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446 lines
406 KiB
Plaintext
446 lines
406 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "dfef53e3-d4bc-4925-b907-d166f8ca3dad",
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"metadata": {},
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"source": [
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"# Experimental Data-Analysis \n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "8742325a",
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"metadata": {},
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"outputs": [],
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"source": [
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"!pip install pandas\n",
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"!pip install matplotlib"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "5bbeed9a",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"from pathlib import Path\n",
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"from dataclasses import dataclass\n",
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"import math\n",
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"import matplotlib.pyplot as plt \n",
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"\n",
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"class Experimento:\n",
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" def __init__(self, volt_iny, volt_elec, corr_elec, resistencia):\n",
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" self.volt_iny = volt_iny\n",
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" self.volt_elec = volt_elec\n",
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" self.corr_elec = corr_elec\n",
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" self.resistencia = resistencia\n",
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"\n",
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"def _minlen(*list):\n",
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" return min(len(lst) for lst in list)\n",
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"\n",
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"def _minimum(exp1, exp2):\n",
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" if exp1[0] > exp2[0]:\n",
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" vl_min = exp1[0]\n",
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" else:\n",
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" vl_min = exp2[0]\n",
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" return vl_min"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "e000f209",
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"metadata": {},
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"outputs": [],
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"source": [
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"path_1 = Path(\"/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Data/Experimental-Data/EXP-A_20250917_163949.csv\") # Path for the experiment 20250917\n",
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"path_2 = Path(\"/home/mgph/Desktop/?/MAESTRIA/HYDROGEN_PROJ/Data/Experimental-Data/EXP-A_20250922_100524.csv\") # Path for the experiment 20250922\n",
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"# Import the experiment \"20250917\"\n",
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"df_1 = pd.read_csv(path_1, encoding=\"latin-1\")\n",
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"# Import the experiment \"20250922\"\n",
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"df_2 = pd.read_csv(path_2, encoding=\"latin-1\")\n",
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"#df_1.head() \n",
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"#df_1.head()\n",
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"\n",
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"cols_extract = [\"Voltaje Inyectado (V)\", \"Voltaje Electrodos (V)\", \"Corriente Electrodos (A)\", \"Resistencia\"]\n",
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"dt_exp1 = df_1[cols_extract].copy() #Exp 20250917\n",
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"dt_exp2 = df_2[cols_extract].copy() #Exp 20250922\n",
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"\n",
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"exp_1 = Experimento(\n",
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" volt_iny = dt_exp1[\"Voltaje Inyectado (V)\"], \n",
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" volt_elec = dt_exp1[\"Voltaje Electrodos (V)\"],\n",
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" corr_elec = dt_exp1[\"Corriente Electrodos (A)\"],\n",
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" resistencia = dt_exp1[\"Resistencia\"],\n",
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")\n",
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"\n",
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"exp_2 = Experimento(\n",
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" volt_iny = dt_exp2[\"Voltaje Inyectado (V)\"], \n",
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" volt_elec = dt_exp2[\"Voltaje Electrodos (V)\"],\n",
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" corr_elec = dt_exp2[\"Corriente Electrodos (A)\"],\n",
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" resistencia = dt_exp2[\"Resistencia\"],\n",
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")\n",
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"\n",
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"# Voltage from the both experiments \n",
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"volt_iny_20250917 = exp_1.volt_iny.to_list() # voltage supply for exp_1\n",
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"volt_iny_20250922 = exp_2.volt_iny.to_list() # voltage supply for exp_2\n",
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"volt_elec_20250917 = exp_1.volt_elec.to_list() # from exp_1\n",
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"volt_elec_20250922 = exp_2.volt_elec.to_list() # from exp_2\n",
