├── .gitignore ├── ATP ├── .ipynb_checkpoints │ └── ATP-checkpoint.ipynb ├── estudio_v2.atp ├── estudio_v2.lis └── estudio_v2.txt ├── AutomationPSCAD ├── Fault_1_Circuits_automation.pscx ├── PSCADAutomationTest.py ├── Test_1 │ ├── Fault_1_Circuits_automation.inf │ ├── Fault_1_Circuits_automation_01.out │ ├── Fault_1_Circuits_automation_02.out │ ├── TMulti.out │ ├── TMultip2.out │ └── faltas_01.out └── automationTest.pscx ├── Dataset ├── example.txt ├── menu.csv └── movie_metadata.csv ├── LICENSE ├── Matlab └── test_matlab.mat ├── README.md ├── Text files ├── testfile.txt └── testfile_copy.txt ├── Tópico 00 - Introdução.ipynb ├── Tópico 01 - Hello world, tipos de dados, obtendo ajuda.ipynb ├── Tópico 02 - Operações matemáticas, variáveis.ipynb ├── Tópico 03 - Estruturas de dados.ipynb ├── Tópico 04 - Condicionais e Loops.ipynb ├── Tópico 05 - Funções.ipynb ├── Tópico 06 - Instalando e carregando módulos.ipynb ├── Tópico 07 - Numpy.ipynb ├── Tópico 08 - Carregando e manipulando dados com Pandas.ipynb ├── Tópico 09 - matplotlib e pyplot.ipynb ├── Tópico 10 - Interagindo com programas externos como ATP e Matlab.ipynb ├── Tópico 11 - Lendo e escrevendo arquivos.ipynb ├── Tópico 12 - Python e PSCAD.ipynb ├── Tópico 13 - Classes, módulos, magic e outras coisas.ipynb ├── dados-1 ├── 37.dat ├── 38.dat ├── 39.dat ├── 40.dat ├── 41.dat ├── 42.dat ├── 43.dat ├── 44.dat └── 45.dat └── imagens ├── AtributosPSCAD.png ├── PSCADAuto Lib1.jpg ├── ParametrosPSCAD.PNG ├── SAXS1.png └── flor.jpg /.gitignore: -------------------------------------------------------------------------------- 1 | *checkpoints* 2 | .* # ignore all hidden files and folders 3 | !/.gitignore # explicitly do not ignore .gitignore -------------------------------------------------------------------------------- /ATP/estudio_v2.atp: -------------------------------------------------------------------------------- 1 | BEGIN NEW DATA CASE 2 | POWER FREQUENCY 60. 3 | C dT >< Tmax >< Xopt >< Copt > 4 | 50.0E-061.00 60. 60. 5 | 500 1 1 1 1 0 0 1 0 6 | C 1 1 0 0 1 -1 7 | C 1 2 3 4 5 6 7 8 8 | C 345678901234567890123456789012345678901234567890123456789012345678901234567890 9 | /BRANCH 10 | C --------------------------------------------- 11 | C 35 km 12 | C --------------------------------------------- 13 | $VINTAGE, 1 14 | C < n1 >< n2 > 15 | C < R >< L >< C >< Leng > 030 16 | -1INLA LPXA 0.42076 1.5341 3.239 315. 0 17 | -2INLB LPXB 0.015649 0.31277 5.2532 315. 0 18 | -3INLC LPXC 19 | C --------------------------------------------- 20 | C 140km 21 | C --------------------------------------------- 22 | C < n1 >< n2 > 23 | C < R >< L >< C >< Leng > 030 24 | -1LPXA L100A 0.42076 1.5341 3.239 35. 0 25 | -2LPXB L100B 0.015649 0.31277 5.2532 35. 0 26 | -3LPXC L100C 27 | $VINTAGE, 0 28 | C --------------------------------------------- 29 | C TRANSFORMADORES 30 | C --------------------------------------------- 31 | C < n1 >< n2 >< R >< A >< T ><><>0 32 | C TF 1 33 | C TRANSFORMER Trafol 1.E6 0 34 | C 0.559883169 795.94077 35 | C 0.671578988 909.646594 36 | C 9999 37 | C 1FA1 FB1 .26531 .3382 500.0 38 | C 2FA2 .001 .0846 13.80 39 | C TF 2 40 | C TRANSFORMER Trafo2 1.E6 0 41 | C 0.559883169 795.94077 42 | C 0.671578988 909.646594 43 | C 9999 44 | C 1FB1 FC1 .26531 .3382 500.0 45 | C 2FB2 .001 .0846 13.80 46 | C TF 3 47 | C TRANSFORMER Trafo3 1.E6 0 48 | C 0.559883169 795.94077 49 | C 0.671578988 909.646594 50 | C 9999 51 | C 1FC1 FA1 .26531 .3382 500.0 52 | C 2FC2 .001 .0846 13.80 53 | $VINTAGE,1 54 | C --------------------------------------------- 55 | C CARGAS 56 | C --------------------------------------------- 57 | C 1 2 3 4 5 6 7 8 58 | C 345678901234567890123456789012345678901234567890123456789012345678901234567890 59 | C < n1 >< n2 >< R >< L >< C > 60 | C RESISTENCIAS DE LA FUENTE DE SALIDA 61 | LFA FFA 1.1864 7.1187 0. 1 62 | LFB FFB 1.1864 7.1187 0. 1 63 | LFC FFC 1.1864 7.1187 0. 1 64 | C RESISTENCIAS DE LA FUENTE DE ENTRADA 65 | FA FA1 0.000754 0.025904 0. 0 66 | FB FB1 0.000754 0.025904 0. 0 67 | FC FC1 0.000754 0.025904 0. 0 68 | C RESISTENCIA DE FALLA 69 | FALLA 20.00 0.0 0. 1 70 | C REACTORES DE ENTRADA 71 | R1A R1R 3.8195 1527.8079 0. 0 72 | R1B R1R 3.8195 1527.8079 0. 0 73 | R1C R1R 3.8195 1527.8079 0. 0 74 | RR1 6.3659 254.6346 0. 0 75 | C REACTORES DE SALIDA 76 | R2A R2R 3.8195 1527.8079 0. 0 77 | R2B R2R 3.8195 1527.8079 0. 0 78 | R2C R2R 3.8195 1527.8079 0. 0 79 | R2R 6.3659 254.6346 0. 0 80 | C BANCO DE CAPACITORES 81 | CCA 0. 0. 1309.0642 0 82 | CCB 0. 0. 1309.0642 0 83 | CCC 0. 0. 1309.0642 0 84 | C --------------------------------------------- 85 | C INTERRUPTORES 86 | C --------------------------------------------- 87 | $VINTAGE,0 88 | /SWITCH 89 | C 1 2 3 4 5 6 7 8 90 | C 345678901234567890123456789012345678901234567890123456789012345678901234567890 91 | C < n 1>< n 2>< Tclose >< Ie >< type >< n 1>< n 2> 92 | C SWITCH 93 | FA1 INLA -1. 0.22 0 94 | FB1 INLB -1. 0.22 0 95 | FC1 INLC -1. 0.22 0 96 | INLA R1A -1. 9999. 0 97 | INLB R1B -1. 9999. 0 98 | INLC R1C -1. 9999. 0 99 | LPXA FALLA 0.1 9999. 1 100 | LPXB FALLA 100. 9999. 1 101 | LPXC FALLA 100. 9999. 1 102 | L100A R2A -1. 9999. 0 103 | L100B R2B -1. 9999. 0 104 | L100C R2C -1. 9999. 0 105 | L100A LFA -1. 0.2 0 106 | L100B LFB -1. 0.2 0 107 | L100C LFC -1. 0.2 0 108 | /SOURCE 109 | C 1 2 3 4 5 6 7 8 110 | C 345678901234567890123456789012345678901234567890123456789012345678901234567890 111 | C < n 1><>< Ampl. >< Freq. >< A1 >< T1 >< TSTART >< TSTOP > 112 | 14FA 0439948.34 60. 19.024 -1. 1.E3 113 | 14FB 0439948.34 60. -100.976 -1. 1.E3 114 | 14FC 0439948.34 60. -220.976 -1. 1.E3 115 | 14FFA 0402069.62 60. -1.2631 -1. 1.E3 116 | 14FFB 0402069.62 60. -121.2631 -1. 1.E3 117 | 14FFC 0402069.62 60. -241.2631 -1. 1.E3 118 | /OUTPUT 119 | C < >< >< >< >< >< >< >< >< >< >< >< >< > 120 | FA FB FC FA1 FB1 FC1 L100A L100B L100C FFA FFB FFC 121 | LPXA LPXB LPXC INLA INLB INLC LFA LFB LFC 122 | BLANK BRANCH 123 | BLANK SWITCH 124 | BLANK SOURCE 125 | BLANK OUTPUT 126 | BLANK PLOT 127 | BLANK - 128 | BEGIN NEW DATA CASE 129 | BLANK -------------------------------------------------------------------------------- /AutomationPSCAD/PSCADAutomationTest.py: -------------------------------------------------------------------------------- 1 | 2 | # coding: utf-8 3 | 4 | # In[2]: 5 | 6 | # Import configuration file and automation library 7 | import sys, os 8 | sys.path.append(r"C:\Program Files (x86)\PSCAD\Automation\Lib\mhrc") 9 | 10 | import automation.controller 11 | 12 | # Import other utilities to perform cool stuff 13 | from win32com.client.gencache import EnsureDispatch as Dispatch 14 | from automation.utilities.word import Word 15 | from automation.utilities.file import File 16 | import win32com.client 17 | import shutil 18 | 19 | #--------------------------------------------------------------------- 20 | # Configuration 21 | #--------------------------------------------------------------------- 22 | 23 | pscad_version = 'PSCAD 4.6.2 (x64)' 24 | fortran_version = 'GFortran 4.6.2' 25 | fortran_ext = '.gf46' 26 | 27 | # Working directory (use current directory) 28 | working_dir = os.getcwd() + "\\" 29 | 30 | #--------------------------------------------------------------------- 31 | # Main script 32 | #--------------------------------------------------------------------- 33 | 34 | project_name = 'automationTest' 35 | 36 | # Source and destination folders for output data 37 | src_folder = working_dir + project_name + fortran_ext 38 | dst_folder = working_dir + "testAutomation_Output" 39 | 40 | # Get the Automation Controller that is used to launch PSCAD 41 | controller = automation.controller.Controller() 42 | 43 | # Launch PSCAD and silence all dialogue boxes 44 | pscad = controller.launch(pscad_version, options={'silence': True}) 