How can I get more information about the taper means in array?

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N = 6;
designed_pos = [zeros(1,N);(0:N-1)*0.5;zeros(1,N)];
designed_taper = ones(N,1);
rng(2014);
taper = (designed_taper + 0.1*randn(N,1)).*exp(1i*0.05*randn(N,1));
helperCompareArrayProperties('Taper',taper,designed_taper,...
{'Perturbed Array','Designed Array'});

回答(1 个)

Deepak
Deepak 2024-8-21
Hi @XIAO WEI-ZHI, from my understanding, you have generated the “taper” array and want to gain more insights into it.
To get more insights, we can perform the following analysis:
  • We can calculate the mean and standard deviation of the array to understand the distribution of the data.
mean_real = mean(real(taper));
std_real = std(real(taper));
mean_imag = mean(imag(taper));
std_imag = std(imag(taper));
  • We can plot the real part of the “taper” array with the imaginary part to get visual understanding of the data.
plot(real(taper), imag(taper), 'o');
xlabel('Real Part');
ylabel('Imaginary Part');
title('Real vs Imaginary Parts of Taper');
  • We can create histograms of the magnitudes and phases of the “taper” array.
histogram(abs(taper));
xlabel('Magnitude');
ylabel('Frequency');
title('Histogram of Taper Magnitudes');
histogram(angle(taper));
xlabel('Phase (radians)');
ylabel('Frequency');
title('Histogram of Taper Phases');
  • We can also plot the “taper” array against the “designed_taper” to compare their magnitudes or phases.
plot(1:N, abs(taper), 'b-o', 1:N, designed_taper, 'r--');
xlabel('Element Index');
ylabel('Magnitude');
legend('Perturbed Taper', 'Designed Taper');
title('Comparison of Taper Magnitudes');
Attaching the documentation of functions used for reference:
I hope this helps.

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