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Feature Extraction for Radar Data

조회 수: 4 (최근 30일)
Dean Kennedy
Dean Kennedy 2020년 9월 30일
댓글: Dean Kennedy 2021년 3월 18일
I have Matlab data file containing information for 27 different targets which have been scanned using radar (I cannot share this data). I load the data into matlab using
load('data')
[a, b] = size(data4); %the data is called data4 once loaded, I don't know why
which produces a structure with 27 fields (27 targets) with 6 columns holding information for each target, such as RCS (radar cross section), target array values, name, start frequency etc. The columns which produce values to be plotted are RCS and Target_array which are both stored as complex doubles (both 501x81) within the struct. I can then produce graphs for each target using the following code:
for row=1:b
[a, b]=size(data4(row).RCS);
freq=linspace(16.5,26.5,(length(data4(row).RCS)));
figure;mesh((0:b-1),freq,abs(data4(row).RCS));
axis tight
xlabel('Angle');
ylabel('Freq GHz');
zlabel('RCS m^2');
s=data4(row).target;
title(s);view(-5,60)
set(gca,'FontSize',20,'fontWeight','bold')
set(findall(gcf,'type','text'),'FontSize',20,'fontWeight','bold')
colormap jet;colorbar;
end
My question is, what can I do now to extract features from this data? I can't find any help online with regards to toolboxes or code to extract features and my knowledge on this subject is very limited.
  댓글 수: 2
Nicholas
Nicholas 2021년 3월 18일
편집: Nicholas 2021년 3월 18일
Dear Dean,
I am working on a similar problem with a similar situation presumably. Have you made any headway?
Best regards,
Nick
Dean Kennedy
Dean Kennedy 2021년 3월 18일
Hi Nicholas,
I have tried a few different methods, though my programming ability means I'm not quite up to the task.
There are a few different methods I have used:
  • Measuring symmetry
  • Measuring peaks
  • Principle component analysis
I've been suggested these by a few independent sources, so I assume these methods are most likely to work but I haven't been able to produce any significant results.
Apologies for not helping more
Dean

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