45 | 46 | # Set the compiler 47 | pscad.settings(fortran_version=fortran_version) 48 | 49 | # Load the project 50 | pscad.load([working_dir + project_name + ".pscx"]) 51 | project = pscad.project(project_name) 52 | project.focus() 53 | 54 | # Get the "Main" canvas 55 | main = project.user_canvas('Main') 56 | 57 | project.run() 58 | 59 | -------------------------------------------------------------------------------- /AutomationPSCAD/Test_1/Fault_1_Circuits_automation.inf: -------------------------------------------------------------------------------- 1 | PGB(1) Output Desc="IfRMS_C1" Group="Main" Max=2.0 Min=-2.0 Units="" 2 | PGB(2) Output Desc="Vo_C1:1" Group="Main" Max=2.0 Min=-2.0 Units="" 3 | PGB(3) Output Desc="Vo_C1:2" Group="Main" Max=2.0 Min=-2.0 Units="" 4 | PGB(4) Output Desc="Vo_C1:3" Group="Main" Max=2.0 Min=-2.0 Units="" 5 | PGB(5) Output Desc="Io_C1:1" Group="Main" Max=2.0 Min=-2.0 Units="" 6 | PGB(6) Output Desc="Io_C1:2" Group="Main" Max=2.0 Min=-2.0 Units="" 7 | PGB(7) Output Desc="Io_C1:3" Group="Main" Max=2.0 Min=-2.0 Units="" 8 | PGB(8) Output Desc="Vf_C1:1" Group="Main" Max=2.0 Min=-2.0 Units="" 9 | PGB(9) Output Desc="Vf_C1:2" Group="Main" Max=2.0 Min=-2.0 Units="" 10 | PGB(10) Output Desc="Vf_C1:3" Group="Main" Max=2.0 Min=-2.0 Units="" 11 | PGB(11) Output Desc="If_C1:1" Group="Main" Max=2.0 Min=-2.0 Units="" 12 | PGB(12) Output Desc="If_C1:2" Group="Main" Max=2.0 Min=-2.0 Units="" 13 | PGB(13) Output Desc="If_C1:3" Group="Main" Max=2.0 Min=-2.0 Units="" 14 | PGB(14) Output Desc="Vi_C1:1" Group="Main" Max=2.0 Min=-2.0 Units="" 15 | PGB(15) Output Desc="Vi_C1:2" Group="Main" Max=2.0 Min=-2.0 Units="" 16 | PGB(16) Output Desc="Vi_C1:3" Group="Main" Max=2.0 Min=-2.0 Units="" 17 | PGB(17) Output Desc="Ii_C1:1" Group="Main" Max=2.0 Min=-2.0 Units="" 18 | PGB(18) Output Desc="Ii_C1:2" Group="Main" Max=2.0 Min=-2.0 Units="" 19 | PGB(19) Output Desc="Ii_C1:3" Group="Main" Max=2.0 Min=-2.0 Units="" 20 | -------------------------------------------------------------------------------- /AutomationPSCAD/Test_1/TMulti.out: -------------------------------------------------------------------------------- 1 | ===================================================== 2 | PSCAD LINE CONSTANTS PROGRAM OUTPUT FILE (*.out) 3 | 4 | NOTE: This file is auto-generated. Any manual 5 | changes will be lost once the Line Constants 6 | Program is re-run. 7 | ===================================================== 8 | 9 | Display Format: M,N denotes a complex number M + jN 10 | 11 | 12 | 13 | ----------------------------------------------------- 14 | LOAD FLOW RXB FORMATTED DATA @ 60.00 Hz: 15 | ----------------------------------------------------- 16 | 17 | Base of Per-Unit Quantities : 230.00 kV (L-L) ,100.00 MVA 18 | NOTE: Base values could be changed using Additional Options Component 19 | 20 | Positive Sequence (Long-Line Corrected) 21 | ................. 22 | 23 | Resistance Rsq [pu]: 0.435725538E-03 24 | Reactance Xsq [pu]: 0.121858287E-01 25 | Susceptance Bsq [pu]: 0.921862396E-01 26 | Surge Impedance Zcsq [pu]: 0.363575395 27 | 28 | Zero Sequence (Long-Line Corrected) 29 | ............. 30 | 31 | Resistance Rsq [pu]: 0.226356148E-01 32 | Reactance Xsq [pu]: 0.736439255E-01 33 | Susceptance Bsq [pu]: 0.522408566E-01 34 | Surge Impedance Zcsq [pu]: 1.18730780 35 | 36 | Positive Sequence 37 | ................. 38 | 39 | Resistance Rsq [pu]: 0.435892162E-03 40 | Reactance Xsq [pu]: 0.121881076E-01 41 | Susceptance Bsq [pu]: 0.921776097E-01 42 | Surge Impedance Zcsq [pu]: 0.363626410 43 | 44 | Zero Sequence 45 | ............. 46 | 47 | Resistance Rsq [pu]: 0.226647924E-01 48 | Reactance Xsq [pu]: 0.736866317E-01 49 | Susceptance Bsq [pu]: 0.522241306E-01 50 | Surge Impedance Zcsq [pu]: 1.18784218 51 | 52 | 53 | 54 | ----------------------------------------------------- 55 | PHASE DOMAIN DATA @ 60.000 Hz: 56 | ----------------------------------------------------- 57 | 58 | SERIES IMPEDANCE MATRIX (Z) [ohms/m]: 59 | 0.159626270E-03,0.665067256E-03 0.150757541E-03,0.417086144E-03 0.150757541E-03,0.417086144E-03 60 | 0.150757541E-03,0.417086144E-03 0.159626270E-03,0.665067256E-03 0.150757541E-03,0.417086144E-03 61 | 0.150757541E-03,0.417086144E-03 0.150757541E-03,0.417086144E-03 0.159626270E-03,0.665067256E-03 62 | 63 | SHUNT ADMITTANCE MATRIX (Y) [mhos/m]: 64 | 0.100000000E-10,0.573358902E-08 0.000000000E+00,-.968287507E-09 0.000000000E+00,-.968287507E-09 65 | 0.000000000E+00,-.968287507E-09 0.100000000E-10,0.573358902E-08 0.000000000E+00,-.968287507E-09 66 | 0.000000000E+00,-.968287507E-09 0.000000000E+00,-.968287507E-09 0.100000000E-10,0.573358902E-08 67 | 68 | LONG-LINE CORRECTED SERIES IMPEDANCE MATRIX [ohms]: 69 | 0.414507929E+01,0.172834144E+02 0.391458048E+01,0.108371111E+02 0.391458048E+01,0.108371111E+02 70 | 0.391458048E+01,0.108371111E+02 0.414507929E+01,0.172834144E+02 0.391458048E+01,0.108371111E+02 71 | 0.391458048E+01,0.108371111E+02 0.391458048E+01,0.108371111E+02 0.414507929E+01,0.172834144E+02 72 | 73 | LONG-LINE CORRECTED SHUNT ADMITTANCE MATRIX [mhos]: 74 | 0.263725503E-06,0.149094730E-03 0.309324555E-08,-.251703737E-04 0.309324555E-08,-.251703737E-04 75 | 0.309324555E-08,-.251703737E-04 0.263725503E-06,0.149094730E-03 0.309324555E-08,-.251703737E-04 76 | 0.309324555E-08,-.251703737E-04 0.309324555E-08,-.251703737E-04 0.263725503E-06,0.149094730E-03 77 | 78 | ----------------------------------------------------- 79 | SEQUENCE COMPONENT DATA @ 60.00 Hz: 80 | ----------------------------------------------------- 81 | 82 | SEQUENCE TRANSFORM MATRIX: 83 | 0.577350269E+00,0.000000000E+00 0.577350269E+00,0.000000000E+00 0.577350269E+00,0.000000000E+00 84 | 0.577350269E+00,0.000000000E+00 -.288675135E+00,-.500000000E+00 -.288675135E+00,0.500000000E+00 85 | 0.577350269E+00,0.000000000E+00 -.288675135E+00,0.500000000E+00 -.288675135E+00,-.500000000E+00 86 | 87 | SEQUENCE IMPEDANCE MATRIX (Zsq) [ohms/m]: 88 | 0.461141353E-03,0.149923954E-02 0.000000000E+00,0.000000000E+00 0.000000000E+00,0.000000000E+00 89 | 0.000000000E+00,0.000000000E+00 0.886872899E-05,0.247981112E-03 0.000000000E+00,0.000000000E+00 90 | 0.000000000E+00,0.000000000E+00 0.000000000E+00,0.000000000E+00 0.886872899E-05,0.247981112E-03 91 | 92 | SEQUENCE ADMITTANCE MATRIX (Ysq) [mhos/m]: 93 | 0.100000000E-10,0.379701400E-08 0.000000000E+00,0.000000000E+00 0.000000000E+00,0.000000000E+00 94 | 0.000000000E+00,0.000000000E+00 0.100000000E-10,0.670187652E-08 0.000000000E+00,0.000000000E+00 95 | 0.000000000E+00,0.000000000E+00 0.000000000E+00,0.000000000E+00 0.100000000E-10,0.670187652E-08 96 | 97 | ----------------------------------------------------- 98 | MINIMUM TIME DELAY AND RECOMMENDED TIME STEP 99 | ----------------------------------------------------- 100 | 101 | Minimum Time Delay for the Line [ms]: 0.086957284 102 | Recommended Time Step for the Line [ms]: 0.008695728 103 | 104 | -------------------------------------------------------------------------------- /AutomationPSCAD/Test_1/TMultip2.out: -------------------------------------------------------------------------------- 1 | ===================================================== 2 | PSCAD LINE CONSTANTS PROGRAM OUTPUT FILE (*.out) 3 | 4 | NOTE: This file is auto-generated. Any manual 5 | changes will be lost once the Line Constants 6 | Program is re-run. 7 | ===================================================== 8 | 9 | Display Format: M,N denotes a complex number M + jN 10 | 11 | 12 | 13 | ----------------------------------------------------- 14 | LOAD FLOW RXB FORMATTED DATA @ 60.00 Hz: 15 | ----------------------------------------------------- 16 | 17 | Base of Per-Unit Quantities : 230.00 kV (L-L) ,100.00 MVA 18 | NOTE: Base values could be changed using Additional Options Component 19 | 20 | Positive Sequence 21 | ................. 