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Copy pathTCAS2Exp1_AMPds.m
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TCAS2Exp1_AMPds.m
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load 'ElectLett_exp1.mat';
dataVA = dataxExp1;
y = datayExp1;
[numApl, numSampVA,numTrial] =size(dataVA);
%numTrial = 2;
dataEsVa = zeros(numApl,numSampVA,numTrial);
acc = zeros(2,numTrial);
numState = 13; %total states of the 3 appliances
ratingVA = [4620; 502; 29 ;
10; 130; 445;1019;
51; 24; 1823; 2400;
9;22;];
minVA = [4550; 502;
130;
1800; 2400;
];
maxVA = [4660; 520;
150;
1900; 2450;
];
F = zeros(numApl,numState);
F(1,1:3)=ones(1,3);
F(2,4:7)=ones(1,4);
F(3,8:11)=ones(1,4);
F(4,12:13)=ones(1,2);
up = ones(4,1);
h = ones(numApl,1);
%% Integer LP initialization begins
c = [1; zeros(numState,1)];
b = [1; zeros(numState,1)];
Fh=F'*h;
a = [0; (ratingVA.*Fh)];
%B = [zeros(2,1) ac];% [0 0 1 0 1 0 1 zeros(1,m-7) 1]];
Beq = [zeros(numApl,1) [F(1,:); F(2,:); F(3,:); F(4,:)]];
Ap = [-(a+b)'; (a-b)';];% B];
Ac = [-(a+b)'; (a-b)'; Beq];
intcon = 2:numState+1;
lb = zeros(numState+1,1); ub = [inf; ones(numState,1)];
for trial = 1:numTrial;
trial
f = zeros(numState,numSampVA,2);
zf = zeros(numApl,numSampVA,2);
for i = 2:numSampVA;
options=optimoptions(@intlinprog,'display','off');
ep = [-y(trial,i); y(trial,i);];
ec = [ep; up];
zhat = intlinprog(c,intcon,Ac,ec,[],[],lb,ub,options);
f(:,i,1) = round(zhat(2:end,1));%
zf(:,i,1) = F*(f(:,i,1).*ratingVA);
zhat = intlinprog(c,intcon,Ap,ep,Beq,up,lb,ub,options);
f(:,i,2) = round(zhat(2:end,1));%
zf(:,i,2) = F*(f(:,i,2).*ratingVA);
if zf(1,i-1,2)==29 && zf(1,i,2)==502;
zf(1,i,2)= 29;
end
if zf(2,i-1,2)==10 && zf(2,i,2)==445;
zf(2,i,2) = 130;
end
if zf(2,i-1,2)==10 && zf(2,i,2)==1019;
zf(2,i,2) = 10;
end
if zf(2,i-1,2)==130 && zf(2,i,2)==1019;
zf(2,i,2) = 130;
end
if zf(3,i-1,2) ==51 && zf(3,i,2)==24;
zf(3,i,2) = 51;
end
if zf(3,i-1,2)==1823 && zf(3,i,2) == 51;
zf(3,i,2) = 24;
end
if zf(3,i-1,2)==2400 && median(zf(3,i-1:i,2))<2400;
zf(3,i-1:i,2) = 1823;
end
if i>45 && median(zf(4,i-44:i,2))<22;
zf(4,i-44,2)=9;
end
end
for i = 2:numSampVA;
p2=[]; zft=[];
zfn=[]; zfx=[];
if zf(1,i,2)==4620;
zft = 4620;
zfn = 4550;
zfx = 4660;
p2(1)=1;
end
if zf(1,i,2)==502;
zft = [zft 502];
zfn = [zfn 502];
zfx = [zfx 520];
p2(2)=2;
end
if zf(2,i,2)==130;
zft = [zft 130];
zfn = [zfn 127];
zfx = [zfx 150];
p2(3)=5;
end
if zf(3,i,2)==1823;
zft = [zft 1823];
zfn = [zfn 1800];
zfx = [zfx 1900];
p2(4)=10;
end
if zf(3,i,2)==2400;
zft = [zft 2400];
zfn = [zfn 2400];
zfx = [zfx 2450];
p2(5)=11;
end
hl = ones(1,length(zft));
tf = isempty(zft);
if tf==0;
cy=y(trial,i)-(h'*zf(:,i,2)-hl*zft');
htilde = [0; ones(length(zft),1)];
uh = [1; zeros(length(zft),1)];
A = [-(htilde+uh)'; (htilde-uh)';
