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| import skfuzzy as fuzz | |
| from skfuzzy import control as crt | |
| import numpy as np | |
| import matplotlib.pyplot as plt | |
| import matplotlib as ml | |
| import streamlit as st | |
| import math | |
| from mpl_toolkits.mplot3d import Axes3D | |
| st.title('Schematic Design') | |
| tanasobat=crt.Antecedent(np.arange(0,3.05,0.05),'c') | |
| jahat=crt.Antecedent(np.arange(0,25.1,0.1),'a') | |
| jerm_hararati=crt.Antecedent(np.arange(0,4185.1,0.1),'b') | |
| feshordegi=crt.Antecedent(np.arange(0,1,0.01),'d') | |
| ertefa=crt.Antecedent(np.arange(2.3,10.001,0.001),'e') | |
| WWR=crt.Antecedent(np.arange(0,1.001,0.001),'f') | |
| emtiaz_HH=crt.Consequent(np.arange(-4,24.01,0.01),'score') | |
| g1=st.sidebar.radio('climate',['hot and humid','hot and dry','cold','moderate and humid']) | |
| jahat['low']=fuzz.trimf(jahat.universe,[0,5,12]) | |
| jahat['medium']=fuzz.trimf(jahat.universe,[5,12,17.5]) | |
| jahat['re_hight']=fuzz.trimf(jahat.universe,[12,17.5,25]) | |
| jahat['high']=fuzz.trimf(jahat.universe,[17.5,25,25]) | |
| jerm_hararati['low']=fuzz.trapmf(jerm_hararati.universe,[0,0,1500,1600]) | |
| jerm_hararati['medium']=fuzz.trapmf(jerm_hararati.universe,[1500,2000,3000,3500]) | |
| jerm_hararati['high']=fuzz.trapmf(jerm_hararati.universe,[3000,3500,4185,4185]) | |
| tanasobat['low']=fuzz.trapmf(tanasobat.universe,[0,1.1,1.3,1.4]) | |
| tanasobat['medium']=fuzz.trapmf(tanasobat.universe,[1.2,1.4,1.6,1.7]) | |
| tanasobat['high']=fuzz.trapmf(tanasobat.universe,[1.6,1.7,3,3]) | |
| feshordegi['low']=fuzz.trapmf(feshordegi.universe,[0,0.2,0.5,0.6]) | |
| feshordegi['medium']=fuzz.trapmf(feshordegi.universe,[0.5,0.6,0.8,0.85]) | |
| feshordegi['high']=fuzz.trapmf(feshordegi.universe,[0.8,0.85,1,1]) | |
| ertefa['low']=fuzz.gbellmf(ertefa.universe,0.3,6,2.4) | |
| ertefa['medium']=fuzz.gbellmf(ertefa.universe,0.2,6,3) | |
| ertefa['high']=fuzz.smf(ertefa.universe,3.2,3.6) | |
| WWR['low']=fuzz.gbellmf(WWR.universe,0.05,4,0.15) | |
| #WWR['medium']=fuzz.gbellmf(WWR.universe,0.05,6,0.25) | |
| WWR['RE_high']=fuzz.gbellmf(WWR.universe,0.05,4,0.30) | |
| WWR['high']=fuzz.smf(WWR.universe,0.35,0.45) | |
| emtiaz_HH['awful']=fuzz.gaussmf(emtiaz_HH.universe,0,1) | |
| emtiaz_HH['bad']=fuzz.gaussmf(emtiaz_HH.universe,4,1) | |
| emtiaz_HH['not_bad']=fuzz.gaussmf(emtiaz_HH.universe,8,1) | |
| emtiaz_HH['good']=fuzz.gaussmf(emtiaz_HH.universe,12,1) | |
| emtiaz_HH['very_good']=fuzz.gaussmf(emtiaz_HH.universe,16,1) | |
| emtiaz_HH['excelent']=fuzz.gaussmf(emtiaz_HH.universe,20,1) | |
| r1=crt.Rule(jahat['low']&jerm_hararati['low']&tanasobat['high']&feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['excelent']) | |
| r2=crt.Rule(~jahat['low']&jerm_hararati['low']&tanasobat['high']&feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['very_good']) | |
| r3=crt.Rule(jahat['low']&~jerm_hararati['low']&tanasobat['high']&feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['very_good']) | |
| r4=crt.Rule(jahat['low']&jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['very_good']) | |
| r5=crt.Rule(jahat['low']&jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['very_good']) | |
| r6=crt.Rule(jahat['low']&jerm_hararati['low']&tanasobat['high']&feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['very_good']) | |
| r7=crt.Rule(jahat['low']&jerm_hararati['low']&tanasobat['high']&feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['very_good']) | |
| r8=crt.Rule(~jahat['low']&~jerm_hararati['low']&tanasobat['high']&feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['good']) | |
| r9=crt.Rule(~jahat['low']&jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['good']) | |