22 | 23 | Resistance Rsq [pu]: 0.431533241E-01 24 | Reactance Xsq [pu]: 1.20662265 25 | Susceptance Bsq [pu]: 9.12558336 26 | Surge Impedance Zcsq [pu]: 0.363626410 27 | 28 | Zero Sequence 29 | ............. 30 | 31 | Resistance Rsq [pu]: 2.24381445 32 | Reactance Xsq [pu]: 7.29497653 33 | Susceptance Bsq [pu]: 5.17018893 34 | Surge Impedance Zcsq [pu]: 1.18784218 35 | 36 | 37 | 38 | ----------------------------------------------------- 39 | PHASE DOMAIN DATA @ 60.000 Hz: 40 | ----------------------------------------------------- 41 | 42 | SERIES IMPEDANCE MATRIX (Z) [ohms/m]: 43 | 0.159626270E-03,0.665067256E-03 0.150757541E-03,0.417086144E-03 0.150757541E-03,0.417086144E-03 44 | 0.150757541E-03,0.417086144E-03 0.159626270E-03,0.665067256E-03 0.150757541E-03,0.417086144E-03 45 | 0.150757541E-03,0.417086144E-03 0.150757541E-03,0.417086144E-03 0.159626270E-03,0.665067256E-03 46 | 47 | SHUNT ADMITTANCE MATRIX (Y) [mhos/m]: 48 | 0.100000000E-10,0.573358902E-08 0.000000000E+00,-.968287507E-09 0.000000000E+00,-.968287507E-09 49 | 0.000000000E+00,-.968287507E-09 0.100000000E-10,0.573358902E-08 0.000000000E+00,-.968287507E-09 50 | 0.000000000E+00,-.968287507E-09 0.000000000E+00,-.968287507E-09 0.100000000E-10,0.573358902E-08 51 | 52 | ----------------------------------------------------- 53 | SEQUENCE COMPONENT DATA @ 60.00 Hz: 54 | ----------------------------------------------------- 55 | 56 | SEQUENCE TRANSFORM MATRIX: 57 | 0.577350269E+00,0.000000000E+00 0.577350269E+00,0.000000000E+00 0.577350269E+00,0.000000000E+00 58 | 0.577350269E+00,0.000000000E+00 -.288675135E+00,-.500000000E+00 -.288675135E+00,0.500000000E+00 59 | 0.577350269E+00,0.000000000E+00 -.288675135E+00,0.500000000E+00 -.288675135E+00,-.500000000E+00 60 | 61 | SEQUENCE IMPEDANCE MATRIX (Zsq) [ohms/m]: 62 | 0.461141353E-03,0.149923954E-02 0.000000000E+00,0.000000000E+00 0.000000000E+00,0.000000000E+00 63 | 0.000000000E+00,0.000000000E+00 0.886872899E-05,0.247981112E-03 0.000000000E+00,0.000000000E+00 64 | 0.000000000E+00,0.000000000E+00 0.000000000E+00,0.000000000E+00 0.886872899E-05,0.247981112E-03 65 | 66 | SEQUENCE ADMITTANCE MATRIX (Ysq) [mhos/m]: 67 | 0.100000000E-10,0.379701400E-08 0.000000000E+00,0.000000000E+00 0.000000000E+00,0.000000000E+00 68 | 0.000000000E+00,0.000000000E+00 0.100000000E-10,0.670187652E-08 0.000000000E+00,0.000000000E+00 69 | 0.000000000E+00,0.000000000E+00 0.000000000E+00,0.000000000E+00 0.100000000E-10,0.670187652E-08 70 | 71 | ----------------------------------------------------- 72 | MINIMUM TIME DELAY AND RECOMMENDED TIME STEP 73 | ----------------------------------------------------- 74 | 75 | Minimum Time Delay for the Line [ms]: 8.637805290 76 | Recommended Time Step for the Line [ms]: 0.863780529 77 | 78 | -------------------------------------------------------------------------------- /AutomationPSCAD/Test_1/faltas_01.out: -------------------------------------------------------------------------------- 1 | Multiple Run Output File 2 | Run # tfa Tension 3 | 1 0.7367035728E-03 457.2841353 4 | 5 | The optimum occurred for run # 1 and has been repeated for the last run below: 6 | Run # tfa Tension 7 | 2 0.7367035728E-03 457.2841353 8 | 9 | Statistical Summary Based on 1 Runs: 10 | ----------------------------------------- 11 | tfa Tension 12 | Minimum: 0.7367035728E-03 457.2841353 13 | Maximum: 0.7367035728E-03 457.2841353 14 | Mean: 0.7367035728E-03 457.2841353 15 | Std Dev: Infinity Infinity 16 | 2% Level: -Infinity -Infinity 17 | 98% Level: Infinity Infinity 18 | 19 | Probability Density Functions (%) for Variable 1, Tension 20 | ------------------------------------------------------------------- 21 | Centre of Range Probability(%) Cumulative Prob.(%) 100-Cumulative Prob. 22 | 457.2841353 0.000000000 0.000000000 100.0000000 23 | 457.2841353 0.000000000 0.000000000 100.0000000 24 | 457.2841353 0.000000000 0.000000000 100.0000000 25 | 457.2841353 0.000000000 0.000000000 100.0000000 26 | 457.2841353 0.000000000 0.000000000 100.0000000 27 | 457.2841353 0.000000000 0.000000000 100.0000000 28 | 457.2841353 0.000000000 0.000000000 100.0000000 29 | 457.2841353 0.000000000 0.000000000 100.0000000 30 | 457.2841353 0.000000000 0.000000000 100.0000000 31 | 457.2841353 100.0000000 100.0000000 0.000000000 32 | 33 | Initial Seed Used in Random Number Generation 34 | --------------------------------------------- 35 | Initial Seed 36 | 1080314725 37 | -------------------------------------------------------------------------------- /Dataset/example.txt: -------------------------------------------------------------------------------- 1 | x y 2 | 0.0000 4.9332 3 | 0.3344 2.6304 4 | 0.6689 0.2616 5 | 1.0033 9.6285 6 | 1.3378 9.8156 7 | 1.6722 3.4563 8 | 2.0067 4.2851 9 | 2.3411 2.9700 10 | 2.6756 2.6107 11 | 3.0100 6.9557 12 | 3.3445 0.4337 13 | 3.6789 3.1854 14 | 4.0134 9.9589 15 | 4.3478 5.7379 16 | 4.6823 1.1816 17 | 5.0167 9.2105 18 | 5.3512 7.4361 19 | 5.6856 5.3084 20 | 6.0201 3.9650 21 | 6.3545 5.4174 22 | 6.6890 2.5082 23 | 7.0234 9.0577 24 | 7.3579 7.6524 25 | 7.6923 4.4824 26 | 8.0268 8.7327 27 | 8.3612 3.7490 28 | 8.6957 6.5221 29 | 9.0301 0.9619 30 | 9.3645 0.2198 31 | 9.6990 2.8539 32 | 10.0334 7.0893 33 | 10.3679 9.4408 34 | 10.7023 2.6565 35 | 11.0368 9.7310 36 | 11.3712 9.8093 37 | 11.7057 5.8178 38 | 12.0401 6.7173 39 | 12.3746 8.7104 40 | 12.7090 4.7235 41 | 13.0435 6.7729 42 | 13.3779 3.3745 43 | 13.7124 9.7091 44 | 14.0468 7.8854 45 | 14.3813 8.1481 46 | 14.7157 3.7298 47 | 15.0502 4.6762 48 | 15.3846 4.9247 49 | 15.7191 9.3834 50 | 16.0535 7.6253 51 | 16.3880 8.6944 52 | 16.7224 1.1795 53 | 17.0569 4.5163 54 | 17.3913 2.9947 55 | 17.7258 4.7856 56 | 18.0602 9.8164 57 | 18.3946 1.4629 58 | 18.7291 2.1097 59 | 19.0635 4.1651 60 | 19.3980 4.3886 61 | 19.7324 8.1570 62 | 20.0669 4.6924 63 | 20.4013 6.0443 64 | 20.7358 8.1667 65 | 21.0702 1.1284 66 | 21.4047 0.8373 67 | 21.7391 7.2267 68 | 22.0736 1.5875 69 | 22.4080 6.8535 70 | 22.7425 1.5653 71 | 23.0769 0.2793 72 | 23.4114 6.2715 73 | 23.7458 9.0932 74 | 24.0803 0.6310 75 | 24.4147 0.0097 76 | 24.7492 6.0500 77 | 25.0836 9.6266 78 | 25.4181 1.9359 79 | 25.7525 2.8334 80 | 26.0870 9.2101 81 | 26.4214 3.9883 82 | 26.7559 3.7808 83 | 27.0903 7.1108 84 | 27.4247 7.2146 85 | 27.7592 1.3096 86 | 28.0936 3.3310 87 | 28.4281 2.6261 88 | 28.7625 3.7289 89 | 29.0970 3.7338 90 | 29.4314 7.3388 91 | 29.7659 2.7529 92 | 30.1003 6.1057 93 | 30.4348 1.3859 94 | 30.7692 3.6852 95 | 31.1037 0.4651 96 | 31.4381 8.5270 97 | 31.7726 2.9286 98 | 32.1070 9.0130 99 | 32.4415 9.2394 100 | 32.7759 7.1735 101 | 33.1104 2.9477 102 | 33.4448 4.5982 103 | 33.7793 6.8619 104 | 34.1137 5.0830 105 | 34.4482 6.4653 106 | 34.7826 1.6926 107 | 35.1171 8.9705 108 | 35.4515 2.2673 109 | 35.7860 6.8304 110 | 36.1204 0.2731 111 | 36.4548 5.0427 112 | 36.7893 8.5055 113 | 37.1237 8.6574 114 | 37.4582 9.3241 115 | 37.7926 4.8309 116 | 38.1271 4.0422 117 | 38.4615 6.7698 118 | 38.7960 0.9697 119 | 39.1304 8.5725 120 | 39.4649 5.5660 121 | 39.7993 3.2908 122 | 40.1338 4.2054 123 | 40.4682 2.1572 124 | 40.8027 9.3822 125 | 41.1371 9.3523 126 | 41.4716 1.9222 127 | 41.8060 6.4261 128 | 42.1405 1.7394 129 | 42.4749 8.0793 130 | 42.8094 5.6397 131 | 43.1438 4.9531 132 | 43.4783 7.3845 133 | 43.8127 7.3493 134 | 44.1472 7.7749 135 | 44.4816 2.4184 136 | 44.8161 1.2008 137 | 45.1505 9.1526 138 | 45.4849 2.2160 139 | 45.8194 2.8074 140 | 46.1538 4.0961 141 | 46.4883 9.3474 142 | 46.8227 5.4110 143 | 47.1572 2.1861 144 | 47.4916 1.0608 145 | 47.8261 8.6795 146 | 48.1605 0.8890 147 | 48.4950 2.3965 148 | 48.8294 4.7780 149 | 49.1639 6.3726 150 | 49.4983 4.7009 151 | 49.8328 0.0214 152 | 50.1672 2.7380 153 | 50.5017 6.5146 154 | 50.8361 7.7317 155 | 51.1706 