How to pre-allocate my loop for speed?
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Daryna Butash
on 26 Jul 2021
Commented: Star Strider
on 29 Jul 2021
Hi,
I have a script to help process my collected altimeter data to derive seagrass heights. My script isnt quite working as one of my loops doesn't want to run properly and has an error of exceeding matrix bounds.
This is the loop that doesn't work: It is finding peaks above the seabed which it assumes are seagrass and the lower peaks as the seabed. I hope this makes sense.
for i = 1:length(ping_time)
[pks,locs] = findpeaks(bin_corr(:,i),'NPeaks',3,'MinPeakDistance',3,'MinPeakProminence',4); % tuning units are distance = bin number, prom = correlation value
if length(locs) == 1
pk_seagrass(i) = NaN;
pk_seabed(i) = bin_depth(locs);
elseif length(locs) == 2
pk_seagrass(i) = bin_depth(locs(1));
pk_seabed(i) = bin_depth(locs(2));
elseif length(locs) == 3
pk_seagrass(i) = bin_depth(locs(1));
pk_seabed(i) = bin_depth(locs(3));
elseif length(locs) == 0
pk_seagrass(i) = NaN;
pk_seabed(i) = NaN;
end
end
Any help or suggestions are much appreciated! Thank you :)
1 Comment
Jan
on 26 Jul 2021
Please post a copy of the complete error message. It contains important information and sharing thos makes it easier to help you.
Accepted Answer
Star Strider
on 26 Jul 2021
I am not certain what the problem is, however the preallocation would be straightforward:
pk_seagrass = NaN(1,length(ping_time));
pk_seabed = NaN(1,length(ping_time));
This produces row vectors for both variables. Put them just above the for call.
.
2 Comments
Star Strider
on 29 Jul 2021
As always, my pleasure!
Note that preallocating is always appropriate. In my experience, it results in about a 20% improvement in execution speed. This is not always obvious with small arrays, however can reduce the processing time for large arrays by several minutes, even in computers with SSDs.
.
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