Creating the repositorie and adding files
Mario Guillermo Ponce Hernández
2 weeks ago
commit
a8e702e9dd
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No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones
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1,0.11,0.077111,-0.000018,0,-4283.959822,21.24,No conduccion. No burbujeo.
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2,0.2,0.176721,-0.000028,0,-6356.883914,21.27,No conducciom. No burbujeo.
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3,0.3,0.279022,-0.000037,0,-7500.59957,21.29,No conducciom. No burbujeo.
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4,0.4,0.378493,-0.000025,0,-15385.90075,21.32,No conducciom. No burbujeo.
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5,0.5,0.478388,-0.000044,0,-10774.50897,21.35,No conducciom. No burbujeo.
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6,0.6,0.577973,-0.000018,0,-32109.60356,21.39,No conducciom. No burbujeo.
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7,0.7,0.680293,0.000021,0,32089.29691,21.41,No conducciom. No burbujeo.
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8,0.8,0.770308,0.000105,0,7322.318601,21.44,No conducciom. No burbujeo.
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9,0.9,0.869356,0.000163,0,5333.469919,21.45,No conducciom. No burbujeo.
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10,1,0.969279,0.00021,0,4606.840274,21.49,Comienza a estabilizarse la medicion de corriente. No burbujeo.
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11,1.1,1.071066,0.000273,0,3923.31915,21.51,No conduccion. No burbujeo.
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12,1.2,1.171019,0.000234,0,5012.924726,21.52,No conduccion. No burbujeo.
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13,1.3,1.270455,0.000225,0,5636.447702,21.56,No conduccion. No burbujeo.
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14,1.4,1.370906,0.000225,0,6082.102715,21.54,No conduccion. No burbujeo.
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15,1.5,1.470232,0.000309,0,4751.882094,21.55,No conduccion. No burbujeo.
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16,1.6,1.572886,0.000426,0,3688.757598,21.58,No conduccion. No burbujeo.
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17,1.7,1.672554,0.000487,0,3431.583882,21.6,Variacion de corriente. No burbujeo.
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18,1.8,1.771901,0.000806,0,2197.297897,21.62,Comienza estabilizacion de corriente. No burbujeo.
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19,1.9,1.871382,0.003639,0,514.229079,21.64,Se rompe barrera de conduccion. Comienza burbujeo en ambos electrodos
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20,2,1.969661,0.016564,0,118.912185,21.67,Mayor burbujeo en el catodo. Comienza caida de resistencia.
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21,2.1,2.060666,0.05087,0,40.508479,21.7,Comienza generacion de burbuejo en anodo. Caida de resistencia.
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22,2.2,2.144618,0.116211,0.087,18.454581,21.73,Mayor generacion de burbujeo en anodo. Persiste la caida de resistencia.
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23,2.3,2.222913,0.207145,0.198,10.731181,21.75,Comienza a estabilizarse la generacion de burbujeo.
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24,2.4,2.299446,0.315034,0.328,7.299042,21.78,Aumento en la generacion de burbujeo.
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25,2.5,2.371915,0.430436,0.466,5.510491,21.88,Comportamiento esperado.
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26,2.6,2.442952,0.55102,0.612,4.433505,21.9,Comportamiento esperado.
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27,2.7,2.51349,0.675942,0.762,3.718501,22,Comportamiento esperado.
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28,2.8,2.585392,0.8061,0.919,3.207285,22.11,Reduccion minima de resistencia.
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29,2.9,2.655383,0.934523,1.074,2.84143,22.24,Reduccion minima de resistencia.
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30,3,2.724849,1.064797,1.231,2.55903,22.41,Reduccion minima de resistencia.
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31,3.1,2.794844,1.201838,1.395,2.325475,22.57,Reduccion minima de resistencia.
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32,3.2,2.864084,1.33841,1.561,2.139916,22.83,Reduccion minima de resistencia.
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33,3.3,2.936071,1.481502,1.733,1.981821,23.02,Reduccion minima de resistencia.
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34,3.4,3.004526,1.621473,1.902,1.85296,23.34,Reduccion minima de resistencia pero constante.
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35,3.5,3.073275,1.761034,2.07,1.745154,23.55,Reduccion minima de resistencia.
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36,3.6,3.141318,1.904235,2.243,1.649649,23.85,Reduccion minima de resistencia.
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37,3.7,3.202161,2.042949,2.409,1.567421,24.31,Reduccion minima de resistencia.
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38,3.8,3.274651,2.21223,2.613,1.480249,24.87,Reduccion minima de resistencia.
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39,3.9,3.342777,2.364985,2.798,1.413446,25.26,Reduccion minima de resistencia.
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40,4,3.409529,2.517492,2.982,1.354336,25.68,Reduccion minima de resistencia.
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41,4.11,3.477907,2.678546,3.176,1.298431,26.16,Reduccion minima de resistencia.
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42,4.21,3.54585,2.839507,3.37,1.248755,26.6,Reduccion minima de resistencia.
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43,4.3,3.606963,2.992041,3.553,1.205519,27.12,Reduccion minima de resistencia.
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44,4.4,3.673144,3.161527,3.757,1.161826,27.68,Reduccion minima de resistencia.
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45,4.5,3.738379,3.335731,3.969,1.120708,28.33,Reduccion minima de resistencia.
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46,4.6,3.806149,3.511786,4.182,1.083821,28.88,Reduccion minima de resistencia.
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47,4.7,3.87004,3.697052,4.404,1.046791,29.62,Reduccion minima de resistencia.
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48,4.8,3.935331,3.894857,4.641,1.010392,30.44,Comportamiento esperado.
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49,4.9,3.998413,4.085406,4.873,0.978706,31.4,Comportamiento esperado.
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50,5,4.061523,4.284576,5.112,0.94794,32.13,No se reporta aumento de termperatura en las terminales.
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51,5.1,4.121292,4.492594,5.366,0.917352,33.25,Comportamiento esperado.
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52,5.2,4.180337,4.686987,5.597,0.891903,34.15,Aumento de temperatura constante.
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53,5.3,4.240425,4.900062,5.854,0.865382,35.12,Comportamiento esperado.
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54,5.4,4.294713,5.126264,6.129,0.837786,36.34,Comportamiento esperado.
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55,5.5,4.339654,5.426953,6.491,0.799648,38.9,Reduccion minima de resistencia.
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56,5.6,4.395593,5.653655,6.764,0.777478,40.15,Comportamiento esperado.
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57,5.7,4.447851,5.895888,7.054,0.754399,41.5,Comportamiento esperado.
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58,5.8,4.504392,6.131414,7.338,0.734642,42.81,Comportamiento esperado.
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59,5.9,4.559813,6.401224,7.666,0.712335,43.96,Comportamiento esperado.
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60,6,4.611005,6.648669,7.961,0.693523,45.56,Comportamiento esperado.
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61,6.1,4.660961,6.907549,8.273,0.674763,47.03,Reduccion minima de resistencia.
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62,6.2,4.710974,7.161366,8.58,0.657832,48.44,Comportamiento esperado.
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63,6.3,4.765088,7.425892,8.895,0.641686,49.8,Comportamiento esperado.
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64,6.4,4.818415,7.715689,9.256,0.624496,51.55,Reduccion minima de resistencia.
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65,6.5,4.872419,7.981865,9.573,0.610436,52.81,Comportamiento esperado.
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66,6.6,4.924251,8.292228,9.945,0.593839,54.45,Aumento considerable de temperatura.
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67,6.7,4.977632,8.59439,10.312,0.579172,56.23,Los saltos de corriente inyectada son mayores por cada 100mV desde hace varios puntos. La caida de voltaje en los electrodos es mayor.
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68,6.67,4.935428,8.742257,10.486,0.564548,58.03,"Mayor salto de temperatura, la caida de corriente es mayor al igual que la del voltaje. Se termina el experimento debido a la limitacion por parte de la fuente de voltaje."
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No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones
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1,0.11,0.065045,-0.00004,0,-1626.11488,20.71,No conduccion. No burbujeo.
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2,0.2,0.17367,-0.000044,0,-3947.036364,20.73,No conduccion. No burbujeo.
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3,0.3,0.27711,-0.000044,0,-6297.952727,20.78,No conduccion. No burbujeo.
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4,0.4,0.375538,-0.000095,0,-3953.027368,20.82,No conduccion. No burbujeo.
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5,0.5,0.47636,-0.000058,0,-8213.095172,20.85,No conduccion. No burbujeo.
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6,0.6,0.576101,-0.000069,0,-8349.296232,20.92,No conduccion. No burbujeo.
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7,0.7,0.678442,-0.000025,0,-27137.68448,20.98,No conduccion. No burbujeo.
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8,0.8,0.778436,0.000004,0,194609.024,21.04,No conduccion. No burbujeo.
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9,0.9,0.878455,0.000051,0,17224.6149,21.06,No conduccion. No burbujeo.
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10,1,0.978062,0.000044,0,22228.67346,21.12,No conduccion. No burbujeo.
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11,1.1,1.080466,0.000087,0,12419.15402,21.16,No conduccion. No burbujeo.
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12,1.2,1.170356,0.00004,0,29258.898,21.22,No conduccion. No burbujeo.
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13,1.3,1.270094,0.000102,0,12451.90353,21.26,Comienza a estabilizarse la medicion de corriente.
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14,1.4,1.37037,0.0002,0,6851.8496,21.3,Aumento gradual de corriente y reduccion de resistencia. No burbujeo.
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15,1.5,1.46993,0.000327,0,4500.70447,21.35,Comienza conduccion. No burbujeo.
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16,1.6,1.572024,0.000572,0,2749.255376,21.4,Reduccion Gradual de resistencia y aumento de corriente. No burbujeo.
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17,1.7,1.67209,0.000954,0,1752.715002,21.46,Reduccion Gradual de resistencia y aumento de corriente. Pequeño burbujeo en el anodo.
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18,1.8,1.771079,0.00349,0,507.472458,21.7,Se rompe barrera de conduccion. Comienza burbujeo en ambos electrodos.
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19,1.9,1.86904,0.01778,0,105.117973,21.74,Aumento de corriente. Reduccion de Resistencia.
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20,2,1.963844,0.060317,0,32.558613,21.8,Aumento en generacion de burbujeo.
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21,2.1,2.053131,0.129391,0.103,15.867676,21.84,Comportamiento esperado.
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22,2.2,2.139079,0.219729,0.212,9.735058,21.87,Comportamiento esperado.
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23,2.3,2.222608,0.3264,0.341,6.809456,21.97,Comportamiento esperado.
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24,2.4,2.306789,0.443886,0.483,5.196809,22.01,Comportamiento esperado.
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24,2.5,2.387973,0.566724,0.63,4.213641,22.01,Comportamiento esperado.
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26,2.6,2.468012,0.694104,0.784,3.555681,22.2,Comportamiento esperado.
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27,2.7,2.547715,0.826635,0.944,3.08203,22.35,Comienza la reduccion minima de resistencia.
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28,2.8,2.62856,0.963826,1.11,2.727215,22.44,Comportamiento esperado.
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29,2.9,2.707676,1.102625,1.276,2.455665,22.63,Comportamiento esperado.
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30,3,2.785946,1.241795,1.444,2.243484,22.82,Comportamiento esperado.
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31,3.1,2.863542,1.388203,1.62,2.062769,23.17,Comportamiento esperado.
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32,3.2,2.941005,1.533234,1.795,1.918171,23.4,Reduccion minima de resistencia.
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33,3.3,3.020075,1.685696,1.979,1.791589,23.78,Reduccion minima de resistencia.
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34,3.4,3.097227,1.833015,2.156,1.68969,24.05,Reduccion minima de resistencia.
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35,3.5,3.173756,1.981996,2.336,1.601293,24.32,Reduccion minima de resistencia.
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36,3.6,3.250478,2.134103,2.519,1.523112,24.65,Reduccion minima de resistencia.
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37,3.7,3.320238,2.280353,2.697,1.45602,24.96,Reduccion minima de resistencia.
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38,3.8,3.403621,2.452685,2.903,1.387712,25.45,Reduccion minima de resistencia.
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39,3.9,3.477605,2.617374,3.102,1.328662,26.03,Reduccion minima de resistencia.
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40,4,3.551883,2.787093,3.307,1.274404,26.51,Reduccion minima de resistencia.
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41,4.1,3.619044,2.953024,3.506,1.225538,27.31,Reduccion minima de resistencia.
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42,4.2,3.692724,3.116965,3.704,1.184718,27.8,Reduccion minima de resistencia.
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43,4.3,3.766941,3.296778,3.921,1.142613,28.45,Reduccion minima de resistencia.