5.0141 156 | 51.5050 5.2073 157 | 51.8395 2.4086 158 | 52.1739 5.6926 159 | 52.5084 8.8704 160 | 52.8428 4.1886 161 | 53.1773 0.3795 162 | 53.5117 8.1269 163 | 53.8462 7.7413 164 | 54.1806 0.0475 165 | 54.5151 0.7080 166 | 54.8495 3.8902 167 | 55.1839 7.0747 168 | 55.5184 7.9797 169 | 55.8528 5.7547 170 | 56.1873 8.4791 171 | 56.5217 9.0512 172 | 56.8562 1.8813 173 | 57.1906 3.7016 174 | 57.5251 0.4336 175 | 57.8595 0.0551 176 | 58.1940 9.1762 177 | 58.5284 4.3343 178 | 58.8629 1.2884 179 | 59.1973 5.2372 180 | 59.5318 9.4591 181 | 59.8662 3.6110 182 | 60.2007 8.6452 183 | 60.5351 7.0857 184 | 60.8696 7.3188 185 | 61.2040 7.5320 186 | 61.5385 9.2172 187 | 61.8729 1.1884 188 | 62.2074 6.6855 189 | 62.5418 3.0312 190 | 62.8763 2.3215 191 | 63.2107 8.0823 192 | 63.5452 9.7543 193 | 63.8796 9.9007 194 | 64.2140 9.4558 195 | 64.5485 3.1305 196 | 64.8829 0.0631 197 | 65.2174 0.8226 198 | 65.5518 0.0965 199 | 65.8863 1.9549 200 | 66.2207 4.4016 201 | 66.5552 5.3368 202 | 66.8896 9.2438 203 | 67.2241 9.8415 204 | 67.5585 9.2280 205 | 67.8930 3.8001 206 | 68.2274 2.7396 207 | 68.5619 6.0073 208 | 68.8963 1.5942 209 | 69.2308 4.2382 210 | 69.5652 6.0304 211 | 69.8997 1.0239 212 | 70.2341 6.9685 213 | 70.5686 9.2155 214 | 70.9030 6.1919 215 | 71.2375 6.0183 216 | 71.5719 1.2412 217 | 71.9064 4.6574 218 | 72.2408 7.1749 219 | 72.5753 5.3581 220 | 72.9097 5.3640 221 | 73.2441 2.3255 222 | 73.5786 6.9252 223 | 73.9130 4.4544 224 | 74.2475 5.9858 225 | 74.5819 7.9557 226 | 74.9164 3.8310 227 | 75.2508 2.2655 228 | 75.5853 5.1490 229 | 75.9197 1.6010 230 | 76.2542 3.0698 231 | 76.5886 6.3641 232 | 76.9231 2.5298 233 | 77.2575 4.9185 234 | 77.5920 6.8045 235 | 77.9264 3.0136 236 | 78.2609 0.0831 237 | 78.5953 6.0968 238 | 78.9298 6.4937 239 | 79.2642 7.0300 240 | 79.5987 6.1008 241 | 79.9331 8.8389 242 | 80.2676 4.1778 243 | 80.6020 2.0641 244 | 80.9365 9.3183 245 | 81.2709 8.3561 246 | 81.6054 3.2519 247 | 81.9398 5.9641 248 | 82.2742 1.8360 249 | 82.6087 4.8532 250 | 82.9431 0.8335 251 | 83.2776 0.7955 252 | 83.6120 6.6058 253 | 83.9465 5.7090 254 | 84.2809 7.9862 255 | 84.6154 9.5947 256 | 84.9498 3.5152 257 | 85.2843 8.6718 258 | 85.6187 9.9198 259 | 85.9532 7.0403 260 | 86.2876 3.2236 261 | 86.6221 0.9546 262 | 86.9565 7.7691 263 | 87.2910 7.9551 264 | 87.6254 9.2994 265 | 87.9599 1.1998 266 | 88.2943 9.0820 267 | 88.6288 5.0188 268 | 88.9632 1.0853 269 | 89.2977 2.1021 270 | 89.6321 5.0200 271 | 89.9666 2.5389 272 | 90.3010 9.5829 273 | 90.6355 4.6947 274 | 90.9699 5.0835 275 | 91.3043 6.0117 276 | 91.6388 1.1744 277 | 91.9732 4.7987 278 | 92.3077 3.2995 279 | 92.6421 2.8451 280 | 92.9766 6.4157 281 | 93.3110 8.7281 282 | 93.6455 5.2672 283 | 93.9799 2.7272 284 | 94.3144 3.1104 285 | 94.6488 9.7496 286 | 94.9833 2.4387 287 | 95.3177 7.8159 288 | 95.6522 2.7489 289 | 95.9866 5.5142 290 | 96.3211 2.5828 291 | 96.6555 2.9464 292 | 96.9900 8.8909 293 | 97.3244 5.7007 294 | 97.6589 9.0214 295 | 97.9933 3.9608 296 | 98.3278 1.0522 297 | 98.6622 6.1496 298 | 98.9967 2.4198 299 | 99.3311 0.4917 300 | 99.6656 4.3795 301 | 100.0000 7.1438 302 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2018 jsacostas 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /Matlab/test_matlab.mat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jsacostas/Curso-Python-PSCAD/4472c4ab543679f33a49f4de8060314a79929e23/Matlab/test_matlab.mat -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Introdução 2 | O curso está baseado no trabalho feito por [KarlClinckspoor](https://github.com/KarlClinckspoor/CursoPython) modificado para ter um enfoque na engenharia elétrica e no *PSCAD* 3 | 4 | ## Objetivo 5 | Ensinar os princípios básicos de programação em Python para poder resolver diferentes tarefas usando esta limguagem de programação. 6 | 7 | ## Motivação 8 | 9 | No nosso meio académico a gente tem accesso a diferentes softwares de programação pagos. No entanto, na industria muitas vezes não tem disponíveis programas como o Matlab. Neste contexto fica necessário aprender a usar linguagens de programação livres. *R* e *Python* são as linguagens de programação livres mais usadas neste momemto. Por serem livres a comunidade de desenvolvimento é muto grande e constatemente estão liverando pacotes para resolver diversas tarefas. 10 | 11 | Recentemete, fazendo uma pesquisa de programação no *PSCAD* descubri que foi liberada uma livraría de automação ([Automation Library](https://hvdc.ca/pscad/automationlibrary)) que permite rodar várias simulações, mudar parámetros, entre outros, todo desde o *Python*. Como tivesse sido tão bom descubrir isso logo que eu comecei a usar *PSCAD* no mestrado, não queria que vocês tivessem que sofrer o mesmo tento que repetir casos uma e outra vez, esqueceno de mudar algum parámetro, mudar o nome, salvar resultados, entre outros kkk. Faz não muito tempo que eu comecei a aprender *Python*, mas pretendo ensinar para vocês tudo o que eu sei. 12 | 13 | Ao final deste curso vocês poderão: 14 | 15 | * Renomear centenas de arquivos 16 | * Plotar dados dos experimentos 17 | * Rodar o *PSCAD* desde python e automatizar as simulações. 18 | * Mudar definitivamente para o *Python* kkkkk 19 | 20 | ![SAXS](https://hvdc.ca/uploads/ck/images/Auto%20Lib1.jpg) 21 | 22 | # Sobre a linguagem e as ferramentas 23 | 24 | Python é uma linguagem interpretada bastante popular no meio científico devido à sua simplicidade e clareza de sintaxe, comunidade extensa, e, principalmente, pacotes prontos e de fácil uso para a maior parte das tarefas. Além disso, é totalmente gratuíta e compatível com Windows, Linux e Mac. Este curso utilizará alguns recursos exclusivos das versões mais recentes do Python, como f-strings, e é recomendado que seja instalada a distribuição [Anaconda](https://www.anaconda.com/download/). 25 | 26 | A vantagem do pacote Anaconda é que ela vem com muitos pacotes científicos pré-instalados. Este material supõe que o leitor esteja utilizando Windows, mas as diferenças entre Windows e Max/Linux, quanto a Python, são mínimas. Após a instalação, é possível iniciar uma seção de um Jupyter Notebook clicando no ícone do Jupyter ou escrevendo *jupyter notebook* no command prompt (cmd). Isso criará uma nova aba no seu navegador (Firefox, Chrome, etc), onde será possível navegar pelo sistema de arquivos, abrir e criar novos arquivos .ipynb. 27 | 28 | Para testar se a instalação ocorreu corretamente: 29 | 30 | * Apertar Windows+R e digitar *cmd* 31 | * Digitar *cmd* na barra de endereço de uma janela do windows explorer. 32 | * Digite ```jupyter notebook```, que inicia o servidor dos notebooks (não feche a janela!) ou ```python```, que inicia o interpretador interativo, ou ```ipython```, que inicia o interpretador interativo melhorado. 33 | 34 | O ambiente de Jupyter Notebooks, onde este curso foi feito, possibilita utilizar vários *kernels* de várias linguagems. Inclusive, o nome Jupyter vem de *Julia, Python, R*, que são três linguagem com bastante aplicabilidade científica. 35 | 36 | Caso apareça alguma mensagem de erro, mencionando que o arquivo não pode ser encontrado, veja nestas guias como alterar a variável path, para o seu SO. [Windows](https://www.computerhope.com/issues/ch000549.htm), [Linux](https://linuxconfig.org/linux-path-environment-variable). Você pode sempre ir com o console até o diretório onde o Python foi instalado e rodar tudo por lá, ao invés de alterar a variável PATH. 37 | 38 | É possível utilizar editores de texto ou IDEs alternativas para a criação de scripts, como [Sublim Text](https://www.sublimetext.com/), [Notepad ++](https://notepad-plus-plus.org/download/v7.5.8.html), etc, mas o IDE do Jupyter Notebook possue a vantagem de juntar código e resultados, deixando os dados e a organização do pensamento organizados. 