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Fast and accurate wideband sparse spatial spectrum estimation in an underwater strong interference environment
1Key Laboratory of Underwater Acoustic Signal Processing (Southeast University), Ministry of Education, Nanjing 210096, China.
This study introduces a fast matrix filter for wideband direction-of-arrival (DOA) estimation, improving accuracy in noisy underwater environments. The method effectively suppresses interference, enhancing detection of weak targets.
Area of Science:
- Signal Processing
- Underwater Acoustics
- Array Signal Processing
Background:
- Wideband sparse spatial spectrum estimation is crucial for high-resolution direction-of-arrival (DOA) estimation.
- Underwater environments with strong interference degrade DOA estimation accuracy and mask weak targets.
Purpose of the Study:
- To propose a fast matrix filter design method using truncated nuclear norm regularization.
- To attenuate strong interferences while preserving weak targets in DOA estimation.
Main Methods:
- A convex optimization problem is solved to obtain the matrix filter operator and filtered covariance matrix.
- A modified sparse spectrum fitting algorithm is applied with the designed matrix filter.
- Truncated nuclear norm regularization is employed for interference attenuation.
Main Results:
- The proposed method achieves higher DOA estimation accuracy compared to existing techniques.
- The method demonstrates a lower computational time for matrix filter design.
- Experimental results validate the enhanced estimation accuracy.
Conclusions:
- The fast matrix filter design effectively enhances DOA estimation accuracy in challenging underwater conditions.
- The method offers a computationally efficient solution for wideband sparse spatial spectrum estimation.
- This approach improves the detection of weak targets amidst strong interference.
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