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Spatial power spectral density estimation using a Welch coprime sensor array processor.
1Department of Electrical and Computer Engineering, University of Massachusetts Dartmouth, North Dartmouth, Massachusetts 02747, USA.
The Journal of the Acoustical Society of America
|May 4, 2019
Summary
This study introduces a new Welch overlapping segment averaging product (WOSA-product) processor for coprime sensor arrays (CSAs). It enhances passive direction of arrival estimation in sonar by reducing variance without needing more data.
Area of Science:
- Signal processing
- Array signal processing
- Underwater acoustics
Background:
- Coprime sensor arrays (CSAs) offer reduced sensor count but increased variance in spatial power spectral density (PSD) estimation.
- Nonstationary sonar environments limit increasing snapshots for variance reduction.
- Existing methods like Bartlett and Welch improve variance at the cost of resolution.
Purpose of the Study:
- To propose the Welch overlapping segment averaging product (WOSA-product) processor for CSAs.
- To achieve unambiguous PSD estimates with improved variance for passive direction of arrival (DOA) estimation.
- To analyze the statistical properties of the proposed WOSA-product processor.
Main Methods:
- Development of the WOSA-product processor for coprime arrays.
- Derivation of the first two moments of the spatial PSD estimate in closed-form for Gaussian processes.
- Monte Carlo simulations to validate analytical results.
Main Results:
- The WOSA-product processor provides unambiguous PSD estimates with reduced variance.
- Analytical derivations for the first two moments are presented for white Gaussian processes.
- Simulations confirm variance reduction and analyze trade-offs between segment length, resolution, and sidelobe levels.
Conclusions:
- The WOSA-product processor effectively reduces variance in PSD estimation for CSAs.
- This method is suitable for passive DOA estimation in challenging sonar environments.
- The study provides a theoretical framework and simulation-based validation for the proposed technique.
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