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44,4.4,3.839638,3.480796,4.144,1.103092,29.15,Comportamiento esperado. Aumento de temperatura gradual.
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45,4.5,3.915488,3.672566,4.375,1.066145,29.83,Comportamiento esperado.
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46,4.6,3.988343,3.862676,4.603,1.032534,30.61,Comportamiento esperado.
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47,4.7,4.059402,4.05256,4.833,1.001688,31.27,Comportamiento esperado.
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48,4.8,4.130662,4.260699,5.084,0.96948,32.24,Comportamiento esperado.
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49,4.9,4.200635,4.515769,5.391,0.930215,33.48,Comportamiento esperado.
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50,5,4.272298,4.731003,5.649,0.903043,34.83,Comportamiento esperado.
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51,5.1,4.331144,4.948553,5.913,0.875234,36.1,Comportamiento esperado.
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52,5.2,4.398042,5.180764,6.192,0.848918,37.23,Comportamiento esperado.
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53,5.3,4.466277,5.418227,6.479,0.824306,38.32,Comportamiento esperado.
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54,5.4,4.532156,5.651544,6.761,0.801932,39.57,Comportamiento esperado.
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55,5.5,4.596924,5.902821,7.063,0.778767,40.87,Comportamiento esperado.
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56,5.6,4.656048,6.171603,7.387,0.754431,42.28,Comportamiento esperado.
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57,5.7,4.718432,6.450437,7.726,0.73149,44.06,La caida de corriente y voltaje en los electrodos vs el inyectado es notable.
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58,5.8,4.784668,6.724007,8.052,0.71158,45.36,Comportamiento esperado.
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59,5.9,4.84307,7.026192,8.417,0.689288,47.28,Comportamiento esperado.
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60,6,4.90763,7.303899,8.753,0.671919,48.5,Comportamiento esperado.
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61,6.1,4.96943,7.621679,9.14,0.652012,50.8,Comportamiento esperado.
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62,6.2,5.02434,7.903296,9.482,0.635727,51.97,Comportamiento esperado.
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63,6.3,5.075841,8.215588,9.85,0.617831,54,Comportamiento esperado.
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64,6.4,5.131717,8.529991,10.222,0.601609,55.73,Comportamiento esperado.
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65,6.44,5.144153,8.742017,10.485,0.58844,57.51,Comportamiento esperado.
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66,6.41,5.111924,8.741939,10.486,0.584759,58.08,Se concluye el experimento debido a la limitacion de la fuente en la inyccion de corriente.
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No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones
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1,0.11,0.063945,-0.000059,0,-1083.820388,23.74,No conduccion. No burbujeo.
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2,0.2,0.17342,-0.000056,0,-3107.887312,23.72,No conduccion. No burbujeo.
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3,0.3,0.275952,-0.000042,0,-6633.456615,23.69,No conduccion. No burbujeo.
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4,0.4,0.375563,-0.000046,0,-8094.032552,23.68,No conduccion. No burbujeo.
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5,0.5,0.475866,-0.000032,0,-14870.7986,23.66,No conduccion. No burbujeo.
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6,0.6,0.575407,-0.000038,0,-15222.39763,23.66,No conduccion. No burbujeo.
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7,0.7,0.677813,-0.00001,0,-66452.21396,23.64,No conduccion. No burbujeo.
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8,0.8,0.777726,-0.000002,0,-486078.592,23.63,No conduccion. No burbujeo.
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9,0.9,0.877682,0.000001,0,626915.9223,23.62,No conduccion. No burbujeo.
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10,1,0.977274,0.00006,0,16342.37175,23.61,No conduccion. No burbujeo.
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11,1.1,1.069931,0.000034,0,31843.17762,23.58,No conduccion. No burbujeo.
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||||||
|
12,1.2,1.169679,0.000038,0,30460.38375,23.57,Comienza a observarse indicios de conduccion. No burbujeo.
|
||||||
|
13,1.3,1.269775,0.000133,0,9532.847207,23.55,Comienza a estabilizarse la medicion de corriente.
|
||||||
|
14,1.4,1.369667,0.000229,0,5970.651648,23.52,Comienza conduccion. No burbujeo.
|
||||||
|
15,1.5,1.469539,0.00039,0,3768.049477,23.52,Conduccion. No burbujeo.
|
||||||
|
16,1.6,1.57202,0.00052,0,3021.952664,23.5,Conduccion. No burbujeo.
|
||||||
|
17,1.7,1.671863,0.001094,0,1527.932151,23.5,Conduccion. No burbujeo.
|
||||||
|
18,1.8,1.7708,0.005252,0,337.141208,23.49,Conduccion. Comienza ligero burbujeo en ánodo poco burbujeo en cátodo
|
||||||
|
19,1.9,1.867518,0.023772,0,78.558903,23.49,"Se rompe por completo barrera de conduccion. Burbujeo en ambos electrodos, mayor cantidad en cátodo."
|
||||||
|
20,2,1.972666,0.075684,0.038,26.064435,23.48,Continua generacion de burbujeo en ambos electrodos.
|
||||||
|
21,2.1,2.052635,0.140107,0.116,14.650457,23.48,Comportamiento esperado. Reduccion de resistencia gradual.
|
||||||
|
22,2.2,2.139445,0.23216,0.227,9.215374,23.48,Comienza reduccion de resistencia en menor valor pero gradual. Aumento de burbujeo.
|
||||||
|
23,2.3,2.224164,0.338867,0.356,6.563539,23.48,"A pesar de ir en aumento la corriente la temperatura se mantiene en el mismo valor, se cree que exista un error con el sensor."
|
||||||
|
24,2.4,2.30931,0.459068,0.5,5.030435,23.52,"Se descarta error de sensor de temperatura, comienza el aumento gradual de temperatura."
|
||||||
|
25,2.5,2.391492,0.583728,0.651,4.096931,23.56,Comportamiento esperado.
|
||||||
|
26,2.6,2.47278,0.712765,0.807,3.469278,23.6,Comportamiento esperado.
|
||||||
|
27,2.7,2.553798,0.847626,0.969,3.012885,23.68,Comportamiento esperado.
|
||||||
|
28,2.8,2.635386,0.992404,1.144,2.655557,23.89,Comportamiento esperado.
|
||||||
|
29,2.9,2.715304,1.133522,1.314,2.395457,24,Comportamiento esperado.
|
||||||
|
30,3,2.794961,1.275504,1.485,2.191261,24.14,Comportamiento esperado.
|
||||||
|
31,3.1,2.874531,1.419531,1.658,2.024986,24.29,Comportamiento esperado.
|
||||||
|
31,3.1,2.87402,1.424752,1.664,2.017207,24.45,Comportamiento esperado.
|
||||||
|
32,3.2,2.951658,1.579442,1.851,1.868797,24.9,Comportamiento esperado.
|
||||||
|
33,3.3,3.03234,1.733893,2.037,1.748863,25.04,Comportamiento esperado.
|
||||||
|
34,3.4,3.110797,1.883478,2.218,1.651624,25.42,Comportamiento esperado.
|
||||||
|
35,3.5,3.188753,2.035594,2.401,1.566497,25.68,Comportamiento esperado.
|
||||||
|
36,3.6,3.266842,2.190737,2.587,1.491207,26.01,Comportamiento esperado.
|
||||||
|
37,3.7,3.345383,2.349444,2.779,1.423904,26.41,Comportamiento esperado.
|
||||||
|
38,3.8,3.421973,2.515422,2.979,1.360397,26.85,Comportamiento esperado.
|
||||||
|
39,3.9,3.498032,2.677164,3.174,1.306618,27.35,Comportamiento esperado.
|
||||||
|
40,4,3.574113,2.845664,3.379,1.255986,27.76,Comportamiento esperado.
|
||||||
|
41,4.1,3.643433,3.005322,3.57,1.212327,28.32,Comportamiento esperado.
|
||||||
|
42,4.2,3.718105,3.179455,3.779,1.169416,28.93,Comportamiento esperado.
|
||||||
|
43,4.3,3.792552,3.356201,3.994,1.130013,29.52,Comportamiento esperado.
|
||||||
|
44,4.4,3.86575,3.536789,4.21,1.093011,30.21,Comportamiento esperado.
|
||||||
|
45,4.5,3.94081,3.727784,4.441,1.057145,30.89,Comportamiento esperado.
|
||||||
|
46,4.6,4.013449,3.91525,4.667,1.025081,31.7,Comportamiento esperado.
|
||||||
|
47,4.7,4.083085,4.10475,4.896,0.994722,32.49,Comportamiento esperado.
|
||||||
|
48,4.8,4.153548,4.30406,5.133,0.96503,33.38,Comportamiento esperado.
|
||||||
|
49,4.9,4.222494,4.514642,5.39,0.935289,34.26,Comportamiento esperado.
|
||||||
|
50,5,4.29437,4.721777,5.642,0.909482,35.21,Comportamiento esperado.
|
||||||
|
51,5.1,4.362999,4.933417,5.897,0.884377,36.03,Comienza aumento considerable tanto en temperatura como en corriente inyectada. La caida de tension y corriente en los electrodos vs los valores inyectados es mayor.
|
||||||
|
52,5.2,4.418636,5.238054,6.262,0.843564,37.24,Comportamiento esperado.
|
||||||
|
53,5.3,4.48326,5.477636,6.552,0.818466,39.62,Comportamiento esperado.
|
||||||
|
54,5.4,4.53848,5.722341,6.84,0.793116,41.06,Comportamiento esperado.
|
||||||
|
55,5.5,4.572586,5.888668,7.048,0.776506,42.45,Comportamiento esperado.
|
||||||
|
56,5.6,4.636455,6.143557,7.355,0.754686,43.72,Comportamiento esperado.
|
||||||
|
57,5.7,4.695359,6.408135,7.673,0.732718,45.01,Comportamiento esperado.
|
||||||
|
58,5.8,4.757674,6.670265,7.99,0.713266,46.64,Comportamiento esperado.
|
||||||
|
59,5.9,4.814896,6.946387,8.317,0.693151,48.17,Comportamiento esperado.
|
||||||
|
60,6,4.871847,7.216427,8.638,0.675105,49.58,Comportamiento esperado.
|
||||||
|
61,6.1,4.92695,7.50932,9,0.656111,51.42,Comportamiento esperado.
|
||||||
|
62,6.2,4.982818,7.793722,9.34,0.639337,53.06,Comportamiento esperado.
|
||||||
|
63,6.3,5.031604,8.159107,9.783,0.616686,55.73,Se observa poca generacion de gas y elevacion de temperatura. La reduccion de la resistencia es menor
|
||||||
|
64,6.4,5.087146,8.447416,10.128,0.602213,57.39,Comportamiento esperado.
|
||||||
|
65,6.46,5.092074,8.742147,10.485,0.582474,60.47,Comportamiento esperado.
|
||||||
|
66,6.42,5.061872,8.742112,10.485,0.579022,61.61,Se concluye el experimento debido a la limitacion de inyeccion de corriente por parte de la fuente de voltaje.
|
||||||
|
@ -0,0 +1,69 @@
|
|||||||
|
No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones
|
||||||
|
1,0.11,0.071377,-0.000025,0,-2878.087535,19.66,No conduccion. No burbujeo.
|
||||||
|
2,0.2,0.171266,-0.000011,0,-15569.66167,19.69,No conduccion. No burbujeo.
|
||||||
|
3,0.3,0.273748,-0.000025,0,-11127.96904,19.72,No conduccion. No burbujeo.
|
||||||
|
4,0.4,0.373436,-0.000023,0,-16378.75172,19.75,No conduccion. No burbujeo.
|
||||||
|
5,0.5,0.473477,-0.000024,0,-19565.1639,19.78,No conduccion. No burbujeo.
|
||||||
|
6,0.6,0.57308,-0.000028,0,-20178.86963,19.82,No conduccion. No burbujeo.
|
||||||
|
7,0.7,0.675544,-0.000025,0,-27461.15486,19.84,No conduccion. No burbujeo.
|
||||||
|
8,0.8,0.775504,0.000026,0,29599.38345,19.88,No conduccion. No burbujeo.
|
||||||
|
9,0.9,0.875349,0.000024,0,36472.87733,19.91,Tiende a querer estabilizarse la medicion de corriente.
|
||||||
|
10,1,0.975099,0.000042,0,23106.62248,19.97,No conduccion. No burbujeo.
|
||||||
|
11,1.1,1.077321,0.000049,0,21808.1153,20,No conduccion. No burbujeo.
|
||||||
|
12,1.2,1.177344,0.000111,0,10568.61788,20.04,Comienza a querer estabilizarse la medicion de corriente. No burbujeo.
|
||||||
|
13,1.3,1.277626,0.000233,0,5488.082887,20.08,"Comienza a ahber conduccion, minima pero perceptible."
