Загрузил(а) файлы в 'Project/program_files'

Project/program_files/analize.py

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+from scipy.optimize import curve_fit
+from numpy import linspace
+import numpy as np
+from numpy import tanh
+from scipy.constants import e, k
+from numpy import sqrt
+from numpy import array
+import pandas as pd
+
+
+# Global variables
+
+new_U = linspace(-22, 22, 1000)
+
+
+# Function for approximation
+
+
+def function_IU(U, I_n, T_e, A, B):
+    return I_n * tanh(e*U/2/k/T_e) + A*U + B
+
+# Find the best fit params of In and Te
+
+
+def find_FitParams(data_I, data_U):
+    popt, pcov = curve_fit(function_IU, data_U, data_I, p0=[0, 50000, 0, 0])
+    return popt, pcov
+
+
+# Returns disperancy of given value
+
+
+def discrepancy(data, popt):
+    I = data[0]
+    U = data[1]
+    tmp = []
+
+    for i in range(len(U)):
+        temp = sqrt((function_IU(
+            U[i], *popt)-I[i])**2/len(U)/(len(U)-1))
+        tmp.append(temp)
+
+    return tmp
+
+
+# Returns pandas.DataFrame with approximated Current and Voltage values
+
+
+def getApproxValues(data):
+    data = data.sort_values(by=['U'])
+    popt, pcov = find_FitParams(data['I'], data['U'])
+    df = pd.DataFrame()
+    df['U'] = new_U
+    df['I'] = function_IU(df['U'], *popt)
+    error = np.sqrt(np.diag(pcov))
+    return [df, popt, error]

Project/program_files/voltmeter.py

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+class AKIP():
+
+    def __init__(self, folder):
+        self.folder = folder
+
+    def getVoltageDC(self):
+        self.instr = open(self.folder, 'w')
+        self.instr.write('MEAS:VOLT:DC?\n')
+        self.instr.flush()
+        self.instr = open(self.folder, 'r')
+        data = self.instr.readline()
+        self.instr.close()
+        return float(data)
+
+    def getCurrentDC(self):
+        self.instr = open(self.folder, 'w')
+        self.instr.write('MEAS:AMP:DC?\n')
+        self.instr.flush()
+        self.instr = open(self.folder, 'r')
+        data = self.instr.readline()
+        self.instr.close()
+        return float(data)
+
+    def getVoltageAC(self):
+        self.instr = open(self.folder, 'w')
+        self.instr.write('MEAS:VOLT:AC?\n')
+        self.instr.flush()
+        self.instr = open(self.folder, 'r')
+        data = self.instr.readline()
+        self.instr.close()
+        return float(data)
+
+    def getCurrentAC(self):
+        self.instr = open(self.folder, 'w')
+        self.instr.write('MEAS:AMP:AC?\n')
+        self.instr.flush()
+        self.instr = open(self.folder, 'r')
+        data = self.instr.readline()
+        self.instr.close()
+        return float(data)