| r10=crt.Rule(~jahat['low']&jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['good']) | |
| r11=crt.Rule(~jahat['low']&jerm_hararati['low']&tanasobat['high']&feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['good']) | |
| r12=crt.Rule(~jahat['low']&jerm_hararati['low']&tanasobat['high']&feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['good']) | |
| r13=crt.Rule(jahat['low']&~jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['good']) | |
| r14=crt.Rule(jahat['low']&~jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['good']) | |
| r15=crt.Rule(jahat['low']&~jerm_hararati['low']&tanasobat['high']&feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['good']) | |
| r16=crt.Rule(jahat['low']&~jerm_hararati['low']&tanasobat['high']&feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['good']) | |
| r17=crt.Rule(jahat['low']&jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['good']) | |
| r18=crt.Rule(jahat['low']&jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['good']) | |
| r19=crt.Rule(jahat['low']&jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['good']) | |
| r20=crt.Rule(jahat['low']&jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['good']) | |
| r21=crt.Rule(jahat['low']&jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['good']) | |
| r22=crt.Rule(jahat['low']&jerm_hararati['low']&tanasobat['high']&feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['good']) | |
| r23=crt.Rule(~jahat['low']&~jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r24=crt.Rule(~jahat['low']&~jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r25=crt.Rule(~jahat['low']&~jerm_hararati['low']&tanasobat['high']&feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r26=crt.Rule(~jahat['low']&~jerm_hararati['low']&tanasobat['high']&feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r27=crt.Rule(~jahat['low']&jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r28=crt.Rule(~jahat['low']&jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r29=crt.Rule(~jahat['low']&jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r30=crt.Rule(~jahat['low']&jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r31=crt.Rule(~jahat['low']&jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r32=crt.Rule(~jahat['low']&jerm_hararati['low']&tanasobat['high']&feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r33=crt.Rule(jahat['low']&~jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r34=crt.Rule(jahat['low']&~jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r35=crt.Rule(jahat['low']&~jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r36=crt.Rule(jahat['low']&~jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r37=crt.Rule(jahat['low']&jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r38=crt.Rule(jahat['low']&jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r39=crt.Rule(jahat['low']&jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['not_bad']) | |
| r40=crt.Rule(~jahat['low']&~jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&ertefa['high']&WWR['RE_high'],emtiaz_HH['bad']) | |
| r41=crt.Rule(~jahat['low']&~jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['bad']) | |
| r42=crt.Rule(~jahat['low']&~jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['bad']) | |
| r43=crt.Rule(~jahat['low']&~jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['bad']) | |
| r44=crt.Rule(~jahat['low']&~jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['bad']) | |
| r45=crt.Rule(~jahat['low']&~jerm_hararati['low']&tanasobat['high']&feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['bad']) | |