|
||||||
|
14,1.4,1.377381,0.000309,0,4463.322463,20.12,Comienza la conduccion. No burbujeo.
|
||||||
|
15,1.5,1.477365,0.000519,0,2847.65724,20.16,Conduccion. No burbujeo.
|
||||||
|
16,1.6,1.56968,0.000634,0,2474.275612,20.22,Conduccion. Se forma una ligera capa de burbujeo en el ánodo.
|
||||||
|
17,1.7,1.669725,0.000958,0,1743.655505,20.16,Conduccion. No burbujeo.
|
||||||
|
18,1.8,1.768868,0.003779,0,468.078234,20.3,Se rompe barrera de conduccion por completo. Existe una caida de resistencia. Burbujeo en ambos electrodos pero mayor generacion en el anodo.
|
||||||
|
19,1.9,1.875398,0.020837,0,90.004151,20.39,Aumento de generacion de burbujeo en ambos electrodos.
|
||||||
|
20,2,1.97174,0.062808,0.023,31.393342,20.43,Mayor generacion de burbujeo en catodo.
|
||||||
|
21,2.1,2.061206,0.129731,0.104,15.888281,20.5,Mayor generacion en el catodo.
|
||||||
|
22,2.2,2.148407,0.215169,0.207,9.984761,20.56,Comportamiento esperado.
|
||||||
|
23,2.3,2.225064,0.302712,0.312,7.350437,20.6,Comportamiento esperado.
|
||||||
|
24,2.4,2.310868,0.411295,0.442,5.618522,20.66,Comportamiento esperado.
|
||||||
|
25,2.5,2.394008,0.523504,0.578,4.573042,20.73,Comportamiento esperado.
|
||||||
|
26,2.6,2.47545,0.639735,0.719,3.869496,20.81,Comportamiento esperado.
|
||||||
|
27,2.7,2.557382,0.761137,0.864,3.35995,20.92,Comportamiento esperado.
|
||||||
|
28,2.8,2.640154,0.887556,1.017,2.974635,21.04,Comportamiento esperado.
|
||||||
|
29,2.9,2.721015,1.014354,1.169,2.68251,21.17,Comienza la reduccion de resistencia de manera gradual pero minima.
|
||||||
|
30,3,2.801336,1.14399,1.326,2.448742,21.35,Comportamiento esperado.
|
||||||
|
31,3.1,2.88115,1.275575,1.485,2.258707,21.53,Comportamiento esperado.
|
||||||
|
32,3.2,2.960925,1.408058,1.645,2.102843,21.73,Comportamiento esperado.
|
||||||
|
33,3.3,3.042283,1.546887,1.813,1.966713,21.97,Comportamiento esperado.
|
||||||
|
34,3.4,3.12189,1.683892,1.977,1.853973,22.24,Comportamiento esperado.
|
||||||
|
35,3.5,3.200948,1.819091,2.14,1.759642,22.64,Comportamiento esperado.
|
||||||
|
36,3.6,3.274031,2.000047,2.358,1.636977,23.45,Comportamiento esperado.
|
||||||
|
37,3.7,3.354132,2.143159,2.531,1.565041,23.77,Comportamiento esperado.
|
||||||
|
38,3.8,3.431477,2.286062,2.703,1.501043,24.18,Comportamiento esperado.
|
||||||
|
39,3.9,3.508808,2.435953,2.884,1.440425,24.71,Comportamiento esperado.
|
||||||
|
40,4,3.585625,2.590207,3.068,1.384301,25.27,Comportamiento esperado.
|
||||||
|
41,4.1,3.655281,2.737896,3.248,1.335069,,
|
||||||
|
42,4.2,3.729063,2.906598,3.452,1.282965,26.64,Comportamiento esperado.
|
||||||
|
43,4.3,3.79818,3.108051,3.694,1.222046,28.18,Comportamiento esperado.
|
||||||
|
44,4.4,3.871757,3.27529,3.896,1.182111,28.8,Comportamiento esperado.
|
||||||
|
45,4.5,3.947648,3.446555,4.104,1.145389,29.45,Comienza la reduccion minima de resistencia y el aumento persistente de temperatura.
|
||||||
|
46,4.6,4.019913,3.624268,4.318,1.109165,30.22,Comportamiento esperado.
|
||||||
|
47,4.7,4.091577,3.805614,4.534,1.075143,30.96,Comportamiento esperado.
|
||||||
|
48,4.8,4.161322,3.988808,4.756,1.043249,31.89,Comportamiento esperado.
|
||||||
|
49,4.9,4.231943,4.182611,4.99,1.011794,32.83,Comportamiento esperado.
|
||||||
|
50,5,4.293858,4.441077,5.302,0.966851,34.96,Comportamiento esperado.
|
||||||
|
51,5.1,4.36153,4.639852,5.54,0.940015,35.85,Comportamiento esperado.
|
||||||
|
52,5.2,4.422799,4.896,5.846,0.903349,37.71,Comportamiento esperado.
|
||||||
|
53,5.3,4.479412,5.079791,6.073,0.88181,38.74,Comportamiento esperado.
|
||||||
|
54,5.4,4.548135,5.299285,6.333,0.858254,39.72,Comportamiento esperado.
|
||||||
|
55,5.5,4.612385,5.516698,6.6,0.836077,40.94,Comportamiento esperado.
|
||||||
|
56,5.6,4.674907,5.751841,6.881,0.812767,42.21,Comportamiento esperado.
|
||||||
|
57,5.7,4.736128,5.987678,7.166,0.790979,43.52,Comportamiento esperado.
|
||||||
|
58,5.9,4.872263,6.401366,7.659,0.761129,44.87,Reduccion del valor de la resistencia desde puntos ateriores de manera minima.
|
||||||
|
59,5.9,4.860724,6.473972,7.75,0.75081,46.1,Comportamiento esperado.
|
||||||
|
60,6,4.917184,6.737532,8.073,0.72982,47.68,Comportamiento esperado.
|
||||||
|
61,6.1,4.973516,7.00213,8.387,0.710286,49.35,La caida de tension y corriente en los electrodos respecto a los valores inyectados es mayor.
|
||||||
|
62,6.2,5.027981,7.275096,8.717,0.691122,50.96,La reduccion de la resistencia es minima pero gradual. El aumento de la temperatura es mayor.
|
||||||
|
63,6.3,5.070104,7.699386,9.225,0.658508,53.73,Comportamiento esperado.
|
||||||
|
64,6.4,5.114693,7.949113,9.532,0.643429,56.01,Comportamiento esperado.
|
||||||
|
65,6.5,5.169783,8.226483,9.861,0.628432,57.92,Comportamiento esperado.
|
||||||
|
66,6.6,5.221518,8.505132,10.185,0.613926,59.77,Comportamiento esperado.
|
||||||
|
67,6.7,5.25577,8.742863,10.493,0.60115,61.84,Comportamiento esperado.
|
||||||
|
68,6.65,5.225774,8.742061,10.485,0.597774,62.73,Se concluye la experimentacion por limitacion de inyeccion de corriente por parte de la fuente de voltaje.
|
||||||
|
Binary file not shown.
@ -0,0 +1,63 @@
|
|||||||
|
No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones
|
||||||
|
1,0.11,0.060631,-0.000081,0,-750.389513,22.2,No conduccion. No burbujeo.
|
||||||
|
2,0.2,0.170166,-0.000054,0,-3162.93716,22.22,No conduccion. No burbujeo.
|
||||||
|
3,0.3,0.272754,-0.000052,0,-5205.228092,22.22,No conduccion. No burbujeo.
|
||||||
|
4,0.4,0.372435,-0.000036,0,-10461.64944,22.22,No conduccion. No burbujeo.
|
||||||
|
5,0.5,0.47236,-0.000045,0,-10496.89429,22.22,No conduccion. No burbujeo.
|
||||||
|
6,0.6,0.572297,-0.000012,0,-49335.96469,22.22,No conduccion. No burbujeo.
|
||||||
|
7,0.7,0.674563,0.000027,0,25359.5289,22.22,No conduccion. No burbujeo.
|
||||||
|
8,0.8,0.774332,0.000135,0,5752.84151,22.22,No conduccion. No burbujeo.
|
||||||
|
9,0.9,0.874634,0.000272,0,3213.202575,22.22,La medicion de corriente tiende a estabilizarse. No burbujeo.
|
||||||
|
10,1,0.973929,0.000285,0,3412.506461,22.22,Existe conduccion. No burbujeo.
|
||||||
|
11,1.1,1.076583,0.000346,0,3115.111481,22.22,Conduccion. No burbujeo.
|
||||||
|
12,1.2,1.176381,0.000303,0,3887.576788,22.22,Conduccion. No burbujeo.
|
||||||
|
13,1.3,1.276591,0.000327,0,3901.561956,22.23,"Variacion en medicion de corriente, sin embargo, esta estabilizada por lo que si hay conduccion."
|
||||||
|
14,1.4,1.376588,0.000251,0,5484.415745,22.23,Variacion de medicion de corriente y resistencia. No burbujeo.
|
||||||
|
15,1.5,1.476524,0.000266,0,5559.200843,22.24,Variacion en medicion de corriente. No burbujeo.
|
||||||
|
16,1.6,1.579073,0.000378,0,4173.0263,22.23,Reduccion de resistencia. No burbujeo.
|
||||||
|
17,1.7,1.668917,0.000456,0,3658.300465,22.24,Conduccion. No burbujeo.
|
||||||
|
18,1.8,1.778809,0.000968,0,1837.992412,22.24,Conduccion. No burbujeo.
|
||||||
|
19,1.9,1.877742,0.005931,0,316.619145,22.24,Comienza la generacion de burbujeo en catodo.
|
||||||
|
20,2,1.977506,0.022443,0,88.112391,22.24,Comienza minima generacion en anodo. Generacion en catodo en aumento.
|
||||||
|
21,2.1,2.070984,0.06875,0.03,30.123584,22.25,Generacion en aumento en ambos electrodos.
|
||||||
|
22,2.2,2.159911,0.154944,0.134,13.939911,22.26,Generacion en aumento. Mayormente en catodo.
|
||||||
|
23,2.3,2.244628,0.269315,0.272,8.334578,22.27,Caida de resistencia. Aumento de corriente. Temperatura constante.
|
||||||
|
24,2.4,2.319947,0.402356,0.433,5.765907,22.3,Reduccion de resistenia. Temperatur estable.
|
||||||
|
25,2.5,2.400948,0.549677,0.61,4.367922,22.32,Comportamiento esperado.
|
||||||
|
26,2.6,2.4808,0.703862,0.797,3.524554,22.37,Comportamiento esperado.
|
||||||
|
27,2.7,2.559732,0.869048,0.994,2.945445,22.44,Comportamiento esperado.
|
||||||
|
28,2.8,2.639879,1.039263,1.2,2.540146,22.52,Mayor generacion de gas.
|
||||||
|
29,2.9,2.717518,1.208954,1.406,2.247826,22.62,Comportamiento esperado.
|
||||||
|
30,3,2.795036,1.381764,1.612,2.022803,22.74,Comportamiento esperado.
|
||||||
|
31,3.1,2.872401,1.558104,1.825,1.843523,22.88,Comienza aumento de temperatura gradual.
|
||||||
|
32,3.2,2.94968,1.733041,2.037,1.702026,23.09,Comienza reduccion de resistencia minima pero gradual.
|
||||||
|
33,3.3,3.028209,1.918418,2.259,1.578493,23.28,Comportamiento esperado.
|
||||||
|
34,3.4,3.103931,2.097975,2.472,1.479489,23.51,Comportamiento esperado.
|
||||||
|
35,3.5,3.181354,2.278946,2.692,1.395976,23.87,Comportamiento esperado.
|
||||||
|
36,3.6,3.259545,2.468783,2.983,1.320304,24.09,"Aumento en la generacion de gas, reduccion minima de resistencia pero constante. Minimo aumento de temperatura pero contante."
|
||||||
|
37,3.7,3.330772,2.674761,3.181,1.24526,24.5,Comportamiento esperado.
|
||||||
|
38,3.8,3.40616,2.867019,3.403,1.188049,24.9,Comportamiento esperado.
|
||||||
|
39,3.9,3.482162,3.053368,3.648,1.140433,25.3,Comportamiento esperado.
|
||||||
|
40,4,3.555955,3.260878,3.889,1.09049,25.74,Comportamiento esperado.
|
||||||
|
41,4.1,3.627744,3.481162,4.121,1.042107,26.18,Comportamiento esperado.
|
||||||
|
42,4.2,3.692159,3.670535,4.377,1.005891,26.75,Comportamiento esperado.
