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Optimization of code with double for-loops

조회 수: 6 (최근 30일)
Howard Wilton
Howard Wilton 2022년 11월 20일
댓글: Howard Wilton 2022년 11월 20일
I am looking to optimize the following code specifically, and more generally, I am trying to learn optimization techniques in MATLAB for a larger project. The code below is just a snippet example which I am looking to learn techniques and then apply to a larger problem. I am potentially looking at values of L being as high as with four nested loops as opposed to just the two shown below.
Any pointers (or links to decent YouTube video on MATLAB optimization) would be welcomed.
clc; clearvars;
T = 1; Ts = 1e-2; t = 0:Ts:L*T;
L = 2^5;
start_time = clock();
for l = 0:L-1
for q = 0:L-1
flag = (t>=(l-q-1)*T) & (t<=(l-q+1)*T);
partA = (T-abs(t-(l-q)*T));
end
end
elapsed_time = clock();
time = elapsed_time(4)*3600+elapsed_time(5)*60+elapsed_time(6)
  댓글 수: 4
Howard Wilton
Howard Wilton 2022년 11월 20일
The questions didn't really hit the answer so i thought i would cast the questions differently.
However, your advice is duly noted and i shall be careful in the future. Thanks.
Howard Wilton
Howard Wilton 2022년 11월 20일
편집: Howard Wilton 2022년 11월 20일
I have taken the code a bit further and managed to dispense with the nested loops . However, I still need a 1D loop. Performance is substantially improved.
clc; clearvars;
L = 2^8; T = 1; t = 0:0.2:L*T;
start_time = clock();
l = 1:L; q = 1:L;
X = (l(:)-q(:).')*T;
for loop = 1:length(t)
t2(:,:,loop) = t(loop) - X;
end
stop_time = elapsedTime(start_time)
function time = elapsedTime(start_time)
elapsed_time = clock-start_time;
time = elapsed_time(4)*3600+elapsed_time(5)*60+elapsed_time(6);
end
Keen to figure out a way to eliminate the 1D loop and generate a matrix .

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Walter Roberson
Walter Roberson 2022년 11월 20일
X = (l(:)-q(:).')*T;
for loop = 1:length(t)
t2(:,:,loop) = t(loop) - X;
end
replace with
t2 = reshape(t, 1, 1, []) - X;

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