39 | 40 | No jupyter notebook é possível baixar o arquivo .py correspondente. Esse arquivo pode ser rodado no terminal digitando ```python script.py```. 41 | 42 | # nbextensions 43 | 44 | Há algumas opções extras para Jupyter Notebooks que podem ser instaladas, chamadas de nbextensions. Durante as aulas, utilizarei algumas ferramentas extras dessas extensões. Por exemplo, a criação de um sumário automaticamente faz parte desse pacote. Para instalar o nbextensions, rode o seguinte código no console, caso a variável PATH tenha sido configurada corretamente. 45 | 46 | conda install -c conda-forge jupyter_contrib_nbextensions 47 | 48 | Depois configure-as pelo browser. 49 | 50 | Neste pacote de extensões é interessante habilitar *scratchpad* e *Variable Inspector* 51 | 52 | 53 | # Estrutura do curso 54 | 55 | 1. 'Hello world', tipos de dados e ajuda 56 | 2. Operações matemáticas básicas, Variáveis 57 | 3. Estruturas de dados. Listas, tuples, dicionários 58 | 4. Loops e condicionais 59 | 5. Funções. Definições e uso. Métodos internos 60 | 6. Instalação e uso de pacotes externos 61 | 7. Introdução a numpy 62 | 8. Introdução a pandas 63 | 9. Introdução a pyplot 64 | 10. Iteragindo com programas externos 65 | 11. Lendo e escrivendo arquivos 66 | 12. Python e PSCAD 67 | 13. Classes e markdown 68 | 69 | # Recursos para aprendizado 70 | 71 | Se vocês fiacam com perguntas que não foram abordadas neste curso os seguentes recursos podem ajudar a encontrar a resposta a suas duvidas: 72 | 73 | * [Stack Overflow](https://stackoverflow.com/), uma comunidade de perguntas e respostas. Grande parte de suas dúvidas já foram perguntadas anteriormente, provavelmente com boas respostas. 74 | * [Documentação oficial do Python](https://docs.python.org/3/) 75 | * [Automate the Boring Stuff with Python](https://automatetheboringstuff.com/) 76 | 77 | * Youtube: 78 | * [Tutorial por Sendtex](https://www.youtube.com/watch?v=oVp1vrfL_w4&list=PLQVvvaa0QuDe8XSftW-RAxdo6OmaeL85M) 79 | * [Tutorial por Socratica](https://www.youtube.com/watch?v=bY6m6_IIN94&list=PLi01XoE8jYohWFPpC17Z-wWhPOSuh8Er-) 80 | * [PSCAD Automation reference](https://hvdc.ca/knowledge-base/topic:242/v:) 81 | 82 | # Promessas 83 | 84 | Talvez você consiga utilizar essa ferramenta adequadamente para resolver seus problemas, talvez não. Eu sou só um aluno de doutorado tentando transmitir o que eu sei e ajudar vocês. Não mostrarei como resolver os problemas de todos, mas sim algumas maneiras de resolver alguns problemas, depois você altera e aplica esses métodos para seus problemas pessoais. 85 | -------------------------------------------------------------------------------- /Text files/testfile.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jsacostas/Curso-Python-PSCAD/4472c4ab543679f33a49f4de8060314a79929e23/Text files/testfile.txt -------------------------------------------------------------------------------- /Text files/testfile_copy.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jsacostas/Curso-Python-PSCAD/4472c4ab543679f33a49f4de8060314a79929e23/Text files/testfile_copy.txt -------------------------------------------------------------------------------- /Tópico 00 - Introdução.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": { 6 | "toc": true 7 | }, 8 | "source": [ 9 | "

Conteúdo

\n", 10 | "
" 11 | ] 12 | }, 13 | { 14 | "cell_type": "markdown", 15 | "metadata": {}, 16 | "source": [ 17 | "# Introdução\n", 18 | "\n", 19 | "## Objetivo\n", 20 | "Ensinar os princípios básicos de programação em Python para poder resolver diferentes tarefas usando esta limguagem de programação. \n", 21 | "\n", 22 | "## Motivação\n", 23 | "\n", 24 | "No nosso meio académico a gente tem accesso a diferentes softwares de programação pagos. No entanto, na industria muitas vezes não tem disponíveis programas como o Matlab. Neste contexto fica necessário aprender a usar linguagens de programação livres. *R* e *Python* são as linguagens de programação livres mais usadas neste momemto. Por serem livres a comunidade de desenvolvimento é muto grande e constatemente estão liverando pacotes para resolver diversas tarefas. \n", 25 | "\n", 26 | "Recentemente, fazendo uma pesquisa de programação no *PSCAD* descubri que foi liberada uma livraría de automação ([Automation Library](https://hvdc.ca/pscad/automationlibrary)) que permite rodar várias simulações, mudar parámetros, entre outros, todo desde o *Python*. Como tivesse sido tão bom descubrir isso logo que eu comecei a usar *PSCAD* no mestrado, não queria que vocês tivessem que sofrer o mesmo tento que repetir casos uma e outra vez, esqueceno de mudar algum parámetro, mudar o nome, salvar resultados, entre outros kkk. Faz não muito tempo que eu comecei a aprender *Python*, mas pretendo ensinar para vocês tudo o que eu sei.\n", 27 | "\n", 28 | "Ao final deste curso vocês poderão:\n", 29 | "\n", 30 | "* Renomear centenas de arquivos\n", 31 | "* Plotar dados dos experimentos\n", 32 | "* Rodar o *PSCAD* desde python e automatizar as simulações.\n", 33 | "* Mudar definitivamente para o *Python* kkkkk\n", 34 | "\n", 35 | "![PSCAD](imagens/PSCADAuto Lib1.jpg)\n", 36 | "\n", 37 | "# Sobre a linguagem e as ferramentas\n", 38 | "\n", 39 | "Python é uma linguagem interpretada bastante popular no meio científico devido à sua simplicidade e clareza de sintaxe, comunidade extensa, e, principalmente, pacotes prontos e de fácil uso para a maior parte das tarefas. Além disso, é totalmente gratuíta e compatível com Windows, Linux e Mac. Este curso utilizará alguns recursos exclusivos das versões mais recentes do Python, como f-strings, e é recomendado que seja instalada a distribuição [Anaconda](https://www.anaconda.com/download/). \n", 40 | "\n", 41 | "A vantagem do pacote Anaconda é que ela vem com muitos pacotes científicos pré-instalados. Este material supõe que o leitor esteja utilizando Windows, mas as diferenças entre Windows e Max/Linux, quanto a Python, são mínimas. Após a instalação, é possível iniciar uma seção de um Jupyter Notebook clicando no ícone do Jupyter ou escrevendo *jupyter notebook* no command prompt (cmd). Isso criará uma nova aba no seu navegador (Firefox, Chrome, etc), onde será possível navegar pelo sistema de arquivos, abrir e criar novos arquivos .ipynb.\n", 42 | "\n", 43 | "Para testar se a instalação ocorreu corretamente:\n", 44 | "\n", 45 | "* Apertar CTRL+R e digitar *cmd*\n", 46 | "* Digitar *cmd* na barra de endereço de uma janela do windows explorer.\n", 47 | "* Digite ```jupyter notebook```, que inicia o servidor dos notebooks (não feche a janela!) ou ```python```, que inicia o interpretador interativo, ou ```ipython```, que inicia o interpretador interativo melhorado.\n", 48 | "\n", 49 | "O ambiente de Jupyter Notebooks, onde este curso foi feito, possibilita utilizar vários *kernels* de várias linguagems. Inclusive, o nome Jupyter vem de *Julia, Python, R*, que são três linguagem com bastante aplicabilidade científica.\n", 50 | "\n", 51 | "Caso apareça alguma mensagem de erro, mencionando que o arquivo não pode ser encontrado, veja nestas guias como alterar a variável path, para o seu SO. [Windows](https://www.computerhope.com/issues/ch000549.htm), [Linux](https://linuxconfig.org/linux-path-environment-variable). Você pode sempre ir com o console até o diretório onde o Python foi instalado e rodar tudo por lá, ao invés de alterar a variável PATH.\n", 52 | "\n", 53 | "É possível utilizar editores de texto ou IDEs alternativas para a criação de scripts, como [Sublim Text](https://www.sublimetext.com/), [Notepad ++](https://notepad-plus-plus.org/download/v7.5.8.html), [Spyder](https://pythonhosted.org/spyder/#) etc, mas o IDE do Jupyter Notebook possue a vantagem de juntar código e resultados, deixando os dados e a organização do pensamento organizados.