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Adaptive-PID-controller/python_implementation/two_area.py
2022-06-08 22:59:59 +05:30

106 lines
2.6 KiB
Python

import numpy as np
from numpy.core.numeric import NaN
from scipy.linalg import expm
import math
class TwoAreaPS:
def __init__(self, Tg, Tp, Tt, Kp, T12, a12, R, T, beta1, beta2, yt_1,yt_2,yt_3, yt_1_,yt_2_,yt_3_):
self.yt_1_a1 = yt_1
self.yt_2_a1 = yt_2
self.yt_3_a1 = yt_3
self.yt_1_a2 = yt_1_
self.yt_2_a2 = yt_2_
self.yt_3_a2 = yt_3_
self.Xprev = np.zeros( (7,1) )
self.Y = np.zeros( (2,1) )
self.Tg = Tg
self.Tp = Tp
self.Tt = Tt
self.Kp = Kp
self.T12 = T12
self.a12 = a12
self.R = R
self.beta1 = beta1
self.beta2 = beta2
self.T = T
self.CalcDiscreteCoef()
def CalcDiscreteCoef(self):
# Calculating Continous coef
Tg = self.Tg
Tp = self.Tp
Tt = self.Tt
Kp = self.Kp
T12 = self.T12
a12 = self.a12
R = self.R
self.A = np.array( [ [-1/Tp , Kp/Tp , 0 , -Kp/Tp , 0 , 0 , 0 ] ,
[0 , -1/Tt , 1/Tt , 0 , 0 ,0 , 0 ] ,
[-1/(R*Tg) , 0 , -1/Tg , 0 , 0, 0, 0 ] ,
[ 2*np.pi*T12 , 0 , 0 , 0 , -2*np.pi*T12 , 0 , 0 ] ,
[0 ,0 ,0 , -Kp*a12/Tp , -1/Tp , Kp/Tp , 0 ] ,
[ 0,0,0,0,0, -1/Tt, 1/Tt] ,
[0,0,0,0,-1/(R*Tg) , 1/Tg , -1/Tg ] ] )
self.B = np.array( [ [0 ,0, -Kp/Tp , 0 ],
[0 , 0, 0 ,0 ],
[1/Tg, 0 , 0, 0],
[0,0,0,0],
[0,0,0,0],
[0,0,0,0],
[0,1/Tg,0,-Kp/Tp] ])
self.C = np.array( [ [ self.beta1 , 0 , 0 ,1 , 0, 0 , 0 ] ,
[ 0 , 0, 0, 1, self.beta2, 0, 0 ] ,
[ 0 , 0, 0, 1, 0, 0, 0 ] ] )
# Calculating Discrete Coefs
self.Ad = expm(self.A*self.T)
# Add check later
self.Bd = np.dot( np.dot(np.linalg.inv(self.A),(self.Ad - np.eye(7) )), self.B )
def Output(self,Ut):
self.yt_1_a1 , self.yt_2_a1 , self.yt_3_a1 = self.Y[0,0], self.yt_1_a1, self.yt_2_a1
self.yt_1_a2 , self.yt_2_a2 , self.yt_3_a2 = self.Y[1,0], self.yt_1_a2, self.yt_2_a2
self.X = np.dot( self.Ad, self.Xprev ) + np.dot( self.Bd, Ut )
self.Y = np.dot( self.C, self.Xprev)
self.Xprev = self.X
if (math.isnan(self.Y[0,0])):
return True
return False