zeros(length(zft),1) -eye(length(zft));
zeros(length(zft),1) eye(length(zft))];
cr = [1 zeros(1,length(zft))];
options = optimoptions(@linprog,'display','off');
ep = [-cy; cy;-zfn'; zfx'];
zhat = linprog(cr,A,ep,[],[],[],[],[],options);
end
for j=1:length(zft);
for k = 1:3;
if zft(j)==zf(k,i,2);
zf(k,i,2) = zhat(j+1,1);
end
end
end
end
for j = 1:2;
dataEsVa(:,:,trial,j) = zf(:,:,j);
e =dataVA(:,:,trial)-zf(:,:,j);
acc(j,trial)=1-sum(sum(abs(e),2),1)/(2*sum(abs(y(trial,:))));
end
end
e1 =dataVA(:,:,1:numTrial)-dataEsVa(:,:,1:numTrial,1);
e2 =dataVA(:,:,1:numTrial)-dataEsVa(:,:,1:numTrial,2);
for trial=1:numTrial;
for i=1:4;
Sacc(i,trial,1)=1-sum(abs(e1(i,:,trial)),1)/(2*sum(abs(dataVA(i,:,trial)),1));
Sacc(i,trial,2)=1-sum(abs(e2(i,:,trial)),1)/(2*sum(abs(dataVA(i,:,trial)),1));
end
end
figure;
subplot(2,2,1);
plot(1:numTrial,Sacc(1,1:numTrial,1),'-r','linewidth',2,'MarkerSize',10);
hold on
plot(1:numTrial,Sacc(1,1:numTrial,2),'-b','linewidth',2,'MarkerSize',10);
%title('CDE')
%legend('IP', 'ALIP')
xlabel('Number of blocks');
ylabel('AC, CDE');
axis('tight')
grid on
subplot(2,2,2);
plot(1:numTrial,Sacc(2,1:numTrial,1),'-r','linewidth',2,'MarkerSize',10);
hold on
plot(1:numTrial,Sacc(2,1:numTrial,2),'-b','linewidth',2,'MarkerSize',10);
%title( 'FRG')
%legend('IP', 'ALIP')
xlabel('Number of blocks');
ylabel('AC, FRG');
axis('tight')
grid on
subplot(2,2,3);
plot(1:numTrial,Sacc(4,1:numTrial,1),'-r','linewidth',2,'MarkerSize',10);
hold on
plot(1:numTrial,Sacc(4,1:numTrial,2),'-b','linewidth',2,'MarkerSize',10)
%title('B1E')
%legend('IP', 'ALIP')
xlabel('Number of blocks');
ylabel('AC, B1E');
axis('tight')
grid on
subplot(2,2,4);
plot(1:numTrial,acc(1,1:numTrial),'-r','linewidth',2,'MarkerSize',5);
hold on
plot(1:numTrial,acc(2,1:numTrial),'-b','linewidth',2,'MarkerSize',5);
legend('IP', 'ALIP')
axis('tight')
xlabel('Number of blocks');
ylabel('ACC');
grid on
figure
plot(1:numTrial,Sacc(3,1:numTrial,1),'-r','linewidth',1.5,'MarkerSize',10);
hold on
plot(1:numTrial,Sacc(3,1:numTrial,2),'-b','linewidth',1.5,'MarkerSize',10);
title('HPE')
legend('IP', 'PIP')
xlabel('Number of blocks');
ylabel('AC');
axis('tight')
grid on
shdataVA = reshape(dataVA(:,:,1:numTrial),[4,5040*numTrial]);
shdataEsVA(:,:,1) = reshape(dataEsVa(:,:,1:numTrial,1),[4,5040*numTrial]);
shdataEsVA(:,:,2) = reshape(dataEsVa(:,:,1:numTrial,2),[4,5040*numTrial]);
e1 =shdataVA-shdataEsVA(:,:,1);
e2 =shdataVA-shdataEsVA(:,:,2);
for i=1:4;
Sacc(i,1)=1-sum(abs(e1(i,:)),1)/(2*sum(abs(shdataVA(i,:)),1));
Sacc(i,2)=1-sum(abs(e2(i,:)),1)/(2*sum(abs(shdataVA(i,:)),1));
end
Nacc(1,1)=1-sum(sum(abs(e1),2),1)/(2*sum(sum(abs(shdataVA),2),1));
Nacc(2,1)=1-sum(sum(abs(e2),2),1)/(2*sum(sum(abs(shdataVA),2),1));
IP_AC = Sacc(:,1)
ALIP_AC=Sacc(:,2)
IP_ACC = Nacc(1,1)
ALIP_ACC = Nacc(2,1)