|
||||||
|
43,4.3,3.765306,3.881032,4.625,0.970182,27.32,Comportamiento esperado.
|
||||||
|
44,4.4,3.834869,4.10674,4.898,0.933799,27.92,Comportamiento esperado.
|
||||||
|
45,4.5,3.906666,4.335932,5.17,0.900998,28.58,Comportamiento esperado.
|
||||||
|
46,4.6,3.977351,4.559896,5.432,0.872246,29.29,Comportamiento esperado.
|
||||||
|
47,4.7,4.044175,4.801459,5.726,0.84228,30.03,Comportamiento esperado.
|
||||||
|
48,4.8,4.11324,5.024245,6.019,0.818678,30.95,Comportamiento esperado.
|
||||||
|
49,4.9,4.179646,5.277251,6.317,0.792012,31.85,Comportamiento esperado.
|
||||||
|
50,5,4.248075,5.527438,6.616,0.768543,32.83,Comportamiento esperado.
|
||||||
|
51,5.1,4.31508,5.732119,6.863,0.75279,33.8,Comportamiento esperado.
|
||||||
|
52,5.2,4.380259,5.995205,7.176,0.730627,34.92,Comportamiento esperado.
|
||||||
|
53,5.3,4.441539,6.279366,7.51,0.707323,36.08,Comportamiento esperado.
|
||||||
|
54,5.4,4.498174,6.529872,7.821,0.688861,37.27,Comportamiento esperado.
|
||||||
|
55,5.5,4.559226,6.802436,8.14,0.670234,38.56,Comportamiento esperado.
|
||||||
|
56,5.6,4.622879,7.061676,8.456,0.654643,39.71,Reduccion minima de resistencia.
|
||||||
|
57,5.7,4.681428,7.364467,8.793,0.635678,41.24,Comportamiento esperado.
|
||||||
|
58,5.8,4.746152,7.607451,9.091,0.623882,42.66,Comportamiento esperado.
|
||||||
|
59,5.9,4.795626,7.963259,9.499,0.602219,44.07,Comportamiento esperado.
|
||||||
|
60,6,4.853201,8.291566,9.905,0.585318,46.16,Elevacion de temperatura pero no abrupta.
|
||||||
|
61,6.1,4.90944,8.582429,10.267,0.572034,47.14,Comportamiento esperado.
|
||||||
|
62,6.12,4.909025,8.742168,10.485,0.561534,49.46,Se concluye la experimentacion debido a la limitacion por parte de la fuente de voltaje.
|
||||||
|
@ -0,0 +1,63 @@
|
|||||||
|
No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones
|
||||||
|
1,0.11,0.071411,-0.000032,0,-2231.5838,19.15,No conduccion. No burbujeo.
|
||||||
|
2,0.2,0.171707,-0.000025,0,-6979.961886,19.15,No conduccion. No burbujeo.
|
||||||
|
3,0.3,0.274213,-0.000038,0,-7254.324995,19.19,No conduccion. No burbujeo.
|
||||||
|
4,0.4,0.373941,-0.000026,0,-14607.08925,19.24,No conduccion. No burbujeo.
|
||||||
|
5,0.5,0.474127,-0.000035,0,-13624.33195,19.25,No conduccion. No burbujeo.
|
||||||
|
6,0.6,0.573623,-0.000014,0,-40973.06423,19.28,No conduccion. No burbujeo.
|
||||||
|
7,0.7,0.675953,-0.000013,0,-51996.39729,19.29,No conduccion. No burbujeo.
|
||||||
|
8,0.8,0.775879,0.000022,0,34637.472,19.32,No conduccion. No burbujeo.
|
||||||
|
9,0.9,0.875865,0.000024,0,36192.75901,19.31,No conduccion. No burbujeo.
|
||||||
|
10,1,0.975395,0.000073,0,13398.2764,19.36,No conduccion. No burbujeo.
|
||||||
|
11,1.1,1.077856,0.000066,0,16281.81221,19.41,No conduccion. No burbujeo.
|
||||||
|
12,1.2,1.177535,0.000084,0,14051.73098,19.43,Comienza a establizarse la medicion de corriente. No burbujeo.
|
||||||
|
13,1.3,1.277497,0.000215,0,5930.810919,19.46,Conduccion. No burbujeo.
|
||||||
|
14,1.4,1.377516,0.00031,0,4440.735113,19.48,Conduccion. No burbujeo.
|
||||||
|
15,1.5,1.477383,0.000475,0,3112.902149,19.51,Conduccion. No burbujeo.
|
||||||
|
16,1.6,1.569536,0.000702,0,2235.169695,19.53,Conduccion. No burbujeo.
|
||||||
|
17,1.7,1.669461,0.001438,0,1160.960356,19.57,Conduccion. No burbujeo.
|
||||||
|
18,1.8,1.768641,0.006534,0,270.699341,19.67,Se rompe barrera de conduccion por completo. Generacion de burbujeo en ambos electrodos por igual.
|
||||||
|
19,1.9,1.865244,0.025036,0,74.501871,19.71,Caida abrupta de resistencia. Aumento de generacion de burbujeo.
|
||||||
|
20,2,1.960998,0.073199,0.036,26.789877,19.74,Mayor burbujeo en catodo. Caida de resistencia.
|
||||||
|
21,2.1,2.050723,0.151363,0.13,13.548341,19.78,Aumento en la generacion de burbujeo.
|
||||||
|
22,2.2,2.13742,0.25165,0.251,8.493637,19.83,Comienza reduccion en el valor de disminucion de la resistencia.
|
||||||
|
23,2.3,2.221734,0.370698,0.394,5.993381,19.9,Comportamiento esperado.
|
||||||
|
24,2.4,2.3065,0.504719,0.556,4.569866,20,Comportamiento esperado.
|
||||||
|
25,2.5,2.388456,0.644464,0.724,3.70611,20.04,Comportamiento esperado.
|
||||||
|
26,2.6,2.46919,0.790421,0.9,3.12389,20,Comportamiento esperado.
|
||||||
|
27,2.7,2.549585,0.941007,1.082,2.709421,20.31,Comportamiento esperado.
|
||||||
|
28,2.8,2.631209,1.0986,1.272,2.395056,20.44,Comportamiento esperado.
|
||||||
|
29,2.9,2.710676,1.256367,1.462,2.157552,20.58,Comportamiento esperado.
|
||||||
|
30,3,2.789372,1.419592,1.658,1.964911,20.88,Comportamiento esperado.
|
||||||
|
31,3.1,2.86774,1.58285,1.856,1.811757,21.06,Comportamiento esperado.
|
||||||
|
32,3.2,2.945742,1.748351,2.056,1.684869,21.34,Comportamiento esperado.
|
||||||
|
33,3.3,3.024625,1.93125,2.275,1.566149,21.95,Comportamiento esperado.
|
||||||
|
34,3.4,3.101336,2.107909,2.488,1.471286,22.32,Comportamiento esperado. Comienza salida del gas.
|
||||||
|
35,3.5,3.178265,2.280837,2.696,1.393464,22.64,Comportamiento esperado.
|
||||||
|
36,3.6,3.254932,2.459219,2.911,1.323563,23.03,Comportamiento esperado.
|
||||||
|
37,3.7,3.324892,2.627775,3.114,1.265288,23.38,Comportamiento esperado.
|
||||||
|
38,3.8,3.40886,2.827282,3.357,1.205702,23.74,Comportamiento esperado.
|
||||||
|
39,3.9,3.484138,3.012285,3.579,1.156643,24.2,Comportamiento esperado.
|
||||||
|
40,4,3.558618,3.205807,3.811,1.110054,24.69,Comportamiento esperado.
|
||||||
|
41,4.1,3.626063,3.390951,4.035,1.069335,25.36,Comportamiento esperado.
|
||||||
|
42,4.2,3.699651,3.588389,4.274,1.031006,25.95,Comportamiento esperado.
|
||||||
|
43,4.3,3.771993,3.796273,4.524,0.993604,26.61,Comportamiento esperado.
|
||||||
|
44,4.4,3.843978,4.006354,4.778,0.959471,27.37,Comportamiento esperado.
|
||||||
|
45,4.5,3.916112,4.226808,5.044,0.926494,28.4,Comportamiento esperado.
|
||||||
|
46,4.6,3.987067,4.441632,5.301,0.897658,29.21,Comportamiento esperado.
|
||||||
|
47,4.7,4.056518,4.6661,5.574,0.869359,30.05,Comportamiento esperado.
|
||||||
|
48,4.8,4.122408,4.915189,5.877,0.838708,31.1,Comportamiento esperado.
|
||||||
|
49,4.9,4.18918,5.165197,6.174,0.81104,32.26,Comportamiento esperado.
|
||||||
|
50,5,4.257487,5.413556,6.474,0.786449,33.3,Comportamiento esperado.
|
||||||
|
51,5.1,4.322457,5.669976,6.784,0.762341,34.44,Comportamiento esperado.
|
||||||
|
52,5.2,4.379079,5.981176,7.161,0.732143,36.14,Comportamiento esperado.
|
||||||
|
53,5.3,4.43493,6.228854,7.459,0.711998,37.66,Comportamiento esperado.
|
||||||
|
54,5.4,4.500146,6.499879,7.783,0.692343,38.81,Reduccion minima de resistencia pero gradual. Diferencial de voltaje en electrodos e inyectado de 1V apox.
|
||||||
|
55,5.5,4.558581,6.787615,8.133,0.671603,40.13,Comportamiento esperado.
|
||||||
|
56,5.6,4.615729,7.097598,8.505,0.650323,41.66,Aumento gradual de temperatura.
|
||||||
|
57,5.7,4.670354,7.4184,8.891,0.629564,43.08,Comportamiento esperado.
|
||||||
|
58,5.8,4.729412,7.720557,9.245,0.612574,44.51,Comportamiento esperado.
|
||||||
|
59,5.9,4.785159,8.056216,9.647,0.593971,46.35,Comportamiento esperado.
|
||||||
|
60,6,4.833797,8.417311,10.074,0.574269,48.13,Comportamiento esperado.
|
||||||
|
61,6.1,4.893417,8.69013,10.411,0.563101,49.79,Comportamiento esperado.
|
||||||
|
62,6.09,4.855493,8.742171,10.485,0.55541,51.04,Se concluye la experimentacion debido a su limitacion por parte de la fuente de voltaje.
|
||||||
|
@ -0,0 +1,64 @@
|
|||||||
|
No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones
|
||||||
|
1,0.11,0.069508,-0.000057,0,-1223.737352,24.45,No Conduccion. No burbujeo.
|
||||||
|
2,0.2,0.169355,-0.000057,0,-2981.607042,21.44,No conduccion. No burbujeo.
|
||||||
|
3,0.3,0.272143,-0.000057,0,-4791.256676,21.43,No conduccion. No burbujeo.
|
||||||
|
4,0.4,0.371924,-0.000036,0,-10388.94051,21.44,No conduccion. No burbujeo.
|
||||||
|
5,0.5,0.47204,-0.000044,0,-10631.52058,21.44,No conduccion. No burbujeo.
|
||||||
|
6,0.6,0.571759,-0.000036,0,-15794.4465,21.43,No conduccion. No burbujeo.
|
||||||
|
7,0.7,0.674145,-0.000026,0,-25730.73344,21.43,No conduccion. No burbujeo.
|
||||||
|
8,0.8,0.774018,-0.000009,0,-82342.3183,21.43,No conduccion. No burbujeo.
|
||||||
|
9,0.9,0.874436,-0.000007,0,-118167.0538,21.44,No conduccion. No burbujeo.
|
||||||
|
10,1,0.973875,0.000034,0,28310.33005,21.44,No conduccion. No burbujeo.
|
||||||
|
11,1.1,1.076361,0.000086,0,12457.88056,21.44,La medicion de corriente comienza a estabilizarse. No Burbujeo.
|
||||||
|
12,1.2,1.176123,0.000129,0,9117.230264,21.44,Conduccion. No burbujeo.
|
||||||
|
13,1.3,1.276246,0.000239,0,5344.411792,21.44,Conduccion. No burbujeo.
|
||||||
|
14,1.4,1.376281,0.000373,0,3693.723328,21.43,Conduccion. No burbujeo.
|
||||||
|
15,1.5,1.476276,0.000629,0,2345.529482,21.45,Conduccion. No burbujeo.
|
||||||
|
16,1.6,1.578884,0.000846,0,1865.410888,21.45,Conduccion. No burbujeo.
|
||||||
|
17,1.7,1.678501,0.001521,0,1103.841368,21.46,Conduccion. No burbujeo.
|
||||||
|
18,1.8,1.77806,0.006359,0,279.604353,21.47,Se rompe barrera de conduccion. Generacion de burbujeo en ambos electrodos.