\n", 54 | "\n", 55 | "No jupyter notebook é possível baixar o arquivo .py correspondente. Esse arquivo pode ser rodado no terminal digitando ```python script.py```.\n", 56 | "\n", 57 | "# nbextensions\n", 58 | "\n", 59 | "Há algumas opções extras para Jupyter Notebooks que podem ser instaladas, chamadas de nbextensions. Durante as aulas, utilizarei algumas ferramentas extras dessas extensões. Por exemplo, a criação de um sumário automaticamente faz parte desse pacote. Para instalar o nbextensions, rode o seguinte código no console, caso a variável PATH tenha sido configurada corretamente.\n", 60 | "\n", 61 | " conda install -c conda-forge jupyter_contrib_nbextensions\n", 62 | " \n", 63 | "Depois configure-as pelo browser. \n", 64 | "\n", 65 | "Neste pacote de extensões é interessante habilitar *scratchpad* e *Variable Inspector* \n", 66 | "\n", 67 | "\n", 68 | "# Estrutura do curso\n", 69 | "\n", 70 | "1. 'Hello world', tipos de dados e ajuda\n", 71 | "2. Operações matemáticas básicas, Variáveis\n", 72 | "3. Estruturas de dados. Listas, tuples, dicionários\n", 73 | "4. Loops e condicionais\n", 74 | "5. Funções. Definições e uso. Métodos internos\n", 75 | "6. Instalação e uso de pacotes externos\n", 76 | "7. Introdução a numpy\n", 77 | "8. Introdução a pandas\n", 78 | "9. Introdução a pyplot\n", 79 | "10. Iteragindo com programas externos\n", 80 | "11. Lendo e escrivendo arquivos\n", 81 | "12. Python e PSCAD\n", 82 | "13. Classes e markdown\n", 83 | "\n", 84 | "# Recursos para aprendizado\n", 85 | "\n", 86 | "Se vocês fiacam com perguntas que não foram abordadas neste curso os seguentes recursos podem ajudar a encontrar a resposta a suas duvidas:\n", 87 | "\n", 88 | "* [Stack Overflow](https://stackoverflow.com/), uma comunidade de perguntas e respostas. Grande parte de suas dúvidas já foram perguntadas anteriormente, provavelmente com boas respostas.\n", 89 | "* [Documentação oficial do Python](https://docs.python.org/3/)\n", 90 | "* [Automate the Boring Stuff with Python](https://automatetheboringstuff.com/)\n", 91 | "\n", 92 | "* Youtube:\n", 93 | " * [Tutorial por Sendtex](https://www.youtube.com/watch?v=oVp1vrfL_w4&list=PLQVvvaa0QuDe8XSftW-RAxdo6OmaeL85M)\n", 94 | " * [Tutorial por Socratica](https://www.youtube.com/watch?v=bY6m6_IIN94&list=PLi01XoE8jYohWFPpC17Z-wWhPOSuh8Er-)\n", 95 | "* [PSCAD Automation reference](https://hvdc.ca/knowledge-base/topic:242/v:)\n", 96 | "\n", 97 | "# Promessas\n", 98 | "\n", 99 | "Talvez você consiga utilizar essa ferramenta adequadamente para resolver seus problemas, talvez não. Eu sou só um aluno de doutorado tentando transmitir o que eu sei e ajudar vocês. Não mostrarei como resolver os problemas de todos, mas sim algumas maneiras de resolver alguns problemas, depois você altera e aplica esses métodos para seus problemas pessoais.\n" 100 | ] 101 | } 102 | ], 103 | "metadata": { 104 | "hide_input": false, 105 | "kernelspec": { 106 | "display_name": "Python 3", 107 | "language": "python", 108 | "name": "python3" 109 | }, 110 | "language_info": { 111 | "codemirror_mode": { 112 | "name": "ipython", 113 | "version": 3 114 | }, 115 | "file_extension": ".py", 116 | "mimetype": "text/x-python", 117 | "name": "python", 118 | "nbconvert_exporter": "python", 119 | "pygments_lexer": "ipython3", 120 | "version": "3.6.4" 121 | }, 122 | "latex_metadata": { 123 | "author": "Karl Jan Clinckspoor" 124 | }, 125 | "toc": { 126 | "base_numbering": 1, 127 | "nav_menu": {}, 128 | "number_sections": true, 129 | "sideBar": true, 130 | "skip_h1_title": false, 131 | "title_cell": "Conteúdo", 132 | "title_sidebar": "Conteúdo", 133 | "toc_cell": true, 134 | "toc_position": {}, 135 | "toc_section_display": true, 136 | "toc_window_display": false 137 | }, 138 | "varInspector": { 139 | "cols": { 140 | "lenName": 16, 141 | "lenType": 16, 142 | "lenVar": 40 143 | }, 144 | "kernels_config": { 145 | "python": { 146 | "delete_cmd_postfix": "", 147 | "delete_cmd_prefix": "del ", 148 | "library": "var_list.py", 149 | "varRefreshCmd": "print(var_dic_list())" 150 | }, 151 | "r": { 152 | "delete_cmd_postfix": ") ", 153 | "delete_cmd_prefix": "rm(", 154 | "library": "var_list.r", 155 | "varRefreshCmd": "cat(var_dic_list()) " 156 | } 157 | }, 158 | "types_to_exclude": [ 159 | "module", 160 | "function", 161 | "builtin_function_or_method", 162 | "instance", 163 | "_Feature" 164 | ], 165 | "window_display": false 166 | } 167 | }, 168 | "nbformat": 4, 169 | "nbformat_minor": 2 170 | } 171 | -------------------------------------------------------------------------------- /Tópico 11 - Lendo e escrevendo arquivos.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": { 6 | "toc": true 7 | }, 8 | "source": [ 9 | "

Conteúdo

\n", 10 | "
" 11 | ] 12 | }, 13 | { 14 | "cell_type": "markdown", 15 | "metadata": {}, 16 | "source": [ 17 | "# Modificando arquivos de texto\n", 18 | "Python permite escrever e ler arquivos usando o método *open(filename, opções)*\n", 19 | "Nas opções a gente tem:\n", 20 | "* r - Leitura \n", 21 | "* w - escritura\n", 22 | "* a - escritura no final do arquivo\n", 23 | "* + - escritura e leitura\n", 24 | "* b permite escritura em modo binario\n", 25 | "\n", 26 | "## Escevendo arquivos\n", 27 | "Vamos a criar nosso primeiro arquivo de texto. Para aquilo é necessário abrir o arquivo em modo escritura e usar o método *write(string)* para escever o texto desejado. Depois de escrever o arquivo é necessário fechar ele usando o método *close()*. Caso contrário podem ter problemas de memória com arquivos muito grandes." 28 | ] 29 | }, 30 | { 31 | "cell_type": "code", 32 | "execution_count": null, 33 | "metadata": {}, 34 | "outputs": [], 35 | "source": [ 36 | "folder = \"Text files/\"\n", 37 | "file = open( folder + 'testfile.txt','w') \n", 38 | " \n", 39 | "file.write('Bom dia\\n') \n", 40 | "file.write('Foi criado nosso primeiro arquivo\\n') \n", 41 | "file.write('É simples mas da para aprender\\n') \n", 42 | "file.write('Segue o baile\\n') \n", 43 | " \n", 44 | "file.close() " 45 | ] 46 | }, 47 | { 48 | "cell_type": "markdown", 49 | "metadata": {}, 50 | "source": [ 51 | "## Lendo arquivos de texto\n", 52 | "A leitura de arquivos de texto é similar à escritura. A diferençã é o uso da opçãp *r*.\n", 53 | "Notem que pode ser lida cada uma das linhas de forma separada. " 54 | ] 55 | }, 56 | { 57 | "cell_type": "code", 58 | "execution_count": 2, 59 | "metadata": {}, 60 | "outputs": [ 61 | { 62 | "name": "stdout", 63 | "output_type": "stream", 64 | "text": [ 65 | "Bom dia\n", 66 | "Foi criado nosso primeiro arquivo\n", 67 | "É simples mas da para aprender\n", 68 | "Segue o baile\n" 69 | ] 70 | } 71 | ], 72 | "source": [ 73 | "file = open(folder + 'testfile.txt', 'r') \n", 74 | "for line in file: \n", 75 | " print (line, end = '')\n", 76 | "file.close() " 77 | ] 78 | }, 79 | { 80 | "cell_type": "markdown", 81 | "metadata": {}, 82 | "source": [ 83 | "## Lendo e escrevendo arquivos de texto\n", 84 | "Para reemplazar algo no texto é necessário primeiro ler o arquivo e depois fazer a escritura. Diferentes métodos podem ser usados para escrever o desejado. Por exemplo, pode ser reemplazada uma palavra específica por outra." 85 | ] 86 | }, 87 | { 88 | "cell_type": "code", 89 | "execution_count": 3, 90 | "metadata": {}, 91 | "outputs": [], 92 | "source": [ 93 | "s = open(folder + 'testfile.txt').read()\n", 94 | "s = s.replace('Bom','Buen')\n", 95 | "\n", 96 | "f = open(folder + 'testfile.txt','w')\n", 97 | "f.write(s)\n", 98 | "f.close() " 99 | ] 100 | }, 101 | { 102 | "cell_type": "markdown", 103 | "metadata": {}, 104 | "source": [ 105 | "Uma foma útil de modificar arquivos é fazendo uma copia do arquivo original e modificar o novo arquivo. Notem no siguente código que foi usada uma sintaxis diferente. Com esta sintaxis depois de fazer as operações necessárias o python usa o método *close()* automaticamente sobre o arquivo." 