Is there a better way to solve this multidimensional array?

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Bianka Markovic
Bianka Markovic 2021 年 6 月 11 日
コメント済み: Bianka Markovic 2021 年 6 月 14 日
Hello to everyone,
I'm currently trying to calculate annual temperatures and temperature anomalies. The data is given in one variable (here the M variable). It entails the temperatures for different longitude and latitude (basically temperatures on a regular grid), different depth and time. The first entry is the longitude and the second the latitude. The third one is for the different depth and the forth the time. The time represents 24 years, 12 entries per year meaning one temperature value for each month of the year.
The first loop is working fine even thou it takes some time. But the second loop takes too much time and effort that it never got through before my laptop broke down.
Does anyone knows maybe why it is not working, or has anyone a suggestion how could I make the program more efficient?
Thank you!
M=rand(1920,374,6,288);
sizetemp=size(M);
temp_mean=[];
for i=1:sizetemp(1); %longitude
for j=1:sizetemp(2); %latitude
for k=1:sizetemp(3) %depth
temp_mean(i,j,k)=mean(M(i,j,k,:));
end
end
end
m=1;
temp_annual=[];
an_temp=[];
for i=1:sizetemp(1); %longitude
for j=1:sizetemp(2); %latitude
for k=1:sizetemp(3) %depth
for l=1:12:sizetemp(4);
temp_annual(i,j,k,m)=mean(M(i,j,k,l:l+11));
an_temp(i,j,k,m)=temp_mean(i,j,k)-temp_annual(i,j,k,m);
m=m+1;
end
end
end
end

採用された回答

SALAH ALRABEEI
SALAH ALRABEEI 2021 年 6 月 11 日
For the first averaging
%
temp_mean = nanmean(M,4);
For the 2nd annual avg use
%
A=reshape(M,19,3,6,size(M,4)/12,12);
an_temp = nanmean(A,5);
  1 件のコメント
Bianka Markovic
Bianka Markovic 2021 年 6 月 14 日
Thank you for your answer Salah Alrabeei,
unfortunately the program shows an error:
Error using reshape
To RESHAPE the number of elements must not change.
Error in test (line 44)
A=reshape(M,19,3,6,size(M,4)/12,12 );

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その他の回答 (1 件)

Sulaymon Eshkabilov
Sulaymon Eshkabilov 2021 年 6 月 11 日
Use mean2() intead of mean() that will help you to get rid of all loops.
  1 件のコメント
Bianka Markovic
Bianka Markovic 2021 年 6 月 14 日
Its still taking too long to process :(

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