Interpolating a 3D Matrix using interp1
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I have a 14x14x221 matrix, A. Using a loop over the third dimension, I'm trying to interpolate the 14x14 matrix at each iteration of this loop to produce a new matrix that has more data points. Then save the new matrix at each iteration to form a new 3D matrix that has X,Y dimensions much greater than 14.
My question is how to use interp1 to spline the 14x14 matrix using the third dimension of the 14x14x221 matrix.
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KSSV
2019 年 3 月 22 日
A = rand(14,14,221) ;
% interpolation along row
N = 100 ;
[m,n,p] = size(A) ;
iwant = zeros(m,N,p) ;
xi = linspace(1,n,N) ;
for i = 1:m
for j = 1:p
T = interp1(1:n,A(i,:,j),xi) ;
iwant(i,:,j) = T ;
end
end
A = iwant ;
Repeat the same along columns.
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Matt J
2019 年 3 月 22 日
編集済み: Matt J
2019 年 3 月 22 日
Using my KronProd class (Download)
m=14; p=221; A = rand(m,m,p) ;
M=40; %new XY dimension
B=interp1(eye(m),linspace(1,m,M),'spline' );
A_upsampled=KronProd({B,1},[1,1,2],[nan,nan, p])*A;
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