研究目的
Investigating the performance improvement of the MVDR beamformer in snapshot-limited environments through unit circle rectification of the SMI beamformer.
研究成果
The UC MVDR beamformer, by projecting the SMI MVDR array polynomial zeros radially to the unit circle, frequently improves both interferer suppression and white noise gain compared to the classic SMI beamformer. It also outperforms the DL MVDR beamformer in suppressing discrete interferers, without requiring a priori parameter selection.
研究不足
The UC MVDR beamformer's main limitation is its inability to suppress discrete interferers inside the main lobe due to the exclusion of zeros within the main-lobe region. Future work could explore narrowing the exclusion zone or introducing constraints on the radius of projected zeros within the main lobe.
1:Experimental Design and Method Selection:
The study employs numerical simulations to compare the performance of the UC MVDR beamformer against the classic SMI and DL MVDR beamformers. The methodology includes the development of the UC MVDR beamformer by projecting the zeros of the SMI beamformer array polynomial back to the unit circle.
2:Sample Selection and Data Sources:
Simulations are conducted using both N = 11 and N = 51 element ULAs, with snapshots consisting of a single loud interferer and unit power white background noise.
3:List of Experimental Equipment and Materials:
The study utilizes numerical simulation tools and does not specify physical equipment.
4:Experimental Procedures and Operational Workflow:
The UC MVDR beamformer is implemented by modifying the SMI beamformer to enforce the unit circle property of the ensemble MVDR beamformer zeros. Performance is evaluated in terms of interferer suppression and white noise gain.
5:Data Analysis Methods:
Performance metrics include the empirical cumulative distribution function of interferer output power and white noise gain, analyzed through Monte Carlo simulations.
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