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Could you help to fix that error of MATLAB code for b c d question: + Error: Index in position 2 exceeds array bounds (
Could you help to fix that error of MATLAB code for b c d question: Error: Index in position exceeds array bounds must not exceed Error in Untitledmusicspectrum line atheta A: i; Error in Untitledline Pmusic musicspectrumthetascan, A noiseeigvecs; MATLAB code: Define initial parameters M ; Number of sensors d ; Normalized interelement spacing N ; Number of snapshots lambda ; Wavelength assuming unity for simplicity sigman; Noise variance Given k values and DOAs k; k; k; thetas kkk; DOAs P ; Signal powers Generate signal matrix S S sqrtP expj pi rand N; Signals Function to generate steering vector matrix steeringvectorr @M d thetas expj pi d :M cosdthetas; Function to compute MSE computemsee @truedoa, estimateddoa meantruedoa estimateddoa; Function to compute MUSIC spectrum musicspectrumm @thetascan, A noiseeigvecs arrayfun@theta absA: theta noiseeigvecs noiseeigvecs' A: theta:lengththetascan; Define thetascan range for MUSIC spectrum thetascan ::; Adjust the range and resolution as needed Part b: Accuracy for Different Noise Variances noisevariances linspace sigman sigman; msenoise zerossizenoisevariances; A steeringvectorM d thetas; for varidx :lengthnoisevariances var noisevariancesvaridx; msevalues zeros; Preallocate for Monte Carlo simulations for sim : noise sqrtvar randnM Nj randnM N; X A S noise; R X X N; eigvecs eigvals eigR; ~ ind sortdiageigvals 'descend'; noiseeigvecs eigvecs: indsizeS:end; Pmusic musicspectrumthetascan, A noiseeigvecs; ~ maxidx maxPmusic; estimateddoa thetascanmaxidx; msevaluessim computemsethetas estimateddoa; end msenoisevaridx meanmsevalues; end Function to compute MSE of DOA estimates function mse computemsetruedoa, estimateddoa mse meantruedoa estimateddoa; end Function to compute MUSIC spectrum function Pmusic musicspectrumthetascan, A noiseeigvecs Pmusic zerossizethetascan; for i :lengththetascan atheta A: i; Pmusiciatheta' noiseeigvecs noiseeigvecs' atheta; end end Function to generate the steering vector function A steeringvectorM d thetas M: Number of sensors d: Distance between sensors thetas: Angles of arrival in degrees k pi ; Wavenumber assuming lambda A zerosM lengththetas; Initialize A with proper dimensions for i :lengththetas A: i expj k d :M cosdthetasi; Calculate each column of A end end
Could you help to fix that error of MATLAB code for b c d question:
Error: Index in position exceeds array bounds must not exceed
Error in Untitledmusicspectrum line
atheta A: i;
Error in Untitledline
Pmusic musicspectrumthetascan, A noiseeigvecs;
MATLAB code:
Define initial parameters
M ; Number of sensors
d ; Normalized interelement spacing
N ; Number of snapshots
lambda ; Wavelength assuming unity for simplicity
sigman; Noise variance
Given k values and DOAs
k; k; k;
thetas kkk; DOAs
P ; Signal powers
Generate signal matrix S
S sqrtP expj pi rand N; Signals
Function to generate steering vector matrix
steeringvectorr @M d thetas expj pi d :M cosdthetas;
Function to compute MSE
computemsee @truedoa, estimateddoa meantruedoa estimateddoa;
Function to compute MUSIC spectrum
musicspectrumm @thetascan, A noiseeigvecs
arrayfun@theta absA: theta noiseeigvecs noiseeigvecs' A: theta:lengththetascan;
Define thetascan range for MUSIC spectrum
thetascan ::; Adjust the range and resolution as needed
Part b: Accuracy for Different Noise Variances
noisevariances linspace sigman sigman;
msenoise zerossizenoisevariances;
A steeringvectorM d thetas;
for varidx :lengthnoisevariances
var noisevariancesvaridx;
msevalues zeros; Preallocate for Monte Carlo simulations
for sim :
noise sqrtvar randnM Nj randnM N;
X A S noise;
R X X N;
eigvecs eigvals eigR;
~ ind sortdiageigvals 'descend';
noiseeigvecs eigvecs: indsizeS:end;
Pmusic musicspectrumthetascan, A noiseeigvecs;
~ maxidx maxPmusic;
estimateddoa thetascanmaxidx;
msevaluessim computemsethetas estimateddoa;
end
msenoisevaridx meanmsevalues;
end
Function to compute MSE of DOA estimates
function mse computemsetruedoa, estimateddoa
mse meantruedoa estimateddoa;
end
Function to compute MUSIC spectrum
function Pmusic musicspectrumthetascan, A noiseeigvecs
Pmusic zerossizethetascan;
for i :lengththetascan
atheta A: i;
Pmusiciatheta' noiseeigvecs noiseeigvecs' atheta;
end
end
Function to generate the steering vector
function A steeringvectorM d thetas
M: Number of sensors
d: Distance between sensors
thetas: Angles of arrival in degrees
k pi ; Wavenumber assuming lambda
A zerosM lengththetas; Initialize A with proper dimensions
for i :lengththetas
A: i expj k d :M cosdthetasi; Calculate each column of A
end
end
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