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Error using tabular/permute and Error in median (line 186)

조회 수: 3(최근 30일)
Suman Ahmed
Suman Ahmed 2020년 12월 5일
답변: Christine Tobler 2020년 12월 7일
load dataassign5.mat;
%Input data from TE Chemical Process
X=dataassign5(1:535,1:6); %6 continuous variable
% find dimension of matrix, n=number of rows, p=number of columns/variables
[n,p] = size(X);
ran = min(size(X,1),size(X,2));
if p>ran
p=ran;
end
c= median(X); %median
C=repmat(c,n,1);
d=std(X); %standard deviation
D=repmat(d,n,1);
X=(X-C)./D;
% diagonalisation
[Tmat,E,L] = svd(X,0);
eigmat = E;
% eigenvalues
Efull = diag(E).^2/(n-1);
exp_var = Efull/sum(Efull);
E = Efull(1:p);
exp_var = exp_var(1:p);
for k=1:p
cum_var(k) = sum(exp_var(1:k));
end
%SCREE Plot
figure (01)
bar(exp_var);
title('SCREE Plot')
xlabel('No of PCs');
ylabel('Variance');
% no of principal components
a=20;
% loadings,L and scores,T
L = L(:,1:a);
T = X*L;
% T2 hotelling
I=E';
I=I(1,1:a);
I=diag(I);
I_inv=(I)^(-1/2);
for i=1:n
Tcont(i,:) = (((X(i,:)*L)*I_inv)*L');
Thot(i) = Tcont(i,:)*Tcont(i,:)';
end
% Q residuals
Xmod = T*L';
Err = X - Xmod;
I1=1;
I1(1:p)=I1;
I1=diag(I1);
for i=1:n
Qcont(i,:)= X(i,:)*(I1-L*L');
Qres(i) = Qcont(i,:)*X(i,:)';
end
% T2 limit
lev_conf = 0.99;
F = finv(0.99,a,n-a);
tlim = a*(n - 1)/(n - a)*F;
% Q limit
t1 = sum(E((a+1):end).^1);
t2 = sum(E((a+1):end).^2);
t3 = sum(E((a+1):end).^3);
ho = 1 - (2*t1*t3)/(3*t2^2);
ca = norminv(0.95, 0, 1);
term1 = (ho*ca*(2*t2)^0.5)/t1;
term2 = (t2*ho*(ho - 1))/(t1^2);
qlim = t1*(term1 + 1 + term2)^(1/ho);
%Plot
% read number of samples
M=1:n;
% read T2 critical value
S (1:n)=tlim;
% read Q critical value
N (1:n)=qlim;
%T2 control chart in NOC
figure (02)
plot(M,S,M,Thot);
axis([0,n,0,tlim+20]);
title('T^{2} Control Chart in Normal Operating Condition');
xlabel('Sample No');
ylabel('T^{2} Value');
Thresholdt2= tlim;
%False alarm rate T2
for i=1:n
b(i)=Thot(i)>tlim;
end
fat2=sum(b); %total false alarms
FARt2=fat2/n*100;
%SPE control chart in NOC
figure (03)
plot(M,N,M,Qres);
axis([0,n,0,qlim+5]);
title('SPE Control Chart in Normal Operating Condition');
xlabel('Sample No');
ylabel('SPE Value');
Thresholdq= qlim;
%False alarm rate SPE
for i=1:n
b1(i)=Qres(i)>qlim;
end
faspe=sum(b1); %total false alarms
FARspe=faspe/n*100;

답변(1개)

Christine Tobler
Christine Tobler 2020년 12월 7일
Applying median to a table directly is not supported.
Either apply median to a specific variable of the table
>> t = table([3; 4; 5], [2; 4; 1])
t =
3×2 table
Var1 Var2
____ ____
3 2
4 4
5 1
>> median(t.Var1)
ans =
4
or use varfun to apply the same function to all variables in the table.
>> varfun(@median, t)
ans =
1×2 table
median_Var1 median_Var2
___________ ___________
4 2

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