|
||||||
|
19,1.9,1.874315,0.026731,0,70.117641,21.48,Generacio de burbujeo en aumento.
|
||||||
|
20,2,1.970435,0.077044,0.04,25.575582,21.5,Generacion en aumento.
|
||||||
|
21,2.1,2.060146,0.154934,0.134,13.296929,21.5,Caida de resistencia de manera gradual y abrupta.
|
||||||
|
22,2.2,2.147286,0.256737,0.257,8.363743,21.52,Generacion en aumento.
|
||||||
|
23,2.3,2.232013,0.373717,0.397,5.972469,21.54,Generacion en aumento.
|
||||||
|
24,2.4,2.309358,0.491358,0.54,4.699947,21.59,Generacion en aumento.
|
||||||
|
25,2.5,2.392334,0.625905,0.701,3.822199,21.66,Generacion en aumento.
|
||||||
|
26,2.6,2.47447,0.765218,0.87,3.233681,21.74,Generacion en aumento.
|
||||||
|
27,2.7,2.556184,0.909588,1.043,2.810266,21.87,Generacion en aumento.
|
||||||
|
28,2.8,2.639088,1.061076,1.226,2.48718,22.02,Comienza a disminuir la variacion del valor de la resistencia.
|
||||||
|
29,2.9,2.719785,1.212108,1.408,2.243847,22.2,Comportamiento esperado.
|
||||||
|
30,3,2.800278,1.364923,1.592,2.051602,22.3,Comportamiento esperado.
|
||||||
|
31,3.1,2.880319,1.520622,1.78,1.894172,22.54,Comportamiento esperado.
|
||||||
|
32,3.2,2.960316,1.676998,1.969,1.765247,22.79,Comportamiento esperado.
|
||||||
|
33,3.3,3.04201,1.84078,2.166,1.652566,23.05,Comportamiento esperado.
|
||||||
|
34,3.4,3.121244,2.004019,2.363,1.557492,23.32,Comportamiento esperado.
|
||||||
|
35,3.5,3.200177,2.166627,2.558,1.477032,23.63,Comportamiento esperado.
|
||||||
|
36,3.6,3.277867,2.340596,2.769,1.400441,24.15,Reduccion minima de resistencia.
|
||||||
|
37,3.7,3.35785,2.514661,2.979,1.335309,24.53,Reduccion minima de resistencia.
|
||||||
|
38,3.8,3.435636,2.688343,3.187,1.277976,24.95,Comportamiento esperado.
|
||||||
|
39,3.9,3.512878,2.863289,3.399,1.226868,25.33,Comportamiento esperado.
|
||||||
|
40,4,3.589987,3.043559,3.618,1.179536,25.9,Comienza aumento de temperatura de manera gradual y conistente.
|
||||||
|
41,4.1,3.667291,3.221452,3.828,1.138397,26.41,Comportamiento esperado.
|
||||||
|
42,4.2,3.734763,3.406622,4.054,1.096325,27.12,Comportamiento esperado.
|
||||||
|
43,4.3,3.809863,3.599799,4.288,1.058354,27.77,Comportamiento esperado.
|
||||||
|
44,4.4,3.883818,3.794654,4.522,1.023497,28.41,Comportamiento esperado.
|
||||||
|
45,4.5,3.957108,4.022107,4.796,0.98384,29.52,Comportamiento esperado.
|
||||||
|
46,4.6,4.027993,4.239698,5.059,0.950066,30.36,Comportamiento esperado.
|
||||||
|
47,4.7,4.098322,4.464685,5.326,0.917942,31.55,Comportamiento esperado.
|
||||||
|
48,4.8,4.168437,4.689198,5.599,0.888944,32.6,Comportamiento esperado.
|
||||||
|
49,4.9,4.23705,4.91968,5.88,0.861245,33.65,Comportamiento esperado.
|
||||||
|
50,5,4.307404,5.156041,6.161,0.835409,34.64,Comportamiento esperado.34
|
||||||
|
51,5.1,4.373152,5.408954,6.468,0.808502,35.6,Comportamiento esperado.
|
||||||
|
52,5.2,4.441079,5.657048,6.765,0.785052,37.02,Comportamiento esperado.
|
||||||
|
53,5.3,4.503667,5.924735,7.093,0.760147,38.14,Comportamiento esperado.
|
||||||
|
54,5.4,4.557118,6.210284,7.443,0.733802,40.01,Comportamiento esperado.
|
||||||
|
55,5.5,4.618752,6.484861,7.759,0.712236,41.5,Comportamiento esperado.
|
||||||
|
56,5.6,4.680364,6.769042,8.109,0.691437,43.04,Comportamiento esperado.
|
||||||
|
57,5.7,4.735871,7.073796,8.478,0.669495,44.77,Comportamiento esperado.
|
||||||
|
58,5.8,4.795946,7.382557,8.848,0.649632,46.55,Comportamiento esperado.
|
||||||
|
59,5.9,4.849091,7.731173,9.272,0.627213,48.2,Comportamiento esperado. Aumemto onstane de la temperatura
|
||||||
|
60,6,4.892689,8.131779,9.752,0.601675,51.76,Comportamiento esperado.
|
||||||
|
61,6.1,4.949247,8.444753,10.124,0.586074,53.45,Comportamiento esperado.
|
||||||
|
62,6.2,4.996218,8.741946,10.485,0.571522,55.33,Comportamiento esperado.
|
||||||
|
63,6.16,4.967494,8.742119,10.485,0.568225,56.18,Se concluye experimento debido a la limitacion por parte de la fuente de voltaje al no entregar mas corriente.
|
||||||
|
@ -0,0 +1,64 @@
|
|||||||
|
No Muestra,Voltaje Inyectado (V),Voltaje Electrodos (V),Corriente Electrodos (A),Corriente Inyectada (A),Resistencia,Temperatura,Observaciones
|
||||||
|
1,0.11,0.069373,-0.000049,0,-1404.315336,17.72,No conduccion. No burbujeo.
|
||||||
|
2,0.19,0.169591,-0.000036,0,-4684.821923,17.74,No conduccion. No burbujeo.
|
||||||
|
3,0.3,0.272082,-0.000065,0,-4198.791506,17.88,No conduccion. No burbujeo.
|
||||||
|
4,0.4,0.371989,-0.000079,0,-4732.687389,17.94,No conduccion. No burbujeo.
|
||||||
|
5,0.5,0.472338,-0.000056,0,-8434.612114,18,No conduccion. No burbujeo.
|
||||||
|
6,0.6,0.572012,-0.000041,0,-14019.90118,18.06,No conduccion. No burbujeo.
|
||||||
|
7,0.7,0.674112,-0.000049,0,-13645.98905,18.14,No conduccion. No burbujeo.
|
||||||
|
8,0.8,0.773952,-0.000014,0,-55282.28023,18.18,No conduccion. No burbujeo.
|
||||||
|
9,0.9,0.874062,-0.000014,0,-62433.0304,18.23,No conduccion. No burbujeo.
|
||||||
|
10,1,0.973572,0.000037,0,26312.76696,18.29,No conduccion. No burbujeo.
|
||||||
|
11,1.1,1.076372,0.000036,0,30235.1609,18,Comienza a estabilizarse la medicion de corriente. No burbujeo.
|
||||||
|
12,1.2,1.175873,0.000097,0,12147.44909,18.42,Comienza a estabilizarse la medicion de corriente. No burbujeo.
|
||||||
|
13,1.3,1.275934,0.000241,0,5298.729169,18.49,Conduccion. No burbujeo.
|
||||||
|
14,1.4,1.375757,0.000389,0,3534.832395,18.54,Conduccion. No burbujeo.
|
||||||
|
15,1.5,1.475798,0.000647,0,2280.986015,18.6,Conduccion. No burbujeo.
|
||||||
|
16,1.6,1.578128,0.000913,0,1728.129969,18.66,Conduccion. No burbujeo.
|
||||||
|
17,1.7,1.677894,0.001563,0,1073.646296,18.71,Conduccion. No burbujeo.
|
||||||
|
18,1.8,1.777421,0.006406,0,277.44463,18.77,Comienza la generacion de burbujeo. Se rompe la barrera de conduccion por completo. Caida de resistencia de manera abrupta.
|
||||||
|
19,1.9,1.87394,0.024719,0,75.810929,18.85,Generacion de burbujeo en ambos electrodos.
|
||||||
|
20,2,1.970833,0.069951,0.032,28.174474,18.92,Aumento en generacion de burbujeo.
|
||||||
|
21,2.1,2.061242,0.142017,0.119,14.514007,18.97,Aumento en la generacion de burbujeo.
|
||||||
|
22,2.2,2.149581,0.236735,0.233,9.08013,19.02,Aumento en la generacion de burbujeo.
|
||||||
|
23,2.3,2.235571,0.345918,0.365,6.462723,19.08,Aumento en la generacion de burbujeo.
|
||||||
|
24,2.4,2.314325,0.455951,0.497,5.075819,19.15,Aumento en la generacion de burbujeo.
|
||||||
|
25,2.5,2.398828,0.582126,0.649,4.120804,19.27,Aumento en la generacion de burbujeo.
|
||||||
|
26,2.6,2.482002,0.712849,0.807,3.481808,19.37,Aumento en la generacion de burbujeo.
|
||||||
|
27,2.7,2.565421,0.848745,0.97,3.022604,19.52,Disminucion de valor de la resistencia en menor medida.
|
||||||
|
28,2.8,2.649805,0.990352,1.141,2.67562,19.69,La temperatura aumenta pero en menor medida.
|
||||||
|
29,2.9,2.732448,1.131717,1.311,2.414427,19.84,Comportamiento esperado.
|
||||||
|
30,3,2.814322,1.275979,1.486,2.205618,20.04,Comportamiento esperado.
|
||||||
|
31,3.1,2.896026,1.423426,1.663,2.034546,20.3,Comportamiento esperado.
|
||||||
|
32,3.2,2.976868,1.57208,1.842,1.893585,20.55,Comportamiento esperado.
|
||||||
|
33,3.3,3.059523,1.735736,2.04,1.762666,21.13,Comportamiento esperado.
|
||||||
|
34,3.4,3.140137,1.890728,2.227,1.660808,21.42,Comportamiento esperado.
|
||||||
|
35,3.5,3.220193,2.048341,2.416,1.572098,21.79,Comportamiento esperado.
|
||||||
|
36,3.6,3.300375,2.208835,2.61,1.49417,22.16,El valor de la resistencia tiene una minima variacion y la temperatura tiende a aumentar pero no de manera abrupta. Se puede decir que la reaccion sigue siendo endotermica.
|
||||||
|
37,3.7,3.381444,2.375591,2.811,1.423412,22.56,Comportamiento esperado.
|
||||||
|
38,3.8,3.46075,2.544195,3.015,1.360253,23.07,Comportamiento esperado.
|
||||||
|
39,3.9,3.5388,2.716105,3.22,1.302895,23.63,Comportamiento esperado.
|
||||||
|
40,4,3.615358,2.905017,3.449,1.244522,24.22,"Aumento en la temperatura, la reaccion comienza a comportarse de manera exotermica. La variacion de la resistencia es minima."
|
||||||
|
41,4.1,3.694862,3.085312,3.664,1.197565,25,Comportamiento esperado.
|
||||||
|
42,4.2,3.772307,3.2672,3.885,1.1546,25.61,Comportamiento esperado.
|
||||||
|
43,4.3,3.847486,3.45729,4.115,1.112862,26.32,Comportamiento esperado.
|
||||||
|
44,4.4,3.922004,3.655754,4.338,1.07283,27.09,Comportamiento esperado.
|
||||||
|
45,4.5,3.990819,3.846437,4.583,1.037536,28.15,Comportamiento esperado.
|
||||||
|
46,4.6,4.064132,4.054929,4.836,1.00227,29.03,Comportamiento esperado.
|
||||||
|
47,4.7,4.136051,4.272336,5.097,0.968101,29.83,Comportamiento esperado.
|
||||||
|
48,4.8,4.206052,4.502025,5.372,0.934258,31.11,Comportamiento esperado.
|
||||||
|
49,4.9,4.284336,4.740829,5.652,0.90371,32.24,Comportamiento esperado.
|
||||||
|
50,5,4.348714,4.968638,5.938,0.875233,33.39,Comportamiento esperado.
|
||||||
|
51,5.1,4.417999,5.199092,6.218,0.849764,34.52,Comportamiento esperado.
|
||||||
|
52,5.2,4.485666,5.454766,6.526,0.822339,35.77,Comportamiento esperado.
|
||||||
|
53,5.3,4.546387,5.716515,6.839,0.795307,37.08,Comportamiento esperado.