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"\n",
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"#Current from the both experiments \n",
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"curr_elec_20250917 = exp_1.corr_elec.to_list() # Current electrodes from the exp_1\n",
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"curr_elec_20250922 = exp_2.corr_elec.to_list() # Current electrodes from the exp_2\n",
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"\n",
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"#Resistance from the both experiments\n",
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"res_20250917 = exp_1.resistencia.to_list() # Resistance from the exp_1\n",
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"res_20250922 = exp_2.resistencia.to_list() # Resistance from the exp_2"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "12b2d8f0",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"0.6\n",
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"The length of 'volt_iny'= 75, 'volt_elec_17'=75, 'volt_elec_22'=75\n",
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"The length of 'curr_elec_17'=69, 'curr_elec_22'=69\n",
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"The length of 'resistance_17_1'=69, 'resistance_22_1'=69 \n",
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"The length of 'resistance_17_2'=56, 'resistance_22_2'=56 \n",
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"The length of 'power_consum_17'=69, 'power_consum_22'=69\n",
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"The position of 'curr_17'=6, 'curr_22'=9\n",
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"The position of 'res1_17'=6, 'res1_22'=9\n",
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"The position of 'res2_17'=19, 'res2_22'=22\n"
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]
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}
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],
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"source": [
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"# Now we filter the data for extract only the values that we need to work with\n",
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"min_value = _minimum(volt_iny_20250917, volt_iny_20250922) # Min value for extract the same number of values\n",
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"print(min_value)\n",
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"min_val_curr = 1.2 # Exact value where start the measure of current across the plates\n",
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"value_res_1 = 1.2 # First low limit for extract the value of the resistance\n",
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"value_res_2 = 2.5 # Second low limit for extract the value of the resistace\n",
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"max_value = 8.0 # Value where the both experiments report the end of the experiment\n",
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"pos_curr_22 = 0 # Value of position where is the value of the current \n",
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"pos_curr_17 = 0 # Value of position where is the value of the current \n",
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"pos_res1_22 = 0 # Value of position where is the value of the resistance \n",
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"pos_res2_22 = 0 # Value of position where is the value of the resistance \n",
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"pos_res1_17 = 0 # Value of position where is the value of the resistance \n",
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"pos_res2_17 = 0 # Value of position where is the value of the resistance \n",
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"\n",
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"\n",
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"volt_iny_filt_20250917 = [] # Variable for the volt_iny filtered values\n",
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"volt_elec_filt_20250917 = [] # Variable for the volt_elec filtered values from the exp_1\n",
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"volt_elec_filt_20250922 = [] # Variable for the volt_elec filtered values from the exp_2\n",
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"curr_elec_filt_20250917 = [] # Variable for the curr_elec filtered values from the exp_1\n",
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"curr_elec_filt_20250922 = [] # Variable for the curr_elec filtered values from the exp_2\n",
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"res_filt_20250917 = [] # Variable for the resistance filtered values from the exp_1\n",
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"res_filt_20250922 = [] # Variable for the resistance filtered values from the exp_2\n",
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"res_filt_20250917_1 = [] # Second Variable for the second low limit value of resistance of the exp_1\n",
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"res_filt_20250922_1 = [] # Second Variable for the second low limit value of resistance of the exp_2\n",
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"pwr_consup_20250917 = [] # Power Consumption of experiment 20250917 V_elec*I_elec\n",
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"pwr_consup_20250922 = [] # Power Consumption of experiment 20250922 V_elec*I_elec\n",
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"\n",
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"\n",
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"\n",
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"for x in range(len(volt_iny_20250917)):\n",
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" if min_value <= volt_iny_20250917[x] <= max_value:\n",
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" volt_iny_filt_20250917.append(volt_iny_20250917[x])\n",
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" volt_elec_filt_20250917.append(volt_elec_20250917[x])\n",
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" \n",
