can anyone offer control of state space system using Iterative Learning Control in command window in MATALB
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Mohamed Eshag
on 30 Nov 2018
Commented: mazin alseadi
on 3 Nov 2020
can anyone offer control of state space system using Iterative Learning Control in command window in MATALB
4 Comments
Accepted Answer
Mark Sherstan
on 7 Dec 2018
Here is an example that should push you in the correct direction. I havent completed it as I dont know what your reference signal is or if you need to add noise, disturbances, pure time delay, etc... but it is basically complete. Refer to the comments to follow what is going on.
function [ ] = ILC()
%[Ad Bd Cd Dd] = ssdata(sys);
Ad = [0 1 0; 3 0 1; 0 1 0];
Bd = [1; 1; 3];
Cd = [1 1 1];
Dd = [0];
% Set Ts, initial condition x0, time range t, pure time delay n0, relative
% degree r, and matrix size N
Ts = 1;
x0 = 0;
t = 0:Ts:60;
n0 = 0;
r = 1;
N = length(t);
% Define input vector U and reference J
U = [zeros(1,15) 10*ones(1,15) zeros(1,15) 10*ones(1,16)];
Rj = [zeros(1,15) 20*ones(1,15) zeros(1,15) 20*ones(1,16)]';
% G0 not formulated as initial condition is 0
% Formulate G
Gvec = zeros(N,1);
rvec = ((r-1):(N-n0-1))';
for ii = 1:length(rvec)
ApowVec = Ad^rvec(ii);
Gvec(ii) = Cd*ApowVec*Bd;
end
G = tril(toeplitz(Gvec));
% Set up ILC
jmax = 25;
l0 = 0.95;
q0 = 1;
L = l0 * eye(N,N);
Q = q0 * eye(N,N);
I = eye(N);
Uj = zeros(N,1); Ujold = Uj;
Ej = zeros(N,1); Ejold = Ej;
e2k = zeros(jmax,1);
% Run ILC and plot the response for each iteration
for ii = 1:jmax
Uj = Q*Ujold + L*Ejold;
Yj = G*Uj;
Ej = Rj - Yj; Ej(1) = 0;
Ejold = Ej;
Ujold = Uj;
plotter(ii,t,Ej,Yj,Uj,Rj,U)
e2k(ii) = Ej'*Ej;
end
end
function [] = plotter(ii,t,Ej,Yj,Uj,Rj,U)
figure(1)
% Plot the error Ej of the current itteration
subplot(1,3,1);
plot(t,Ej,'LineWidth',1.5);
title('Error, Ej','FontSize',16);
ylabel('Error Response','FontSize',16);
% Plot the input Uj of the current itteration
subplot(1,3,2);
plot(t,Uj,t,U,'-k','LineWidth',1.5);
title({['Iteration: ', num2str(ii)],'Input, Uj'},'FontSize',16);
xlabel('Time (s)','FontSize',16);
ylabel('Input Response','FontSize',16);
% Plot the output Yj of the current itteration
subplot(1,3,3);
plot(t,Yj,t,Rj,'-k','LineWidth',1.5);
title('Output, Yj','FontSize',16);
ylabel('Output Response','FontSize',16);
pause(0.1);
end
2 Comments
mazin alseadi
on 3 Nov 2020
Dear Mohamed Eshag
Have you developed or did this codes to be worked successfuly ? if you did, so please could you kindly send me this files ?
with respect and appreciate
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