|
||||||
|
54,5.4,4.608754,6.01843,7.202,0.765774,38.7,Comportamiento esperado.
|
||||||
|
55,5.5,4.669228,6.314545,7.566,0.73944,40.98,Comportamiento esperado.
|
||||||
|
56,5.6,4.716079,6.62378,7.93,0.711992,43.1,Comportamiento esperado.
|
||||||
|
57,5.7,4.77648,6.918843,8.289,0.690358,44.72,Comportamiento esperado.
|
||||||
|
58,5.8,4.837695,7.228588,8.657,0.669245,46.59,Comportamiento esperado.
|
||||||
|
59,5.9,4.890003,7.584538,9.086,0.644733,49.17,Comportamiento esperado.
|
||||||
|
60,6,4.943817,7.911029,9.478,0.624927,50.86,Comportamiento esperado.
|
||||||
|
61,6.1,4.999903,8.2275,9.87,0.607706,52.63,Comportamiento esperado.
|
||||||
|
62,6.2,5.054668,8.550521,10.263,0.591153,54.83,Comportamiento esperado.
|
||||||
|
63,6.2,5.026097,8.74224,10.485,0.574921,56.7,Se concluye la experimentacion debido a la limitacion de suministro de corriente por parte de la fuente de corriente.
|
||||||
|
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|
|||||||
|
{
|
||||||
|
"cells": [
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": 15,
|
||||||
|
"id": "a4df47d9-0db1-4d1b-b31c-6b38d9bdb5fb",
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [
|
||||||
|
{
|
||||||
|
"name": "stdout",
|
||||||
|
"output_type": "stream",
|
||||||
|
"text": [
|
||||||
|
"/Users/mguillermo/Desktop/MGPH/Maestria/Hydrogen_Exp/Analysis/2nd_AMIDIQ_Analysis\n",
|
||||||
|
"(1, 1) (68, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n",
|
||||||
|
"(1, 2) (66, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n",
|
||||||
|
"(1, 3) (68, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n",
|
||||||
|
"(1, 4) (67, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n",
|
||||||
|
"(2, 1) (62, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n",
|
||||||
|
"(2, 2) (62, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n",
|
||||||
|
"(2, 3) (63, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n",
|
||||||
|
"(2, 4) (63, 11) cols: ['No Muestra', 'volt_iny', 'volt_elec', 'curr_elec', 'curr_iny', 'res', 'temp', 'Observaciones', 'ronda', 'experimento', 'archivo']\n"
|
||||||
|
]
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"source": [
|
||||||
|
"from pathlib import Path\n",
|
||||||
|
"import re\n",
|
||||||
|
"import pandas as pd\n",
|
||||||
|
"\n",
|
||||||
|
"# Configuration project\n",
|
||||||
|
"\n",
|
||||||
|
"PROJECT_ROOT = Path.cwd().parent if Path.cwd().name == \"Notebooks\" else Path.cwd()\n",
|
||||||
|
"print(PROJECT_ROOT)\n",
|
||||||
|
"DATA_DIR = PROJECT_ROOT / \"Data\" \n",
|
||||||
|
"\n",
|
||||||
|
"# Mapping \"possible names\" - \"standard names\"\n",
|
||||||
|
"\n",
|
||||||
|
"column_aliases = {\n",
|
||||||
|
" \"volt_iny\" : [\"Voltaje Inyectado (V)\"],\n",
|
||||||
|
" \"volt_elec\" : [\"Voltaje Electrodos (V)\"],\n",
|
||||||
|
" \"curr_elec\" : [\"Corriente Electrodos (A)\"],\n",
|
||||||
|
" \"curr_iny\" : [\"Corriente Inyectada (A)\"],\n",
|
||||||
|
" \"res\" : [\"Resistencia\"],\n",
|
||||||
|
" \"temp\" : [\"Temperatura\"],\n",
|
||||||
|
"} \n",
|
||||||
|
"\n",
|
||||||
|
"def _clean_name(name: str) -> str:\n",
|
||||||
|
" \"\"\"Normaliza un encabezado: minisculas, sin espacios dobles, sin simbolos raros.\"\"\"\n",
|
||||||
|
" name = name.replace(\"\\ufeff\", \"\")\n",
|
||||||
|
" name = name.strip().lower()\n",
|
||||||
|
" name = re.sub(r\"\\s+\", \"\", name)\n",
|
||||||
|
" name = re.sub(r\"[^a-z0-9áéíóúñ _\\-]\", \"\", name)\n",
|
||||||
|
" return name\n",
|
||||||
|
"\n",
|
||||||
|
"def normalize_columns(df: pd.DataFrame) -> pd.DataFrame:\n",
|
||||||
|
" \"\"\"Rename columns to standard names as alias\"\"\"\n",
|
||||||
|
"\n",
|
||||||
|
" df.columns = [str(c) for c in df.columns]\n",
|
||||||
|
"\n",
|
||||||
|
" ## Print the information in the columns\n",
|
||||||
|
" #print(\"Originals Columns:\", df.columns)\n",
|
||||||
|
" #print(\"Types:\", [type(c) for c in df.columns])\n",
|
||||||
|
"\n",
|
||||||
|
" original_cols = list(df.columns)\n",
|
||||||
|
" cleaned = {_clean_name(c): c for c in original_cols}\n",
|
||||||
|
"\n",
|
||||||
|
" rename_map = {}\n",
|
||||||
|
" for std, aliases in column_aliases.items():\n",
|
||||||
|
" for a in aliases:\n",
|
||||||
|
" a_clean = _clean_name(a)\n",
|
||||||
|
" if a_clean in cleaned:\n",
|
||||||
|
" rename_map[cleaned[a_clean]] = std\n",
|
||||||
|
" break\n",
|
||||||
|
" df = df.rename(columns=rename_map)\n",
|
||||||
|
"\n",
|
||||||
|
" return df\n",
|
||||||
|
"\n",
|
||||||
|
"def load_experiment(csv_path: Path, ronda: int, experimento: int) -> pd.DataFrame:\n",
|
||||||
|
" \"\"\"Upload a CSV, normalize columns and add metadata.\"\"\"\n",
|
||||||
|
" df = pd.read_csv(csv_path, sep=None, engine=\"python\", encoding=\"utf-8-sig\")\n",
|
||||||
|
"\n",
|
||||||
|
" df = normalize_columns(df)\n",
|
||||||
|
"\n",
|
||||||
|
" # Adding metadata for comparative analysis\n",
|
||||||
|
" df[\"ronda\"] = ronda\n",
|
||||||
|
" df[\"experimento\"] = experimento\n",
|
||||||
|
" df[\"archivo\"] = csv_path.name\n",
|
||||||
|
"\n",
|
||||||
|
" return df\n",
|
||||||
|
"\n",
|
||||||
|
"def apply_filter(\n",
|
||||||
|
" df: pd.DataFrame,\n",
|
||||||
|
" row_start: int | None = None,\n",
|
||||||
|
" row_end: int | None = None,\n",
|
||||||
|
" time_col: str = \"tiempo\",\n",
|
||||||
|
" t_min: float | None = None,\n",
|
||||||
|
" t_max: float | None = None, \n",
|
||||||
|
") -> pd.DataFrame:\n",
|
||||||
|
" \"\"\"\n",
|
||||||
|
" Filtro Flexible:\n",
|
||||||
|
" - por índices de fila [row_start:row_end]\n",
|
||||||
|
" - por rango de tiempo [t_min, t_max] si existe columna 'tiempo'\n",
|
||||||
|
" \"\"\"\n",
|
||||||
|
"\n",
|
||||||
|
" out = df.copy()\n",
|
||||||
|
"\n",
|
||||||
|
" if row_start is not None or row_end is not None:\n",
|
||||||
|
" out = out.iloc[row_start:row_end]\n",
|
||||||
|
"\n",
|
||||||
|
" if time_col in out.columns and (t_min is not None or t_max is not None):\n",
|
||||||
|
" if t_min is not None:\n",
|
||||||
|
" out = out[out[time_col] >= t_min]\n",
|
||||||
|
" if t_max is not None:\n",
|
||||||
|
" out = out[out[time_col] <= t_max]\n",
|
||||||
|
" \n",
|
||||||
|
" return out.reset_index(drop=True)\n",
|
||||||
|
"\n",
|
||||||
|
"def load_all(data_dir: Path) -> dict[tuple[int, int], pd.DataFrame]:\n",
|
||||||
|
" \"\"\"\n",
|
||||||
|
" Carga todo en un diccionario:\n",
|
||||||
|
" key = (ronda, experimento)\n",
|
||||||
|
" value = DataFrame \n",
|
||||||
|
" \"\"\"\n",
|
||||||
|
" data = {}\n",
|
||||||
|
"\n",
|
||||||
|
" #Find files like: data/round1/*.csv and data/round2/*.csv\n",
|
||||||
|
" for ronda in [1,2]:\n",
|
||||||
|
" ronda_dir = data_dir / f\"Rnd_{ronda}\"\n",
|
||||||
|
" csvs = sorted(ronda_dir.glob(\"*.csv\"))\n",
|
||||||
|
"\n",
|
||||||
|
" if not csvs:\n",
|
||||||
|
" print(f\"Theres no CSVs in: {ronda_dir}\")\n",
|
||||||
|
" continue\n",
|
||||||
|
" \n",
|
||||||
|
" for i, csv_path in enumerate(csvs, start=1):\n",
|
||||||
|
" df = load_experiment(csv_path, ronda=ronda, experimento=i)\n",
|
||||||
|
" data[(ronda, i)] = df\n",
|
||||||
|
" \n",
|
||||||
|
" return data\n",
|
||||||
|
"\n",
|
||||||
|
"# =========================\n",
|
||||||
|
"# Ejecución\n",
|
||||||
|
"# =========================\n",
|
||||||
|
"\n",
|
||||||
|
"data = load_all(DATA_DIR)\n",
|
||||||
|
"\n",
|
||||||
|
"# Fast View\n",
|
||||||
|
"\n",
|
||||||
|
"for key, df in data.items():\n",
|
||||||
|
" print(key, df.shape, \"cols:\", list(df.columns))"
|
||||||
|
]
|
||||||
|
},
|
||||||
|
{
|
||||||
|
"cell_type": "code",
|
||||||
|
"execution_count": null,
|
||||||
|
"id": "c792a234",
|
||||||
|
"metadata": {},
|
||||||
|
"outputs": [],
|
||||||
|
"source": []
|
||||||
|
}
|
||||||
|
],
|
||||||
|
"metadata": {
|
||||||
|
"kernelspec": {
|
||||||
|
"display_name": "Python_Data_Analysis",
|
||||||
|
"language": "python",
|
||||||
|
"name": "python_data_analysis"
|
||||||
|
},
|
||||||
|
"language_info": {
|
||||||
|
"codemirror_mode": {
|
||||||
|
"name": "ipython",
|
||||||
|
"version": 3
|
||||||
|
},
|
||||||
|
"file_extension": ".py",
|
||||||
|
"mimetype": "text/x-python",
|
||||||
|
"name": "python",
|
||||||
|
"nbconvert_exporter": "python",
|
||||||
|
"pygments_lexer": "ipython3",
|
||||||
|
"version": "3.14.3"
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"nbformat": 4,
|
||||||
|
"nbformat_minor": 5
|
||||||
|
}
|
||||||
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
@ -0,0 +1,209 @@
|
|||||||
|
import numpy as np
|
||||||
|
|
||||||
|
def calcular_pendiente(df, x_col, y_col):
|
||||||
|
"""
|
||||||
|
Calcular pendiente de ajuste lineal
|
||||||
|
"""
|
||||||
|
x = df[x_col].values
|
||||||
|
y = df[y_col].values
|
||||||
|
|
||||||
|
m, b = np.polyfit(x, y, 1)
|
||||||
|
|
||||||
|
return m, b
|
||||||
|
|
||||||
|
def filtrar_por_limites(df, x_col, v_min=None, v_max=None):
|
||||||
|
|
||||||
|
out = df.copy()
|
||||||
|
|
||||||
|
if v_min is not None:
|
||||||
|
out = out[out[x_col] >= v_min]
|
||||||
|
if v_max is not None:
|
||||||
|
out = out[out[x_col] <= v_max]
|
||||||
|
|
||||||
|
return out.reset_index(drop=True)
|
||||||
|
|
||||||
|
def calcular_r2(df, x_col, y_col):
|
||||||
|
"""
|
||||||
|
Calcular coeficiente de determinación R^2.
