n",
    "log_name = 'DP_VS_CS_R4_AC'\n",
    "print(work_dir + log_name + '.csv')\n",
    "\n",
    "ts_dpsim_dp = dtp_read.read_timeseries_dpsim(work_dir + log_name + '.csv')"
   ]
  },
  {
   "cell_type": "code",
Markus Mirz's avatar
Markus Mirz committed
311
   "execution_count": 6,
Markus Mirz's avatar
Markus Mirz committed
312
313
314
315
316
317
318
319
320
   "metadata": {},
   "outputs": [],
   "source": [
    "#convert to emt\n",
    "ts_dpsim_dp_emt = ts.frequency_shift_list(ts_dpsim_dp, 50)"
   ]
  },
  {
   "cell_type": "code",
Markus Mirz's avatar
Markus Mirz committed
321
   "execution_count": 7,
Markus Mirz's avatar
Markus Mirz committed
322
323
324
325
   "metadata": {},
   "outputs": [
    {
     "data": {
Markus Mirz's avatar
Markus Mirz committed
326
      "image/png": "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\n",
Markus Mirz's avatar
Markus Mirz committed
327
328
329
330
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
Markus Mirz's avatar
Markus Mirz committed
331
332
333
     "metadata": {
      "needs_background": "light"
     },
Markus Mirz's avatar
Markus Mirz committed
334
335
336
337
     "output_type": "display_data"
    },
    {
     "data": {
Markus Mirz's avatar
Markus Mirz committed
338
      "image/png": "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\n",
Markus Mirz's avatar
Markus Mirz committed
339
340
341
342
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
Markus Mirz's avatar
Markus Mirz committed
343
344
345
     "metadata": {
      "needs_background": "light"
     },
Markus Mirz's avatar
Markus Mirz committed
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
     "output_type": "display_data"
    }
   ],
   "source": [
    "#v1 = 'v1'\n",
    "#v2 = 'v2'\n",
    "#v3 = 'v3'\n",
    "#i12 = 'i12'\n",
    "#i23 = 'i23'\n",
    "v1 = 'n1.v'\n",
    "v2 = 'n2.v'\n",
    "v3 = 'n3.v'\n",
    "i12 = 'r1.i_intf'\n",
    "i23 = 'r3.i_intf'\n",
    "\n",
    "dtp_plot.set_timeseries_labels(ts_dpsim_dp_emt[v1], 'v1 DP')\n",
    "dtp_plot.set_timeseries_labels(ts_dpsim_dp_emt[v2], 'v2 DP')\n",
    "dtp_plot.set_timeseries_labels(ts_dpsim_dp_emt[v3], 'v3 DP')\n",
    "dtp_plot.set_timeseries_labels(ts_dpsim_dp_emt[i12], 'i12 DP')\n",
    "dtp_plot.set_timeseries_labels(ts_dpsim_dp_emt[i23], 'i23 DP')\n",
    "dtp_plot.plot_timeseries(1, ts_dpsim_dp_emt[v1])\n",
    "dtp_plot.plot_timeseries(1, ts_dpsim_dp_emt[v2])\n",
    "dtp_plot.plot_timeseries(1, ts_dpsim_dp_emt[v3])\n",
    "dtp_plot.plot_timeseries(2, ts_dpsim_dp_emt[i12])\n",
    "dtp_plot.plot_timeseries(2, ts_dpsim_dp_emt[i23])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simulink reference results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../../results/Simulink/Circuits/SL_VS_CS_R4.csv\n",
      "Simulink results real column names: ['v1', 'v2', 'v3', 'i12', 'i23']\n",
      "Simulink results complex column names: []\n",
      "Simulink results variable number: 5\n",
      "Simulink results length: 1001\n"
     ]
    }
   ],
   "source": [
    "# read Simulink log file\n",
    "work_dir = '../../results/Simulink/Circuits/'\n",
    "log_name = 'SL_VS_CS_R4'\n",
    "print(work_dir + log_name + '.csv')\n",
