implementation fuzzy logic using sckit fuzzy

[nana_4895]

hi I have a problem with my app, I tried making an app to determine the condition of the transformer but when it starts, it can't do computing, can anyone help me?
I use the Scikit Fuzzy module

import numpy as np
import skfuzzy as fuzz
from skfuzzy import control as ctrl
from skfuzzy.control.visualization import FuzzyVariableVisualizer

from PyQt5.QtWidgets import QApplication, QDialog
from PyQt5.QtCore import QTimer, QDate, Qt
from time import strftime

import sys


from matplotlib.backends.backend_qt5 import NavigationToolbar2QT as NavigationToolbar
from matplotlib.backends.backend_qt5agg import FigureCanvasQTAgg as FigureCanvas
import matplotlib.pyplot as plt

from Desktop import Ui_DiagnosaTrafo

class Fuzzy(QDialog):
    def __init__(self):
        super(Fuzzy,self).__init__()
        self.ui = Ui_DiagnosaTrafo()
        self.ui.setupUi(self)
        #set clock
        timer = QTimer(self)
        timer.timeout.connect(self.showTime)
        timer.start(1000)

        self.ppmMax = 100
        self.gasMax = 4

        self.ppm_min = [0, 10, 20, 30]
        self.ppm_max = [80, 85, 90, 100]

        self.gas_min = [0, 0, 1, 1.5]
        self.gas_max = [3, 3, 3.5, 4.]

        self.ui.SET.toggled.connect(self.SET)
        self.ui.SET.setCheckable(True)
        self.ui.calculate.toggled.connect(self.calculate)
        self.ui.calculate.setCheckable(True)

    def showTime(self):
        now = QDate.currentDate()
        date = now.toString(Qt.DefaultLocaleLongDate)
        waktu = strftime('%H:%M:%S %p')
        self.ui.dates.setText(date)
        self.ui.clock.setText(waktu)

    def SET(self):
        try :
            V_ppm_min = float (self.ui.line_ppm_min.text())
        except:
            V_ppm_min = 10.0

        try:
            V_ppm_max = float (self.ui.line_ppm_max.text())
        except:
            V_ppm_max = 100.0


        try :
            V_gas_min = float (self.ui.line_gas_min.text())
        except:
            V_gas_min = 1.0

        try:
            V_gas_max = float (self.ui.line_gas_max.text())
        except:
            V_gas_max = 4.0

        try:
            normal = float (self.ui.line_KNormal.text())
        except:
            normal = 25.0
        try:
            mulai_tinggi = float (self.ui.line_KMulai.text())
        except:
            mulai_tinggi = 50.0
        try:
            tingkat_tinggi = float (self.ui.line_KTingkat.text())
        except:
            tingkat_tinggi = 75.0
        try:
            sangat_tinggi = float (self.ui.line_KSangat.text())
        except:
            sangat_tinggi = 100.0

        self.ppm_rendah = [0,0, V_ppm_min]
        self.ppm_tinggi =[0,0,V_ppm_max]
        self.gas_rendah = [0,0,V_gas_min]
        self.gas_tinggi = [0,0,V_gas_max]

        self.normal = [0,0,normal]
        self.mulai_tinggi = [0,0, mulai_tinggi]
        self.tingkat_tinggi = [0,0,tingkat_tinggi]
        self.sangat_tinggi = [0,0,sangat_tinggi]

        self.ppm1 = V_ppm_max
        self.gas1 = V_gas_max
        self.kondisi = sangat_tinggi

        #give value to default setting
        self.ui.lbl_ppm_min.setText('{}'.format(V_ppm_min))
        self.ui.lbl_ppm_max.setText('{}'.format(V_ppm_max))
        self.ui.lbl_gas_min.setText('{}'.format(V_gas_min))
        self.ui.lbl_gas_max.setText('{}'.format(V_gas_max))

        self.ui.lbl_kondisi_normal.setText('{}'.format(normal))
        self.ui.lbl_kondisi_MTinggi.setText('{}'.format(mulai_tinggi))
        self.ui.lbl_kondisi_TTinggi.setText('{}'.format(tingkat_tinggi))
        self.ui.lbl_kondisi_STinggi.setText('{}'.format(sangat_tinggi))


    def calculate (self):
        # The universe of variables and membership functions
        print("X=")
        ppm = ctrl.Antecedent(np.arange(10, self.ppm1, 1), 'ppm')
        gas = ctrl.Antecedent(np.arange(1, self.gas1, 1), 'gas')
        kondisi = ctrl.Consequent(np.arange(0, self.kondisi, 1), 'kondisi')