|
||||||
|
"""
|
||||||
|
|
||||||
|
x = df[x_col].values
|
||||||
|
y = df[y_col].values
|
||||||
|
|
||||||
|
m, b = np.polyfit(x, y, 1)
|
||||||
|
|
||||||
|
y_pred = m * x + b
|
||||||
|
|
||||||
|
ss_res = np.sum((y - y_pred) ** 2)
|
||||||
|
ss_tot = np.sum((y - np.mean(y)) ** 2)
|
||||||
|
|
||||||
|
r2 = 1 - (ss_res / ss_tot)
|
||||||
|
|
||||||
|
return r2
|
||||||
|
|
||||||
|
def derivada_numerica(df, x_col, y_col):
|
||||||
|
"""
|
||||||
|
Calcula primera derivada númerica dy/dx
|
||||||
|
"""
|
||||||
|
|
||||||
|
x = np.asanyarray(df[x_col].values, dtype=float)
|
||||||
|
y = np.asanyarray(df[y_col].values, dtype=float)
|
||||||
|
|
||||||
|
idx = np.argsort(x)
|
||||||
|
x = x[idx]
|
||||||
|
y = y[idx]
|
||||||
|
|
||||||
|
return x, y, np.gradient(y,x)
|
||||||
|
|
||||||
|
def segunda_derivada(df, x_col, y_col):
|
||||||
|
"""
|
||||||
|
Calcula segunda derivada númerica d^2y/d^2x
|
||||||
|
"""
|
||||||
|
|
||||||
|
x = np.asanyarray(df[x_col].values, dtype=float)
|
||||||
|
y = np.asanyarray(df[y_col].values, dtype=float)
|
||||||
|
|
||||||
|
idx = np.argsort(x)
|
||||||
|
x = x[idx]
|
||||||
|
y = x[idx]
|
||||||
|
|
||||||
|
dy_dx = np.gradient(y, x)
|
||||||
|
d2y_dx2 = np.gradient(dy_dx, x)
|
||||||
|
|
||||||
|
return x, y, dy_dx, d2y_dx2
|
||||||
|
|
||||||
|
def find_local_peaks(signal):
|
||||||
|
"""
|
||||||
|
Encuentra indices de maximos locales simples
|
||||||
|
"""
|
||||||
|
peaks = []
|
||||||
|
|
||||||
|
for i in range(1, len(signal) - 1):
|
||||||
|
if signal[i] > signal[i - 1] and signal[i] > signal[i + 1]:
|
||||||
|
peaks.append(i)
|
||||||
|
|
||||||
|
return np.array(peaks, dtype=int)
|
||||||
|
|
||||||
|
def variación_resistencia(df, col_res="Resistencia"):
|
||||||
|
"""
|
||||||
|
Calcula variación relativa de resistencia.
|
||||||
|
"""
|
||||||
|
R = df[col_res].values
|
||||||
|
|
||||||
|
R0 = R[0]
|
||||||
|
|
||||||
|
delta_R = (R - R0) / R0
|
||||||
|
|
||||||
|
return delta_R
|
||||||
|
|
||||||
|
def comparar_pendientes(data, rondas, experimentos, x_col, y_col):
|
||||||
|
"""
|
||||||
|
Compara pendientes entre diferentes experimentos o rondas
|
||||||
|
"""
|
||||||
|
|
||||||
|
resultados = {}
|
||||||
|
|
||||||
|
for r in rondas:
|
||||||
|
for e in experimentos:
|
||||||
|
df = data[(r, e)]
|
||||||
|
m, b = calcular_pendiente(df, x_col, y_col)
|
||||||
|
resultados[(r, e)] = m
|
||||||
|
|
||||||
|
return resultados
|
||||||
|
|
||||||
|
def zonas_manual(df, x_col, limites):
|
||||||
|
"""
|
||||||
|
Divide el dataset en zonas usando límites definidos manualmente
|
||||||
|
"""
|
||||||
|
zonas = {}
|
||||||
|
|
||||||
|
for i in range(len(limites) - 1):
|
||||||
|
|
||||||
|
v_min = limites[i]
|
||||||
|
v_max = limites[i + 1]
|
||||||
|
|
||||||
|
zona_df = df[(df[x_col] >= v_min) & (df[x_col] < v_max)]
|
||||||
|
|
||||||
|
zonas[f"Zona_{i+1}"] = zona_df
|
||||||
|
|
||||||
|
return zonas
|
||||||
|
|
||||||
|
def detectar_zonas_auto(df, x_col, y_col, n_ruido=8):
|
||||||
|
|
||||||
|
"""
|
||||||
|
Detecta automaticamente los limites de 4 zonas:
|
||||||
|
|
||||||
|
1) No conduccion
|
||||||
|
2) Conduccion
|
||||||
|
3) Generacion H
|
||||||
|
4) Saturacion
|
||||||
|
"""
|
||||||
|
|
||||||
|
x, y, dy_dx, d2y_d2x = segunda_derivada(df, x_col=x_col, y_col=y_col)
|
||||||
|
|
||||||
|
#===============================
|
||||||
|
#Estimacion automatica del ruido
|
||||||
|
#===============================
|
||||||
|
n_ruido = min(n_ruido, len(y))
|
||||||
|
ruido_base = np.std(y[:n_ruido])
|
||||||
|
|
||||||
|
#Umbral fisico basado en ruido experimental
|
||||||
|
tol_corriente = max(3 * ruido_base, 1e-12)
|
||||||
|
|
||||||
|
#=============================
|
||||||
|
# Fin de no conduccion
|
||||||
|
#=============================
|
||||||
|
idx_no_conduccion = None
|
||||||
|
for i in range(len(y)):
|
||||||
|
if np.abs(y[i]) > tol_corriente:
|
||||||
|
idx_no_conduccion = i
|
||||||
|
break
|
||||||
|
|
||||||
|
if idx_no_conduccion is None:
|
||||||
|
return{
|
||||||
|
"Zona no Conduccion": None,
|
||||||
|
"Zona Conduccion": None,
|
||||||
|
"Generacion": None,
|
||||||
|
"Saturacion": None,
|
||||||
|
}
|
||||||
|
|
||||||
|
#=====================
|
||||||
|
# Picos de Curvatura
|
||||||
|
#=====================
|
||||||
|
abs_d2 = np.abs(d2y_d2x)
|
||||||
|
peaks = find_local_peaks(abs_d2)
|
||||||
|
|
||||||
|
# Nos quedamos solo con picos posteriores a no conduccion
|
||||||
|
peaks = peaks[peaks > idx_no_conduccion]
|
||||||
|
|
||||||
|
# Si no hay suficientes picos, usamos la estrategia de respaldo
|
||||||
|
if len(peaks) < 2:
|
||||||
|
idx_conduccion = idx_no_conduccion
|
||||||
|
|
||||||
|
# Generación: punto donde la pendiente alcanza su maximo crecimiento relativo
|
||||||
|
idx_generacion = np.argmax(np.abs(dy_dx[idx_no_conduccion:])) + idx_no_conduccion
|
||||||
|
# Saturación: máximo de segunda derivada despues de generacion
|
||||||
|
idx_saturacion = np.argmax(abs_d2[idx_generacion]) + idx_generacion
|
||||||
|
else:
|
||||||
|
# Primer pico importante de curvatura - transicion a conduccion
|
||||||
|
idx_conduccion = peaks[0]
|
||||||
|
|
||||||
|
# Segundo pico importante - inicio de generacion
|
||||||
|
idx_generacion = peaks[1]
|
||||||
|
|
||||||
|
# Saturacion: buscar el mayro pico de curvatura despues de generacion
|
||||||
|
peaks_after_gen = peaks[peaks > idx_generacion]
|
||||||
|
if len(peaks_after_gen) > 0:
|
||||||
|
idx_saturacion = peaks_after_gen[np.argmax(abs_d2[peaks_after_gen])]
|
||||||
|
else:
|
||||||
|
idx_saturacion = np.argmax(abs_d2[idx_generacion:]) + idx_generacion
|
||||||
|
|
||||||
|
limites = {
|
||||||
|
"Zona_no_conduccion": float(x[idx_no_conduccion]),
|
||||||
|
"Zona_conduccion" : float(x[idx_conduccion]),
|
||||||
|
"Zona_Generacion" : float(x[idx_generacion]),
|
||||||
|
"Zona_Saturacion" : float(x[idx_saturacion]),
|
||||||
|
}
|
||||||
|
|
||||||
|
return limites
|
||||||
|
|
||||||
@ -0,0 +1,108 @@
|
|||||||
|
from pathlib import Path
|
||||||
|
import re
|
||||||
|
import pandas as pd
|
||||||
|
|
||||||
|
# Mapping "possible names" - "standard names"
|
||||||
|
|
||||||
|
column_aliases = {
|
||||||
|
"Voltaje Inyectado (V)" : ["Voltaje Inyectado (V)"],
|
||||||
|
"Voltaje Electrodos (V)" : ["Voltaje Electrodos (V)"],
|
||||||
|
"Corriente Electrodos (A)" : ["Corriente Electrodos (A)"],
|
||||||
|
"Corriente Inyectada (A)" : ["Corriente Inyectada (A)"],
|
||||||
|
"Resistencia" : ["Resistencia"],
|
||||||
|
"Temperatura" : ["Temperatura"],
|
||||||
|
}
|
||||||
|
|
||||||
|
def _clean_name(name: str) -> str:
|
||||||
|
"""Normaliza un encabezado: minisculas, sin espacios dobles, sin simbolos raros."""
|
||||||
|
name = name.replace("\ufeff", "")
|
||||||
|
name = name.strip().lower()
|
||||||
|
name = re.sub(r"\s+", "", name)
|
||||||
|
name = re.sub(r"[^a-z0-9áéíóúñ _\-]", "", name)
|
||||||
|
return name
|
||||||
|
|
||||||
|
def normalize_columns(df: pd.DataFrame) -> pd.DataFrame:
|
||||||
|
"""Rename columns to standard names as alias"""
|
||||||
|
|
||||||
|
df.columns = [str(c) for c in df.columns]
|
||||||
|
|
||||||
|
## Print the information in the columns
|
||||||
|
#print("Originals Columns:", df.columns)
|
||||||
|
#print("Types:", [type(c) for c in df.columns])
|
||||||
|
|
||||||
|
original_cols = list(df.columns)
|
||||||
|
cleaned = {_clean_name(c): c for c in original_cols}
|
||||||
|
|
||||||
|
rename_map = {}
|
||||||
|
for std, aliases in column_aliases.items():
|
||||||
|
for a in aliases:
|
||||||
|
a_clean = _clean_name(a)
|
||||||
|
if a_clean in cleaned:
|
||||||
|
rename_map[cleaned[a_clean]] = std
|
||||||
|
break
|
||||||
|
df = df.rename(columns=rename_map)
|
||||||
|
|
||||||
|
return df
|
||||||
|
|
||||||
|
def load_experiment(csv_path: Path, ronda: int, experimento: int) -> pd.DataFrame:
|
||||||
|
"""Upload a CSV, normalize columns and add metadata."""