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" if min_val_curr <= volt_iny_20250917[x] <= max_value:\n",
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" if min_val_curr == volt_iny_20250917[x]:\n",
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" pos_curr_17 = x\n",
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" pwr_consup_20250917.append(volt_elec_20250917[x]*curr_elec_20250917[x])\n",
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" curr_elec_filt_20250917.append(curr_elec_20250917[x])\n",
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" \n",
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" if value_res_1 <= volt_iny_20250917[x] <= max_value:\n",
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" if value_res_1 == volt_iny_20250917[x]:\n",
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" pos_res1_17 = x\n",
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" res_filt_20250917.append(res_20250917[x])\n",
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" \n",
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" if value_res_2 <= volt_iny_20250917[x] <= max_value:\n",
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" if value_res_2 == volt_iny_20250917[x]:\n",
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" pos_res2_17 = x \n",
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" res_filt_20250917_1.append(res_20250917[x])\n",
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"\n",
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"for x in range(len(volt_iny_20250922)):\n",
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" if min_value <= volt_iny_20250922[x] <= max_value:\n",
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" volt_elec_filt_20250922.append(volt_elec_20250922[x])\n",
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" \n",
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" if min_val_curr <= volt_iny_20250922[x] <= max_value:\n",
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" if min_val_curr == volt_iny_20250922[x]:\n",
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" pos_curr_22 = x\n",
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" pwr_consup_20250922.append(volt_elec_20250922[x]*curr_elec_20250922[x]) \n",
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" curr_elec_filt_20250922.append(curr_elec_20250922[x])\n",
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" \n",
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" if value_res_1 <= volt_iny_20250922[x] <= max_value:\n",
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" if value_res_1 == volt_iny_20250922[x]:\n",
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" pos_res1_22 = x\n",
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" res_filt_20250922.append(res_20250922[x])\n",
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" \n",
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" if value_res_2 <= volt_iny_20250922[x] <= max_value:\n",
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" if value_res_2 == volt_iny_20250922[x]:\n",
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" pos_res2_22 = x\n",
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" res_filt_20250922_1.append(res_20250922[x])\n",
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"\n",
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"print(f\"The length of 'volt_iny'= {len(volt_iny_filt_20250917)}, 'volt_elec_17'={len(volt_elec_filt_20250917)}, 'volt_elec_22'={len(volt_elec_filt_20250922)}\")\n",
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"print(f\"The length of 'curr_elec_17'={len(curr_elec_filt_20250917)}, 'curr_elec_22'={len(curr_elec_filt_20250922)}\")\n",
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"print(f\"The length of 'resistance_17_1'={len(res_filt_20250917)}, 'resistance_22_1'={len(res_filt_20250922)} \")\n",
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"print(f\"The length of 'resistance_17_2'={len(res_filt_20250917_1)}, 'resistance_22_2'={len(res_filt_20250922_1)} \")\n",
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"print(f\"The length of 'power_consum_17'={len(pwr_consup_20250917)}, 'power_consum_22'={len(pwr_consup_20250922)}\")\n",
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"print(f\"The position of 'curr_17'={pos_curr_17}, 'curr_22'={pos_curr_22}\")\n",
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"print(f\"The position of 'res1_17'={pos_res1_17}, 'res1_22'={pos_res1_22}\")\n",
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"print(f\"The position of 'res2_17'={pos_res2_17}, 'res2_22'={pos_res2_22}\")\n",
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"\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"id": "fccd8e62",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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}
|
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],
|
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"source": [
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"\n",
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"\n",
|
|
"# Ploting \"volt_iny_filt_20250917 (x)\" vs \"volt_elec_20250917\" - \"volt_elec_20250922\" (y)\n",
|
|
"\n",
|
|
"n1 = _minlen(volt_iny_filt_20250917, volt_elec_filt_20250917, volt_elec_filt_20250922)\n",
|
|
"x1 = volt_iny_filt_20250917[:n1]\n",
|
|
"y1 = volt_elec_filt_20250917\n",
|
|
"y2 = volt_elec_filt_20250922\n",
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|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(x1, y1, marker='o', linestyle='-', color='tab:blue', label='V_elec_20250917')\n",
|
|
"plt.plot(x1, y2, marker='o', linestyle='-', color='tab:red', label='V_elec_20250922')\n",
|
|
"plt.title('Comparative between the Voltage Electrodes and Voltage Supply')\n",
|
|
"plt.xlabel('Suply Voltage (V)')\n",
|
|
"plt.ylabel('Voltage Electrodes (V)')\n",
|
|
"plt.grid(True)\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"n1 = _minlen(volt_elec_20250917, curr_elec_filt_20250917, curr_elec_filt_20250922)\n",
|
|
"x1 = volt_elec_20250917[pos_curr_17:(n1+pos_curr_17)]\n",
|
|
"x2 = volt_elec_20250922[pos_curr_22:(n1+pos_curr_22)]\n",
