Answered step by step
Verified Expert Solution
Question
1 Approved Answer
Could you share MATLAB code for this python example: import numpy as np # Function to compute MSE of DOA estimates def compute _ mse
Could you share MATLAB code for this python example:
import numpy as np
# Function to compute MSE of DOA estimates
def computemsetruedoa, estimateddoa:
return npmeantruedoa estimateddoa
# Part b: Accuracy for Different Noise Variances
noisevariances nplinspace sigman sigman
msenoise
for var in noisevariances:
msevalues
for in range: # Monte Carlo simulations
noise npsqrtvar nprandom.randnM Nj nprandom.randnM N
X A @ S noise
R X @ XconjT N
eigvals, eigvecs eighR
noiseeigvecs eigvecs: :lenthetas
Pmusic musicspectrumthetascan, A noiseeigvecs
estimateddoa thetascannpargmaxPmusic
msevalues.appendcomputemsethetas estimateddoa
msenoise.appendnpmeanmsevalues
# Part c: Accuracy for Different Number of Sensors
sensorcounts nparangeM M M
msesensors
for m in sensorcounts:
A steeringvectorm d thetas
msevalues
for in range: # Monte Carlo simulations
noise npsqrtsigmannprandom.randnm Nj nprandom.randnm N
X A @ S:m : noise
R X @ XconjT N
eigvals, eigvecs eighR
noiseeigvecs eigvecs: :lenthetas
Pmusic musicspectrumthetascan, A noiseeigvecs
estimateddoa thetascannpargmaxPmusic
msevalues.appendcomputemsethetas estimateddoa
msesensorsappendnpmeanmsevalues
# Part d: Accuracy for Different Number of Snapshots
snapshotcounts nparangeint N int N int N
msesnapshots
for n in snapshotcounts:
msevalues
for in range: # Monte Carlo simulations
noise npsqrtsigmannprandom.randnM nj nprandom.randnM n
X A @ S: :n noise
R X @ XconjT n
eigvals, eigvecs eighR
noiseeigvecs eigvecs: :lenthetas
Pmusic musicspectrumthetascan, A noiseeigvecs
estimateddoa thetascannpargmaxPmusic
msevalues.appendcomputemsethetas estimateddoa
msesnapshots.appendnpmeanmsevalues
# Plotting MSE results
pltfigurefigsize
# Noise Variance
pltsubplot
pltplotnoisevariances, msenoise, markero
plttitleMSE vs Noise Variance'
pltxlabelNoise Variance'
pltylabelMSE
# Number of Sensors
pltsubplot
pltplotsensorcounts, msesensors markero
plttitleMSE vs Number of Sensors'
pltxlabelNumber of Sensors'
pltylabelMSE
# Number of Snapshots
pltsubplot
pltplotsnapshotcounts, msesnapshots, markero
plttitleMSE vs Number of Snapshots'
pltxlabelNumber of Snapshots'
pltylabelMSE
plttightlayout
pltshow
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started