|
||||||
|
df = pd.read_csv(csv_path, sep=None, engine="python", encoding="utf-8-sig")
|
||||||
|
|
||||||
|
df = normalize_columns(df)
|
||||||
|
|
||||||
|
# Adding metadata for comparative analysis
|
||||||
|
df["ronda"] = ronda
|
||||||
|
df["experimento"] = experimento
|
||||||
|
df["archivo"] = csv_path.name
|
||||||
|
|
||||||
|
return df
|
||||||
|
|
||||||
|
def apply_filter(
|
||||||
|
df: pd.DataFrame,
|
||||||
|
row_start: int | None = None,
|
||||||
|
row_end: int | None = None,
|
||||||
|
time_col: str = "tiempo",
|
||||||
|
t_min: float | None = None,
|
||||||
|
t_max: float | None = None,
|
||||||
|
) -> pd.DataFrame:
|
||||||
|
"""
|
||||||
|
Filtro Flexible:
|
||||||
|
- por índices de fila [row_start:row_end]
|
||||||
|
- por rango de tiempo [t_min, t_max] si existe columna 'tiempo'
|
||||||
|
"""
|
||||||
|
|
||||||
|
out = df.copy()
|
||||||
|
|
||||||
|
if row_start is not None or row_end is not None:
|
||||||
|
out = out.iloc[row_start:row_end]
|
||||||
|
|
||||||
|
if time_col in out.columns and (t_min is not None or t_max is not None):
|
||||||
|
if t_min is not None:
|
||||||
|
out = out[out[time_col] >= t_min]
|
||||||
|
if t_max is not None:
|
||||||
|
out = out[out[time_col] <= t_max]
|
||||||
|
|
||||||
|
return out.reset_index(drop=True)
|
||||||
|
|
||||||
|
def load_all(data_dir: Path) -> dict[tuple[int, int], pd.DataFrame]:
|
||||||
|
"""
|
||||||
|
Carga todo en un diccionario:
|
||||||
|
key = (ronda, experimento)
|
||||||
|
value = DataFrame
|
||||||
|
"""
|
||||||
|
data = {}
|
||||||
|
|
||||||
|
#Find files like: data/round1/*.csv and data/round2/*.csv
|
||||||
|
for ronda in [1,2]:
|
||||||
|
ronda_dir = data_dir / f"Rnd_{ronda}"
|
||||||
|
csvs = sorted(ronda_dir.glob("*.csv"))
|
||||||
|
|
||||||
|
if not csvs:
|
||||||
|
print(f"Theres no CSVs in: {ronda_dir}")
|
||||||
|
continue
|
||||||
|
|
||||||
|
for i, csv_path in enumerate(csvs, start=1):
|
||||||
|
df = load_experiment(csv_path, ronda=ronda, experimento=i)
|
||||||
|
data[(ronda, i)] = df
|
||||||
|
|
||||||
|
return data
|
||||||
@ -0,0 +1,236 @@
|
|||||||
|
from __future__ import annotations
|
||||||
|
|
||||||
|
from typing import Callable, Iterable, Optional, Tuple, Union
|
||||||
|
import matplotlib.pyplot as plt
|
||||||
|
import numpy as np
|
||||||
|
|
||||||
|
FilterFn = Callable[[object], object]
|
||||||
|
|
||||||
|
def plot_xy(df, x_col, y_col, label:Optional[str] = None, ax=None,
|
||||||
|
xlim: Optional[Tuple[float, float]] = None,
|
||||||
|
ylim: Optional[Tuple[float, float]] = None,
|
||||||
|
marker: str = "o",
|
||||||
|
linestyle: str = "-",):
|
||||||
|
|
||||||
|
"""
|
||||||
|
Gráfica y vs x para un DataFrame.
|
||||||
|
- ax: para superponer curvas
|
||||||
|
- xlim/ylim: zoom visual (No filtrado datos)
|
||||||
|
"""
|
||||||
|
|
||||||
|
if ax is None:
|
||||||
|
_, ax = plt.subplots(figsize=(7,5))
|
||||||
|
|
||||||
|
ax.plot(df[x_col], df[y_col], marker=marker, linestyle=linestyle, label=label)
|
||||||
|
ax.set_xlabel(x_col)
|
||||||
|
ax.set_ylabel(y_col)
|
||||||
|
ax.grid(True)
|
||||||
|
|
||||||
|
if xlim is not None:
|
||||||
|
ax.set_xlim(xlim)
|
||||||
|
if ylim is not None:
|
||||||
|
ax.set_ylim(ylim)
|
||||||
|
|
||||||
|
if label:
|
||||||
|
ax.legend()
|
||||||
|
|
||||||
|
return ax
|
||||||
|
|
||||||
|
def comparar_rondas(data: dict, experimento: int, x_col: str, y_col: str,
|
||||||
|
rondas: Iterable[int] = (1,2),
|
||||||
|
filter_fn: Optional[FilterFn] = None,
|
||||||
|
xlim: Optional[Tuple[float, float]] = None,
|
||||||
|
ylim: Optional[Tuple[float, float]] = None,
|
||||||
|
title: Optional[str] = None,):
|
||||||
|
"""
|
||||||
|
Compara el mismo experimento entre rondas:
|
||||||
|
data[(ronda, experimento)] -> df
|
||||||
|
|
||||||
|
filter_fn: funcion opcional que recibe df y devuelve df filtrado.
|
||||||
|
Ejemplo: filter_fn = lambda df: apply_filter(df, row_start=10, row_end=40)
|
||||||
|
"""
|
||||||
|
fig, ax = plt.subplots(figsize=(7,5))
|
||||||
|
|
||||||
|
for ronda in rondas:
|
||||||
|
df = data[(ronda, experimento)]
|
||||||
|
if filter_fn is not None:
|
||||||
|
df = filter_fn(df)
|
||||||
|
|
||||||
|
plot_xy(df, x_col, y_col, label=f"Ronda {ronda}", ax=ax,
|
||||||
|
xlim=xlim, ylim=ylim)
|
||||||
|
|
||||||
|
ax.set_title(title or f"Experimento {experimento} - Comparación de Rondas")
|
||||||
|
plt.show()
|
||||||
|
return fig, ax
|
||||||
|
|
||||||
|
def comparar_experimentos(data: dict, ronda: int, x_col: str, y_col: str,
|
||||||
|
experimentos: Iterable[int] = (1,2,3,4),
|
||||||
|
show: bool = False,
|
||||||
|
filter_fn: Optional[FilterFn] = None,
|
||||||
|
xlim: Optional[Tuple[float, float]] = None,
|
||||||
|
ylim: Optional[Tuple[float, float]] = None,
|
||||||
|
title: Optional[str] = None,
|
||||||
|
):
|
||||||
|
"""
|
||||||
|
Comparar varios experimentos dentro de una misma ronda.
|
||||||
|
"""
|
||||||
|
|
||||||
|
fig, ax = plt.subplots(figsize=(7, 5))
|
||||||
|
|
||||||
|
for exp in experimentos:
|
||||||
|
df = data[(ronda, exp)]
|
||||||
|
if filter_fn is not None:
|
||||||
|
df = filter_fn(df)
|
||||||
|
|
||||||
|
plot_xy(df, x_col, y_col, label=f"Experimento {exp}", ax=ax, xlim=xlim, ylim=ylim)
|
||||||
|
|
||||||
|
ax.set_title(title or f"Ronda {ronda} - Comparación de Experimentos")
|
||||||
|
|
||||||
|
if show is True:
|
||||||
|
plt.show()
|
||||||
|
return fig, ax
|
||||||
|
|
||||||
|
def plot_con_ajuste(df, x_col: str, y_col: str, label_datos: str = "Datos",
|
||||||
|
label_ajuste: str = "Ajuste lineal",
|
||||||
|
show: bool = True
|
||||||
|
):
|
||||||
|
"""
|
||||||
|
Grafica scatter + ajuste lineal (y = mx + b). Devuelve (m, b)
|
||||||
|
"""
|
||||||
|
|
||||||
|
x = np.asarray(df[x_col].values, dtype=float)
|
||||||
|
y = np.asarray(df[y_col].values, dtype=float)
|
||||||
|
|
||||||
|
m, b = np.polyfit(x, y, 1)
|
||||||
|
|
||||||
|
fig, ax = plt.subplots(figsize=(7, 5))
|
||||||
|
ax.scatter(x, y, label=label_datos)
|
||||||
|
ax.plot(x, m * x + b, label=f"{label_ajuste} (m={m:.4f})")
|
||||||
|
|
||||||
|
ax.set_xlabel(x_col)
|
||||||
|
ax.set_ylabel(y_col)
|
||||||
|
ax.grid(True)
|
||||||
|
ax.legend()
|
||||||
|
|
||||||
|
if show:
|
||||||
|
plt.show()
|
||||||
|
|
||||||
|
return m, b, fig, ax
|
||||||
|
|
||||||
|
def plot_3D(df, x_col: str, y_col: str, z_col: str,
|
||||||
|
title: Optional[str] = None,):
|
||||||
|
"""
|
||||||
|
Gráfica 3D: (x, y, z) como dispersión.
|
||||||
|
"""
|
||||||
|
|
||||||
|
from mpl_toolkits.mplot3d import Axes3D #noqa: F401
|
||||||
|
|
||||||
|
fig = plt.figure(figsize=(8, 6))
|
||||||
|
ax = fig.add_subplot(111, projection="3d")
|
||||||
|
|
||||||
|
ax.scatter(df[x_col], df[y_col], df[z_col])
|
||||||
|
ax.set_xlabel(x_col)
|
||||||
|
ax.set_ylabel(y_col)
|
||||||
|
ax.set_zlabel(z_col)
|
||||||
|
ax.set_title(title or f"3D: {x_col} vs {y_col} vs {z_col}")
|
||||||
|
|
||||||
|
plt.show()
|
||||||
|
return fig, ax
|
||||||
|
|
||||||
|
def plot_color_map(df, x_col: str, y_col: str, z_col: str,
|
||||||
|
title: Optional[str] = None, ):
|
||||||
|
|
||||||
|
"""
|
||||||
|
Scatter 2D con tercera variable como color
|
||||||
|
"""
|
||||||
|
fig, ax = plt.subplots(figsize=(7, 5))
|
||||||
|
sc = ax.scatter(df[x_col], df[y_col], c=df[z_col], cmap="viridis")
|
||||||
|
|
||||||
|
cbar = plt.colorbar(sc, ax=ax)
|
||||||
|
cbar.set_label(z_col)
|
||||||
|
|
||||||
|
ax.set_xlabel(x_col)
|
||||||
|
ax.set_ylabel(y_col)
|
||||||
|
ax.grid(True)
|
||||||
|
ax.set_title(title or f"{y_col} vs {x_col} (color={z_col})")
|
||||||
|
|
||||||
|
plt.show()
|
||||||
|
return fig, ax
|
||||||
|
|
||||||
|
def plot_dual_axis(df, x_col: str, y1_col: str, y2_col: str,
|
||||||
|
label1: Optional[str] = None,
|
||||||
|
label2: Optional[str] = None,
|
||||||
|
title: Optional[str] = None,
|
||||||
|
show: bool = True):
|
||||||
|
|
||||||
|
"""
|
||||||
|
Gráfica con doble eje Y:
|
||||||
|
y1 vs x (izquierda) y y2 vs x (derecha)
|
||||||
|
"""
|
||||||
|
fig, ax1 = plt.subplots(figsize=(7, 5))
|
||||||
|
ax2 = ax1.twinx()
|
||||||
|
|
||||||
|
ax1.plot(df[x_col], df[y1_col], marker="o", linestyle="-", color="b",label= label1 or y1_col)
|
||||||
|
ax2.plot(df[x_col], df[y2_col], marker="s", linestyle="--", color="r",label= label2 or y2_col)
|
||||||
|
|
||||||
|
ax1.set_xlabel(x_col)
|
||||||
|
ax1.set_ylabel(y1_col)
|
||||||
|
ax2.set_ylabel(y2_col)
|
||||||
|
|
||||||
|
ax1.grid(True)
|
||||||
|
ax1.set_title(title or f"{y1_col} y {y2_col} vs {x_col}")
|
||||||
|
|
||||||
|
# Leyendas Combinadas
|
||||||
|
lines, labels = [], []
|
||||||
|
for a in (ax1, ax2):
|
||||||
|
l, lab = a.get_legend_handles_labels()
|
||||||
|
lines += l
|
||||||
|
labels += lab
|
||||||
|
ax1.legend(lines, labels, loc="best")
|
||||||
|
|
||||||
|
if show is not True:
|
||||||
|
plt.show()
|
||||||
|
return fig, ax1, ax2
|
||||||
|
|
||||||
|
def marcar_zonas(ax, limites, labels=None, colors=None):
|
||||||
|
"""
|
||||||
|
Marca zonas en una gráfica con líneas verticales.
|
||||||
|
|
||||||
|
limites: lista de voltajes donde cambian las zonas
|
||||||
|
lables: nombre de cada zona
|
||||||
|
colors: colores opcionales
|
||||||
|
"""
|
||||||
|
|
||||||
|
if colors is None:
|
||||||
|
colors = ["gray", "blue", "green", "red"]
|
||||||
|
|
||||||
|
for i, v in enumerate(limites):
|
||||||
|
|
||||||
|
ax.axvline(v, linestyle="--", color="black", alpha=0.6)
|
||||||
|
|
||||||
|
if labels and i < len(labels):
|
||||||
|
ax.text(
|
||||||
|
v,
|
||||||
|
ax.get_ylim()[1]*0.65,
|
||||||
|
labels[i],
|
||||||
|
rotation=90,
|
||||||
|
verticalalignment="top",
|
||||||
|
horizontalalignment="right",
|
||||||
|
fontsize=12
|
||||||
|
)
|
||||||
|
def sombrear_zonas(ax, limites, colores=None, alpha=0.15):
|
||||||
|
"""
|
||||||
|
Sombrea las zonas del experimento
|
||||||
|
"""
|
||||||
|
|
||||||
|
if colores is None:
|
||||||
|
colores = ["gray", "blue", "green", "red"]
|
||||||
|
|
||||||
|
for i in range(len(limites)-1):
|
||||||
|
ax.axvspan(
|
||||||
|
limites[i],
|
||||||
|
limites[i+1],
|
||||||
|
color=colores[i],
|
||||||
|
alpha=alpha
|
||||||
|
)
|
||||||
|
|
||||||
Loading…
Reference in New Issue