can i use Wavelet transform to extract frequency of voltage and current signals?

2 views (last 30 days)
I want to extract coefficients of voltage and current signals to give inputs to my Neural Network.or is there anyeasy way to extract the frequency components?i tried this code though:
numcsvfiles = 2; % Number of csv files
a4_matrix_Concatenated = [];
for z = 1:numcsvfiles
filename= strcat(int2str(z),'.csv'); % Suppose the csv files are named: 1.csv, 2.csv, ...
name = strcat('a4_matrix_csv',int2str(z),'.mat');
clear a4_matrix
for k = 1:6
display(['CSV file number ' num2str(z) ' , Column number ' num2str(k)])
% Read the z-th csf file
aux_var = csv(:,(k));
%figure(1);
%plot(aux_var);
N=4;
% Calculate the wavelet decomposition
[C,L] = wavedec(aux_var,N,'db1'); % Daubechies 1 Wavelet
%tam_a4=L(1);
%a4 = C(1:tam_a4,1);
%cA4 = appcoef(C,L,'db1',4);
% Reconstruct the level 4 approximation from the wavelet
A4 = wrcoef('a',C,L,'db1',N);
a4_matrix(:,k)=A4;
%figure(2);
%plot(A4);
end
a4_matrix_Concatenated = [a4_matrix_Concatenated;a4_matrix];
% save(name,'a4_matrix'); % Save the matrix with a4 coefficients to each csv file
end
save('a4_matrix_Concatenated.mat','a4_matrix_Concatenated')
%%Test plot
% 2.csv - current_3 - graph and a4 graph
figure(1);
plot(aux_var);
figure(2);
plot(A4);

Answers (0)

Categories

Find more on AI for Signals and Images in Help Center and File Exchange

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!