        #custom membership function can be built interactive with a familiar
        ppm['rendah'] = fuzz.trimf(ppm.universe, self.ppm_rendah)
        ppm['tinggi'] = fuzz.trimf(ppm.universe, self.ppm_tinggi)
        gas['rendah'] = fuzz.trimf(gas.universe, self.gas_rendah)
        gas['tinggi'] = fuzz.trimf(gas.universe, self.gas_tinggi)


        kondisi['normal'] = fuzz.trimf(kondisi.universe, self.normal)
        kondisi['mulai tinggi'] = fuzz.trimf(kondisi.universe, self.mulai_tinggi)
        kondisi['tingkat tinggi'] = fuzz.trimf(kondisi.universe, self.tingkat_tinggi)
        kondisi['sangat tinggi'] = fuzz.trimf(kondisi.universe, self.sangat_tinggi)
        print("X1= ")

        """
        =============================
        DECLARE THE RULES
        =============================
        """

        rule1 = ctrl.Rule(ppm['rendah'] & gas['rendah'], kondisi['normal'])
        rule2 = ctrl.Rule(ppm['rendah'] & gas['tinggi'], kondisi['mulai tinggi'])
        rule3 = ctrl.Rule(ppm['tinggi'] & gas['rendah'], kondisi['tingkat tinggi'])
        rule4 = ctrl.Rule(ppm['tinggi'] & gas['tinggi'], kondisi['sangat tinggi'])
        print("X2= ")
        kondisi_ctrl = ctrl.ControlSystem(
            [rule1, rule2, rule3, rule4 ])
        condition = ctrl.ControlSystemSimulation(kondisi_ctrl)

        """
                =============================
                SIMULATION
                =============================
                Pass inputs to the ControlSystem using Antecedent labels with Pythonic API
                Note: if you like passing many inputs all at once, use .inputs(dict_of_data)
                """



        try:
            x_ppm = float (self.ui.line_input_ppm.text())
            x_gas = float (self.ui.line_input_gas.text())

            condition.input['PPM'] = x_ppm
            condition.input['GAS'] = x_gas
        except:
            condition.input['PPM'] = 0
            condition.input['GAS'] = 0
            x_ppm = 0
            x_gas = 0
        print(x_ppm)
        print(x_gas)
        condition.compute()
            
        self.ui.layout_output.setText("{0:.2f} ".format(condition.output['kondisi']))

        #defuzzyfikasi
        for i in reversed(range(self.ui.layout_1.count())):
            self.ui.layout_1.itemAt(i).widget().setParent(None)
        for i in reversed(range(self.ui.layout_2.count())):
            self.ui.layout_2.itemAt(i).widget().setParent(None)

        plt.rcParams['figure.constrained_layout.use'] = True
        a1, b1 = FuzzyVariableVisualizer(ppm).view()
        a2, b2 = FuzzyVariableVisualizer(gas).view()
        a3, b3 = FuzzyVariableVisualizer(kondisi).view()

        b1.axvline(x=x_ppm, linewidth=3, color = 'k')
        b2.axvline(x=x_gas, linewidth=3, color = 'k')

        self.ui.canvas1 = FigureCanvas(a1)
        self.toolbar1 = NavigationToolbar(self.ui.canvas1, self)

        self.ui.canvas2 = FigureCanvas(a2)
        self.ui.toolbar2 = NavigationToolbar(self.ui.canvas2, self)

        self.ui.canvas3 = FigureCanvas(a3)
        self.toolbar3 = NavigationToolbar(self.ui.canvas3, self)

        self.ui.layout_1.addWidget(self.ui.canvas1)
        self.ui.layout_2.addWidget(self.ui.canvas2)

        a4, b= FuzzyVariableVisualizer(kondisi).view(sim=condition)
        self.ui.canvas4 = FigureCanvas(a4)
        self.toolbar4 = NavigationToolbar(self.ui.canvas4, self)

        self.ui.layout_3.addWidget(self.ui.canvas4)
        self.ui.layout_3.addWidget(self.toolbar4)

        kondisi = None
        condition = None



if __name__ == "__main__":
    app = QApplication(sys.argv)
    Window = Fuzzy()
    Window.setWindowTitle("Diagnosa Trafo")
    Window.show()
    sys.exit(app.exec_())