106 | ] 107 | }, 108 | { 109 | "cell_type": "code", 110 | "execution_count": 4, 111 | "metadata": {}, 112 | "outputs": [], 113 | "source": [ 114 | "with open(folder + 'testfile.txt', 'r') as rf:\n", 115 | " with open(folder + 'testfile_copy.txt', 'w') as wf:\n", 116 | " for line in rf:\n", 117 | " idLine = line.find('primeiro')\n", 118 | " palavraNova = 'segundo'\n", 119 | " if idLine > -1:\n", 120 | " line = line[0:idLine] + palavraNova + line[idLine+len(palavraNova)+1:] \n", 121 | " wf.write(line)" 122 | ] 123 | }, 124 | { 125 | "cell_type": "markdown", 126 | "metadata": {}, 127 | "source": [ 128 | "**Exercicio:** \n", 129 | "No arquivo */ATP/estudio_v2.atp* reemplazar desde python a resistência da fonte de entrada da fase A por qualquer valor sem estragar o formato fortran do arquivo e deixando as outras resistencias com o valor original. " 130 | ] 131 | } 132 | ], 133 | "metadata": { 134 | "kernelspec": { 135 | "display_name": "Python 3", 136 | "language": "python", 137 | "name": "python3" 138 | }, 139 | "language_info": { 140 | "codemirror_mode": { 141 | "name": "ipython", 142 | "version": 3 143 | }, 144 | "file_extension": ".py", 145 | "mimetype": "text/x-python", 146 | "name": "python", 147 | "nbconvert_exporter": "python", 148 | "pygments_lexer": "ipython3", 149 | "version": "3.6.4" 150 | }, 151 | "toc": { 152 | "base_numbering": 1, 153 | "nav_menu": {}, 154 | "number_sections": true, 155 | "sideBar": true, 156 | "skip_h1_title": false, 157 | "title_cell": "Conteúdo", 158 | "title_sidebar": "Contents", 159 | "toc_cell": true, 160 | "toc_position": {}, 161 | "toc_section_display": true, 162 | "toc_window_display": false 163 | }, 164 | "varInspector": { 165 | "cols": { 166 | "lenName": 16, 167 | "lenType": 16, 168 | "lenVar": 40 169 | }, 170 | "kernels_config": { 171 | "python": { 172 | "delete_cmd_postfix": "", 173 | "delete_cmd_prefix": "del ", 174 | "library": "var_list.py", 175 | "varRefreshCmd": "print(var_dic_list())" 176 | }, 177 | "r": { 178 | "delete_cmd_postfix": ") ", 179 | "delete_cmd_prefix": "rm(", 180 | "library": "var_list.r", 181 | "varRefreshCmd": "cat(var_dic_list()) " 182 | } 183 | }, 184 | "types_to_exclude": [ 185 | "module", 186 | "function", 187 | "builtin_function_or_method", 188 | "instance", 189 | "_Feature" 190 | ], 191 | "window_display": false 192 | } 193 | }, 194 | "nbformat": 4, 195 | "nbformat_minor": 2 196 | } 197 | -------------------------------------------------------------------------------- /Tópico 12 - Python e PSCAD.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": { 6 | "toc": true 7 | }, 8 | "source": [ 9 | "

Conteúdo

\n", 10 | "
" 11 | ] 12 | }, 13 | { 14 | "cell_type": "markdown", 15 | "metadata": {}, 16 | "source": [ 17 | "# Instalação\n", 18 | "Ter instalado [Anaconda](https://www.anaconda.com/download/) na versão 3.6 de python e a [suite de automação do PSCAD](https://hvdc.ca/news-and-events/read,article/125/pscad-automation-with-scripting-is-now-available). \n", 19 | "\n", 20 | "Primeiro instalar Anaconda, e depois a libraria do [PSCAD](https://hvdc.ca/news-and-events/read,article/125/pscad-automation-with-scripting-is-now-available). Quando a libraria do PSCAD peça para insalar python e pywin não instalem. \n", 21 | "\n", 22 | "# Test Inicial\n", 23 | "Depois de ter instalado tudo vão testar que funcione. Para isso estou enviando um arquivo de teste. O que vocês tem que fazer é o siguente:\n", 24 | "\n", 25 | "1. No explorador de windows escrever cmd para abrir o promt.\n", 26 | "2. Escrever cd \"ruta do arquivo de cada uno\"\n", 27 | "3. Escrever python PSCADAutomationTest.py\n", 28 | "\n", 29 | "Se todo estiver certo python vai abrir o PSCAD e rodar o arquivo de simulação. O arquivo é bem simples, só roda o arquivo para testar que todo ficou bem.\n", 30 | "\n", 31 | "Também podem ver que tudo está certo rodando a seguinte célula:" 32 | ] 33 | }, 34 | { 35 | "cell_type": "code", 36 | "execution_count": null, 37 | "metadata": { 38 | "collapsed": true 39 | }, 40 | "outputs": [], 41 | "source": [ 42 | "# Import configuration file and automation library\n", 43 | "import sys, os\n", 44 | "sys.path.append(r\"C:\\Program Files (x86)\\PSCAD\\Automation\\Lib\\mhrc\")\n", 45 | "\n", 46 | "import automation.controller\n", 47 | "\n", 48 | "# Import other utilities to perform cool stuff\n", 49 | "from win32com.client.gencache import EnsureDispatch as Dispatch\n", 50 | "from automation.utilities.word import Word\n", 51 | "from automation.utilities.file import File\n", 52 | "import win32com.client\n", 53 | "import shutil\n", 54 | "\n", 55 | "#---------------------------------------------------------------------\n", 56 | "# Configuration\n", 57 | "#---------------------------------------------------------------------\n", 58 | "\n", 59 | "pscad_version = 'PSCAD 4.6.2 (x64)'\n", 60 | "fortran_version = 'GFortran 4.6.2'\n", 61 | "fortran_ext = '.gf46'\n", 62 | "\n", 63 | "# Working directory (use current directory)\n", 64 | "working_dir = os.getcwd() + \"\\\\\" + 'AutomationPSCAD' + \"\\\\\"\n", 65 | "\n", 66 | "#---------------------------------------------------------------------\n", 67 | "# Main script \n", 68 | "#---------------------------------------------------------------------\n", 69 | "\n", 70 | "project_name = 'automationTest'\n", 71 | "\n", 72 | "# Source and destination folders for output data\n", 73 | "src_folder = working_dir + project_name + fortran_ext\n", 74 | "dst_folder = working_dir + \"testAutomation_Output\" \n", 75 | "\n", 76 | "# Get the Automation Controller that is used to launch PSCAD\n", 77 | "controller = automation.controller.Controller()\n", 78 | "\n", 79 | "# Launch PSCAD and silence all dialogue boxes\n", 80 | "pscad = controller.launch(pscad_version, options={'silence': True})\n", 81 | "\n", 82 | "# Set the compiler\n", 83 | "pscad.settings(fortran_version=fortran_version)\n", 84 | "\n", 85 | "# Load the project\n", 86 | "pscad.load([working_dir + project_name + \".pscx\"])\n", 87 | "project = pscad.project(project_name) \n", 88 | "project.focus()\n", 89 | "\n", 90 | "# Get the \"Main\" canvas\n", 91 | "main = project.user_canvas('Main')\n", 92 | "\n", 93 | "project.run()" 94 | ] 95 | }, 96 | { 97 | "cell_type": "markdown", 98 | "metadata": {}, 99 | "source": [ 100 | "# Automatizando uma simulação\n", 101 | "## Configuração inicial\n", 102 | "O primeiro que deve ser configurado para as simulações são os direitórios de trabalho, do .exe do PSCAD, os compiladores e o diretòrio de destino. O módulo **os** permite encontrar o diretório de trabalho e o **sys** adicionar o PATH do PSCAD ao sistema.