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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 | |
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']) | |
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'] | |
fig = plt.figure(figsize=[10,10]) | |
img=ml.image.imread("bandar1.png") | |
ax = fig.add_subplot(1,1,1) | |
d1=str(d1) | |
i=0 | |
r2=ml.patches.Rectangle((300+e1*6.4,150-e1*6.4),c1*60,60,angle=-a1,color=d1,alpha=0.4) | |
r=ml.patches.Rectangle((300,150),c1*60,60,angle=-a1,facecolor = 'none', edgecolor = 'black', linewidth = b1/200) | |
r1=ml.patches.Rectangle((300,150),c1*60,60,angle=-a1,color=d1) | |
ax.add_patch(r2) | |
ax.add_patch(r1) | |
ax.add_patch(r) | |
ax.imshow(img) | |
st.header('your score is :') | |
st.header(g11) | |
st.set_option('deprecation.showPyplotGlobalUse', False) | |
st.pyplot() |