| r46=crt.Rule(~jahat['low']&jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['bad']) | |
| r47=crt.Rule(~jahat['low']&jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['bad']) | |
| r48=crt.Rule(~jahat['low']&jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['bad']) | |
| r49=crt.Rule(jahat['low']&~jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['bad']) | |
| r50=crt.Rule(jahat['low']&~jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['bad']) | |
| r51=crt.Rule(jahat['low']&~jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['bad']) | |
| r52=crt.Rule(jahat['low']&~jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['bad']) | |
| r53=crt.Rule(jahat['low']&jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['bad']) | |
| r53=crt.Rule(jahat['low']&~jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['awful']) | |
| r54=crt.Rule(~jahat['low']&jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['awful']) | |
| r55=crt.Rule(~jahat['low']&~jerm_hararati['low']&tanasobat['high']&~feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['awful']) | |
| r56=crt.Rule(~jahat['low']&~jerm_hararati['low']&~tanasobat['high']&feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['awful']) | |
| r57=crt.Rule(~jahat['low']&~jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&ertefa['high']&~WWR['RE_high'],emtiaz_HH['awful']) | |
| r58=crt.Rule(~jahat['low']&~jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&~ertefa['high']&WWR['RE_high'],emtiaz_HH['awful']) | |
| r59=crt.Rule(~jahat['low']&~jerm_hararati['low']&~tanasobat['high']&~feshordegi['low']&~ertefa['high']&~WWR['RE_high'],emtiaz_HH['awful']) | |
| cs=crt.ControlSystem([r1, | |
| r2, | |
| r3, | |
| r4, | |
| r5, | |
| r6, | |
| r7, | |
| r8, | |
| r9, | |
| r10, | |
| r11, | |
| r12, | |
| r13, | |
| r14, | |
| r15, | |
| r16, | |
| r17, | |
| r18, | |
| r19, | |
| r20, | |
| r21, | |
| r22, | |
| r23, | |
| r24, | |
| r25, | |
| r26, | |
| r27, | |
| r28, | |
| r29, | |
| r30, | |
| r31, | |
| r32, | |
| r33, | |
| r34, | |
| r35, | |
| r36, | |
| r37, | |
| r38, | |
| r39, | |
| r40, | |
| r41, | |
| r42, | |
| r43, | |
| r44, | |
| r45, | |
| r46, | |
| r47, | |
| r48, | |
| r49, | |
| r50, | |
| r51, | |
| r52, | |
| r53,r54,r55,r56,r57,r58,r59]) | |
| cs1=crt.ControlSystemSimulation(cs) | |
| c1=cs1.input['c']=st.sidebar.slider("tanasobat",min_value=0.1,max_value=4.0,step=0.1,value=1.0) | |
| a1=cs1.input['a']=st.sidebar.slider("jahat",min_value=0.00,max_value=40.00,step=0.1,value=0.0) | |
| b1=cs1.input['b']=st.sidebar.slider("jerm_hararati",min_value=0.00,max_value=4180.00,step=0.1,value=0.0) | |
| d1=cs1.input['d']=st.sidebar.slider("feshordegi",min_value=0.00,max_value=1.0,step=0.01,value=0.1) | |
| e1=cs1.input['e']=st.sidebar.slider("ertefa",min_value=2.3,max_value=5.00,step=0.01,value=3.31) | |
| f1=cs1.input['f']=st.sidebar.slider("wwr",min_value=0.00,max_value=1.00,step=0.01,value=0.20) | |
| cs1.compute() | |
| g11=cs1.output['score'] | |
| # Create axis | |
| axes = [int(c1*10),10,int(e1)] | |
| # Create Data | |
| data = np.ones(axes, dtype=np.bool) | |
| # Control Transparency | |
| alpha = 0.9 | |
| # Control colour | |
| colors = np.empty(axes + [4], dtype=np.float32) | |
| colors[:] = [1, 0, 0, alpha] # red | |
| # Plot figure | |
| fig = plt.figure() | |
| ax = fig.add_subplot(111, projection='3d') | |
| # Voxels is used to customizations of the | |
| # sizes, positions and colors. | |
| ax.voxels(data, facecolors=colors) | |
| ax.set_xlim([0,40]) | |
| ax.set_zlim([0,6]) | |
| ax.axis('off') | |
| st.header('your score is :') | |
| st.header(g11) | |
| st.set_option('deprecation.showPyplotGlobalUse', False) | |
| st.pyplot() |