\n", 103 | "\n", 104 | "**Se suas versões de PSCAD o fortran são diferentes simplesmente mudem os nomes para as versões certas**" 105 | ] 106 | }, 107 | { 108 | "cell_type": "code", 109 | "execution_count": null, 110 | "metadata": {}, 111 | "outputs": [], 112 | "source": [ 113 | "# Import configuration file and automation library\n", 114 | "import sys, os\n", 115 | "sys.path.append(r\"C:\\Program Files (x86)\\PSCAD\\Automation\\Lib\\mhrc\")\n", 116 | "\n", 117 | "import automation.controller\n", 118 | "\n", 119 | "# Import other utilities to perform cool stuff\n", 120 | "from win32com.client.gencache import EnsureDispatch as Dispatch\n", 121 | "from automation.utilities.word import Word\n", 122 | "from automation.utilities.file import File\n", 123 | "import win32com.client\n", 124 | "import shutil\n", 125 | "\n", 126 | "#---------------------------------------------------------------------\n", 127 | "# Configuration\n", 128 | "#---------------------------------------------------------------------\n", 129 | "\n", 130 | "pscad_version = 'PSCAD 4.6.2 (x64)'\n", 131 | "fortran_version = 'GFortran 4.6.2'\n", 132 | "fortran_ext = '.gf46'\n", 133 | "\n", 134 | "# Working directory (use current directory)\n", 135 | "working_dir = os.getcwd() + \"\\\\AutomationPSCAD\\\\\"\n", 136 | "\n", 137 | "#---------------------------------------------------------------------\n", 138 | "# Main script \n", 139 | "#---------------------------------------------------------------------\n", 140 | "\n", 141 | "project_name = 'Fault_1_Circuits_automation'\n", 142 | "\n", 143 | "# Source and destination folders for output data\n", 144 | "src_folder = working_dir + project_name + fortran_ext\n", 145 | "dst_folder = working_dir + \"Resultado_testes\" \n", 146 | "\n", 147 | "# Get the Automation Controller that is used to launch PSCAD\n", 148 | "controller = automation.controller.Controller()\n", 149 | "\n", 150 | "# Launch PSCAD and silence all dialogue boxes\n", 151 | "pscad = controller.launch(pscad_version, options={'silence': True})\n", 152 | "\n", 153 | "# Set the compiler\n", 154 | "pscad.settings(fortran_version=fortran_version)\n", 155 | "\n", 156 | "# Load the project\n", 157 | "pscad.load([working_dir + project_name + \".pscx\"])\n", 158 | "project = pscad.project(project_name) \n", 159 | "project.focus()\n", 160 | "\n" 161 | ] 162 | }, 163 | { 164 | "cell_type": "markdown", 165 | "metadata": {}, 166 | "source": [ 167 | "## Obtendo os identificadores e parâmetros dos elementos\n", 168 | "Cada elemento no PSCAD possui um idendificador único que pode ser encontrado fazendo click direito no componente e depois em atributos.\n", 169 | "![SAXS](imagens/AtributosPSCAD.png)\n", 170 | "\n", 171 | "Para acceder a esse componente é necessário primeiro obter um *handle* ao canvas/janela no qual esteja o compomenente usando o método *user_canvas()*. Depois de obter o *handle* da janela podem ser obtidos os *hanldes* de cada componente usando o método *user_cmp()*.\n", 172 | "Elementos especias como linhas de transmissão são obtidos com os métodos *tline()*, *cable()*, entre outros. \n", 173 | "Note que a geometría e parâmetros das linhas de transmissão ficam numa janela diferente, portanto, tem que ser obtido o *handle* a essa janela usando *user_canvas(nome da janela)*." 174 | ] 175 | }, 176 | { 177 | "cell_type": "code", 178 | "execution_count": null, 179 | "metadata": {}, 180 | "outputs": [], 181 | "source": [ 182 | "# Get the \"Main\" canvas\n", 183 | "main = project.user_canvas('Main')\n", 184 | "\n", 185 | "# Obtaining handlers for components\n", 186 | "\n", 187 | "breakerControl1 = main.user_cmp(1121319939)\n", 188 | "breakerControl2 = main.user_cmp(1033232284)\n", 189 | "\n", 190 | "fautControl = main.user_cmp(548909560)\n", 191 | "\n", 192 | "linePart1 = main.tline(1827968329)\n", 193 | "linePart2 = main.tline(1304594388)\n", 194 | "\n", 195 | "sendingFont = main.user_cmp(568962169)\n", 196 | "receptionFont = main.user_cmp(1996084973)\n", 197 | "\n", 198 | "# Getting components handlers from anther canvas\n", 199 | "TLine_part1 = project.user_canvas('TLine_part1')\n", 200 | "geomLine = TLine_part1.user_cmp(638280223)" 201 | ] 202 | }, 203 | { 204 | "cell_type": "markdown", 205 | "metadata": {}, 206 | "source": [ 207 | "## Mudando o valor dos elementos\n", 208 | "Uma vez obtidos os componente do PSCAD os parâmetros podem ser mudados usando o método `set_parameters(**kwargs)`.\n", 209 | "Para saber quais são os parâmetros dos componentes pode ser visto no PSCAD ou usando o usando o método `get_parameters(**kwargs)`.\n", 210 | "![SAXS](imagens/ParametrosPSCAD.PNG)" 211 | ] 212 | }, 213 | { 214 | "cell_type": "code", 215 | "execution_count": null, 216 | "metadata": {}, 217 | "outputs": [], 218 | "source": [ 219 | "# Setting values for components\n", 220 | "sendingFont.set_parameters(Vm = 500, Ph = 120)\n", 221 | "\n", 222 | "breakerControl2.set_parameters(NUMS = 1, TO1 = 0.1, TO2 = 0.4)" 223 | ] 224 | }, 225 | { 226 | "cell_type": "markdown", 227 | "metadata": {}, 228 | "source": [ 229 | "## Rodando PSCAD muitas vezes\n", 230 | "É possível rodar várias simulações simplesmente usando o método *run()*. No seguinte exemplo PSCAD é rodado 10 vezes mudando aleatôriamente o tempo de abertura e fechamento do segundo disjuntor. " 231 | ] 232 | }, 233 | { 234 | "cell_type": "code", 235 | "execution_count": null, 236 | "metadata": {}, 237 | "outputs": [], 238 | "source": [ 239 | "# Clear the ouput folder\n", 240 | "try:\n", 241 | " shutil.rmtree(dst_folder)\n", 242 | "except Exception as ignored:\n", 243 | " pass\n", 244 | "\n", 245 | "os.mkdir(dst_folder)\n", 246 | "\n", 247 | "import numpy as np\n", 248 | "\n", 249 | "nsim = 10\n", 250 | "for i in range(nsim):\n", 251 | " \n", 252 | " time1 = np.random.randn()\n", 253 | " \n", 254 | " breakerControl2.set_parameters(NUMS = 2, TO1 = time1, TO2 = time1 + np.random.randn())\n", 255 | "\n", 256 | " project.run()\n", 257 | " \n", 258 | " # Save data to output folder\n", 259 | " folder = os.path.join(dst_folder, \"Test_\" + str(counter))\n", 260 | " File.move_files(src_folder, folder, \".out\", \".inf\")" 261 | ] 262 | }, 263 | { 264 | "cell_type": "markdown", 265 | "metadata": {}, 266 | "source": [ 267 | "## Tratamento de dados\n", 268 | "Os dados resultantes da simulação do PSCAD foram salvos em arquivos *.out* dentro da pasta de resultados. O arquivo *.inf* contem o nome de casa um dos sinais. Os arquivos *.out* comtem os valores dos sinais separados a cada 11 sinais sendo sempre o primero sinal o tempo.\n", 269 | "\n", 270 | "Neste momento vocês já tem todas as ferramentas e conhecimentos suficientes para ler os arquivos, fazer o tratamento de dados e reporte de resultados. Como a ideia é que vocês aprendam e consigam fazer as coisas sozonhos, seu **Exercício** é fazer o tratamento dos dados que estão na pasta *Test_1* e graficar o resultado do sinal trifásico *Vf*.\n", 271 | "\n", 272 | "**Dica:** \n", 273 | "* usar a leitura normal de arquivos de texto para obter os nomes das variáveis \n", 274 | "* usar DataFrames para obter os valores dos sinas" 275 | ] 276 | } 277 | ], 278 | "metadata": { 279 | "kernelspec": { 280 | "display_name": "Python 3", 281 | "language": "python", 282 | "name": "python3" 283 | }, 284 | "language_info": { 285 | "codemirror_mode": { 286 | "name": "ipython", 287 | "version": 3 288 | }, 289 | "file_extension": ".py", 290 | "mimetype": "text/x-python", 291 | "name": "python", 292 | "nbconvert_exporter": "python", 293 | "pygments_lexer": "ipython3", 294 | "version": "3.6.4" 295 | }, 296 | "toc": { 297 | "base_numbering": 1, 298 | "nav_menu": {}, 299 | "number_sections": true, 300 | "sideBar": true, 301 | "skip_h1_title": false, 302 | "title_cell": "Conteúdo", 303 | "title_sidebar": "Conteúdo", 304 | "toc_cell": true, 305 | "toc_position": { 306 | "height": "calc(100% - 180px)", 307 | "left": "10px", 308 | "top": "150px", 309 | "width": "288px" 310 | }, 311 | "toc_section_display": true, 312 | "toc_window_display": false 313 | }, 314 | "varInspector": { 315 | "cols": { 316 | "lenName": 16, 317 | "lenType": 16, 318 | "lenVar": 40 319 | }, 320 | "kernels_config": { 321 | "python": { 322 | "delete_cmd_postfix": "", 323 | "delete_cmd_prefix": "del ", 324 | "library": "var_list.py", 325 | "varRefreshCmd": "print(var_dic_list())" 326 | }, 327 | "r": { 328 | "delete_cmd_postfix": ") ", 329 | "delete_cmd_prefix": "rm(", 330 | "library": "var_list.r", 331 | "varRefreshCmd": "cat(var_dic_list()) " 332 | } 333 | }, 334 | "types_to_exclude": [ 335 | "module", 336 | "function", 337 | "builtin_function_or_method", 338 | "instance", 339 | "_Feature" 340 | ], 341 | "window_display": false 342 | } 343 | }, 344 | "nbformat": 4, 345 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