|
|
"y1 = curr_elec_filt_20250917\n",
|
|
"y2 = curr_elec_filt_20250922\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(x1, y1, marker='o', linestyle='-', color='tab:blue', label='C_elec_20250917')\n",
|
|
"plt.plot(x2, y2, marker='o', linestyle='-', color='tab:red', label='C_elec_20250922')\n",
|
|
"plt.title('Comparative between the Current Electrodes and Voltage Electrode')\n",
|
|
"plt.xlabel('Electrode Voltage (V)')\n",
|
|
"plt.ylabel('Current Electrodes (A)')\n",
|
|
"plt.grid(True)\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"n1 = _minlen(volt_elec_20250917, res_filt_20250917, res_filt_20250922)\n",
|
|
"x1 = volt_elec_20250917[pos_res1_17:(n1+pos_res1_17)]\n",
|
|
"x2 = volt_elec_20250922[pos_res1_22:(n1+pos_res1_22)]\n",
|
|
"#y1 = [volt_elec_filt_20250917[i] - volt_elec_filt_20250922[i] for i in range(n1)]\n",
|
|
"y1 = res_filt_20250917\n",
|
|
"y2 = res_filt_20250922\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(x1, y1, marker='o', linestyle='-', color='tab:blue', label='Resistance_20250917')\n",
|
|
"plt.plot(x2, y2, marker='o', linestyle='-', color='tab:red', label='Resistance_20250922')\n",
|
|
"plt.title('Comparative between the Resistance and Voltage Electrode')\n",
|
|
"plt.xlabel('Electrode Voltage (V)')\n",
|
|
"plt.ylabel('Resistance (Ohms)')\n",
|
|
"plt.grid(True)\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"n1 = _minlen(volt_iny_20250917, res_filt_20250917, res_filt_20250922)\n",
|
|
"x1 = volt_iny_20250917[pos_res1_17:(n1+pos_res1_17)]\n",
|
|
"y1 = [res_filt_20250922[i] - res_filt_20250917[i] for i in range(n1)]\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(x1, y1, marker='o', linestyle='-', color='tab:blue', label='ΔResistance = Resistance_20250922 - Resistance_20250917')\n",
|
|
"plt.title('Comparative between the Resistance and Electrodes Voltage')\n",
|
|
"plt.xlabel('Suply Voltage (V)')\n",
|
|
"plt.ylabel('ΔResistance (Ohms)')\n",
|
|
"plt.grid(True)\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"n1 = _minlen(volt_elec_20250917, res_filt_20250917_1, res_filt_20250922_1)\n",
|
|
"x1 = volt_elec_20250917[pos_res2_17:(n1+pos_res2_17)]\n",
|
|
"x2 = volt_elec_20250922[pos_res2_22:(n1+pos_res2_22)]\n",
|
|
"#y1 = [volt_elec_filt_20250917[i] - volt_elec_filt_20250922[i] for i in range(n1)]\n",
|
|
"y1 = res_filt_20250917_1\n",
|
|
"y2 = res_filt_20250922_1 \n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(x1, y1, marker='o', linestyle='-', color='tab:blue', label='Resistance_20250917')\n",
|
|
"plt.plot(x2, y2, marker='o', linestyle='-', color='tab:red', label='Resistance_20250922')\n",
|
|
"plt.title('Comparative between the Resistance and Electrodes Voltage')\n",
|
|
"plt.xlabel('Suply Voltage (V)')\n",
|
|
"plt.ylabel('Resistance (Ohms)')\n",
|
|
"plt.grid(True)\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"n1 = _minlen(volt_iny_20250917, res_filt_20250917_1, res_filt_20250922_1)\n",
|
|
"x1 = volt_iny_20250917[pos_res2_17:(n1+pos_res2_17)]\n",
|
|
"y1 = [res_filt_20250922_1[i] - res_filt_20250917_1[i] for i in range(n1)]\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(x1, y1, marker='o', linestyle='-', color='tab:blue', label='ΔResistance = Resistance_20250922 - Resistance_20250917')\n",
|
|
"plt.title('Comparative between the Resistance and Voltage Supply')\n",
|
|
"plt.xlabel('Suply Voltage (V)')\n",
|
|
"plt.ylabel('ΔResistance (Ohms)')\n",
|
|
"plt.grid(True)\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"n1 = _minlen(volt_iny_20250917, pwr_consup_20250917, pwr_consup_20250922)\n",
|
|
"x1 = volt_iny_20250917[pos_curr_17:(n1+pos_curr_17)]\n",
|
|
"#y1 = [volt_elec_filt_20250917[i] - volt_elec_filt_20250922[i] for i in range(n1)]\n",
|
|
"y1 = pwr_consup_20250917\n",
|
|
"y2 = pwr_consup_20250922 \n",
|
|
"\n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(x1, y1, marker='o', linestyle='-', color='tab:blue', label='Power_Consumption_20250917')\n",
|
|
"plt.plot(x1, y2, marker='o', linestyle='-', color='tab:red', label='Power_Consumption_20250922')\n",
|
|
"plt.title('Comparative the Power Consumption (W) of both experiments')\n",
|
|
"plt.xlabel('Suply Voltage (V)')\n",
|
|
"plt.ylabel('Power (W)')\n",
|
|
"plt.grid(True)\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"n1 = _minlen(volt_iny_20250917, pwr_consup_20250917, pwr_consup_20250922)\n",
|
|
"x1 = volt_iny_20250917[pos_curr_17:(n1+pos_curr_17)]\n",
|
|
"#y1 = [volt_elec_filt_20250917[i] - volt_elec_filt_20250922[i] for i in range(n1)]\n",
|
|
"y1 = [abs(pwr_consup_20250922[i] - pwr_consup_20250917[i]) for i in range(n1)] \n",
|
|
"\n",
|
|
"plt.figure()\n",
|
|
"plt.plot(x1, y1, marker='o', linestyle='-', color='tab:blue', label='ΔPower Consumption = Power_20250922 - Power_20250917')\n",
|
|
"plt.title('Comparative the Power Consumption (W) of both experiments')\n",
|
|
"plt.xlabel('Suply Voltage (V)')\n",
|
|
"plt.ylabel('Δ Power (W)')\n",
|
|
"plt.grid(True)\n",
|
|
"plt.legend()\n",
|
|
"plt.show()\n"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
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|
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"language": "python",
|
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"name": "python3"
|
|
},
|
|
"language_info": {
|
|
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|
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"name": "ipython",
|
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},
|
|
"file_extension": ".py",
|
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"mimetype": "text/x-python",
|
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"name": "python",
|
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"nbconvert_exporter": "python",
|
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"pygments_lexer": "ipython3",
|
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"version": "3.12.3"
|
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|
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|
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|
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"nbformat_minor": 5
|
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|