Avoiding for loop for 1d-intepolation

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Omid Sharifi Sedeh
Omid Sharifi Sedeh el 21 de Mayo de 2022
Comentada: Omid Sharifi Sedeh el 22 de Mayo de 2022
Hi,
Generally, I try to avoid for loops. Is there any way of avoiding the following for loop?
for ii=1:length(alpha)
result(ii) = interp1(Eng_mat,res(:,ii),alpha(ii),'linear', 'extrap');
end
Dimension of the matrices: Eng_mat is 4000*1, res is 4000*10, alpha is 10*1
In principle, I need to use interpolation for each element of alpha according to ii'th coloumn of res.
I appreciate it if someone could help me with this.
Thanks

Respuestas (1)

Image Analyst
Image Analyst el 21 de Mayo de 2022
I don't see a simpler way off the top of my head. You have only 10 iterations so I wouldn't worry about it. Ten iterations of a for loop will probably be faster than any other way you'd do it. If you had tens of millions of iterations then maybe it would be time to worry about a for loop, but for 10? Don't worry about it.
  3 comentarios
Image Analyst
Image Analyst el 22 de Mayo de 2022
Over a million times? How do you get that from this:
"Dimension of the matrices: Eng_mat is 4000*1, res is 4000*10, alpha is 10*1"
Your loop is over alpha which has only 10 values.
Look, here is a loop that iterates a million times:
tic
for k = 1 : 1000
;
end
toc
Elapsed time is 0.000454 seconds.
So on my 10 year old computer a million iterations takes less than half a millisecond. So it's not the for loop itself that's taking up all the time. It's whatever you do inside of it.
Omid Sharifi Sedeh
Omid Sharifi Sedeh el 22 de Mayo de 2022
Well, I think there is a misunderstanding here. The actual code is way more complicated. What I meant is that this 'for' loop will be called 1 million times and not only one time over 10 iterations. The interpolation speed, on the other hand, depends on the dimensions of Eng_mat and res. If I increase it more, the runtime will be affected considerably.
Anyways, I used a trick and it seems to be working. I noticed that the desired results are stored in the first row of 'result':
result = interp1(Eng_mat,res,alpha,'linear', 'extrap');
result=result(1,:);
Thanks

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