Delete empty field from struct to allow polyfit to work
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Hey,
I have a struct that is structured as structname.heights.bin01 (bin02, bin03 etc). I would like to run polyfit function on the bins (binned wind speed) but some bins are empty ([]) and this kills polyfit and ends the loop. Ideally I would like to remove the empty fields in the struct and then run polyfit
HOWEVER with the script I have, I am afraid that if I were to delete bin45 for instance because it were empty, the loop will cancel when searching for bin45 as it does not exist and would not continue to bin46.
Here is the script so far:
inpdata = Tower_bins_wind_GF_allyrs;
heights = fieldnames(inpdata);
bins = fieldnames(inpdata.height10m);
names = strtrim(cellstr(num2str([1:length(bins)]'))');
names = strrep(strcat('params',names),'.','');
params = cell(numel(bins),1);
for h = 1:numel(heights);
for i = 1:numel(bins);
inpdata.(heights{h}).(bins{i})(:,3) = log(inpdata.(heights{h}).(bins{i})(:,1));
inpdata.(heights{h}).(bins{i})(:,4) = log(inpdata.(heights{h}).(bins{i})(:,2));
inpdata.(heights{h}).(bins{i}) = inpdata.(heights{h}).(bins{i})(~any(isnan(inpdata.(heights{h}).(bins{i})),2),:);
inpdata.(heights{h}).(bins{i}) = inpdata.(heights{h}).(bins{i})(~any(isinf(inpdata.(heights{h}).(bins{i})),2),:);
if isempty(inpdata.(heights{h}).(bins{i}))
inpdata.(heights{h}) = rmfield(inpdata.(heights{h}),(bins{i}));
else
params{i} = polyfit(inpdata.(heights{h}).(bins{i})(:,3), inpdata.(heights{h}).(bins{i})(:,4), 1);
inpdata.(heights{h}).(bins{i})(:,5) = real(params{i,1}(1,1)*inpdata.(heights{h}).(bins{i})(:,3) + params{i,1}(1,2));
end
[inpdata.(heights{h}).(names{1,i})]= params{i,1};
end
end
The code works in every regard except for ignoring empty fields. Should I add an if statement in my loop to account for empty cells? I tried as seen above with no luck.
Thanks for your time!
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