    "\n",
    "ts_sl = dtp_read.read_timeseries_simulink(work_dir + log_name + '.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dtp_plot.set_timeseries_labels(ts_sl['v1'], 'v1 SL')\n",
    "dtp_plot.set_timeseries_labels(ts_sl['v2'], 'v2 SL')\n",
    "dtp_plot.set_timeseries_labels(ts_sl['v3'], 'v3 SL')\n",
    "dtp_plot.set_timeseries_labels(ts_sl['i12'], 'i12 SL')\n",
    "dtp_plot.set_timeseries_labels(ts_sl['i23'], 'i23 SL')\n",
    "dtp_plot.plot_timeseries(1, ts_sl['v1'])\n",
    "dtp_plot.plot_timeseries(1, ts_sl['v2'])\n",
    "dtp_plot.plot_timeseries(1, ts_sl['v3'])\n",
    "dtp_plot.plot_timeseries(2, ts_sl['i12'])\n",
    "dtp_plot.plot_timeseries(2, ts_sl['i23'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "v1 = 'n1.v'\n",
    "v2 = 'n2.v'\n",
    "v3 = 'n3.v'\n",
    "i12 = 'r1.i_intf'\n",
    "i23 = 'r3.i_intf'\n",
    "\n",
    "# plot v1\n",
    "dtp_plot.plot_timeseries(1, ts_dpsim_emt[v1])\n",
    "dtp_plot.plot_timeseries(1, ts_dpsim_dp_emt[v1])\n",
    "dtp_plot.plot_timeseries(1, ts_sl['v1'])\n",
    "# plot v2\n",
    "dtp_plot.plot_timeseries(2, ts_dpsim_emt[v2])\n",
    "dtp_plot.plot_timeseries(2, ts_dpsim_dp_emt[v2])\n",
    "dtp_plot.plot_timeseries(2, ts_sl['v2'])\n",
    "# plot v3\n",
    "dtp_plot.plot_timeseries(3, ts_dpsim_emt[v3])\n",
    "dtp_plot.plot_timeseries(3, ts_dpsim_dp_emt[v3])\n",
    "dtp_plot.plot_timeseries(3, ts_sl['v3'])\n",
    "# plot i12\n",
    "dtp_plot.plot_timeseries(4, ts_dpsim_emt[i12])\n",
    "dtp_plot.plot_timeseries(4, ts_dpsim_dp_emt[i12])\n",
    "dtp_plot.plot_timeseries(4, ts_sl['i12'].scale('-i12', -1))\n",
    "# plot i34\n",
    "dtp_plot.plot_timeseries(5, ts_dpsim_emt[i23])\n",
    "dtp_plot.plot_timeseries(5, ts_dpsim_dp_emt[i23])\n",
    "dtp_plot.plot_timeseries(5, ts_sl['i23'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total RMSE of Simulink reference and DPsim EMT: 0.000102592\n",
      "Total RMSE of Simulink reference and DPsim DP: 0.0001026\n"
     ]
    }
   ],
   "source": [
    "v1 = 'n1.v'\n",
    "v2 = 'n2.v'\n",
    "v3 = 'n3.v'\n",
    "i12 = 'r1.i_intf'\n",
    "i23 = 'r3.i_intf'\n",
    "\n",
    "# calculate the RMSE between Simulink (ts_sl) and EMT (ts_dpsim_emt)\n",
    "err_sl_emt = 0\n",
    "err_sl_emt += ts.rmse(ts_sl['v1'], ts_dpsim_emt[v1])\n",
    "err_sl_emt += ts.rmse(ts_sl['v2'], ts_dpsim_emt[v2])\n",
    "err_sl_emt += ts.rmse(ts_sl['v3'], ts_dpsim_emt[v3])\n",
    "err_sl_emt = err_sl_emt / 3\n",
    "print(\"Total RMSE of Simulink reference and DPsim EMT: %g\" % (err_sl_emt))\n",
    "\n",
    "# calculate the RMSE between Simulink (ts_sl) and DP (ts_dpsim_dp_emt)\n",
    "err_sl_dp = 0\n",
    "err_sl_dp += ts.rmse(ts_sl['v1'], ts_dpsim_dp_emt[v1])\n",
    "err_sl_dp += ts.rmse(ts_sl['v2'], ts_dpsim_dp_emt[v2])\n",
    "err_sl_dp += ts.rmse(ts_sl['v3'], ts_dpsim_dp_emt[v3])\n",
    "err_sl_dp = err_sl_dp / 3\n",
    "print(\"Total RMSE of Simulink reference and DPsim DP: %g\" % (err_sl_dp))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
Markus Mirz's avatar
Markus Mirz committed
599
   "version": "3.7.0"
Markus Mirz's avatar
Markus Mirz committed
600
601
602
603
604
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}