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Adaptive focusing for wideband beamforming in multipath environments
Anil Ganti1, Michael Martinez1, Granger Hickman1
1Electrical and Computer Engineering, Duke University, Durham, North Carolina 27704, USA.
This study introduces data-driven passive sonar focusing methods to enhance target detection and localization in challenging underwater environments. These techniques improve signal-to-noise ratio (SNR) by aligning signal subspaces without relying on potentially inaccurate environmental models.
Area of Science:
- Underwater acoustics
- Signal processing
- Sonar systems
Background:
- Achieving high time-bandwidth product is crucial for low signal-to-noise ratio (SNR) target detection and localization in complex multipath environments.
- Dynamic environments and platform maneuvers often limit the achievable time-bandwidth product.
Purpose of the Study:
- Introduce data-driven wideband focusing methods for passive sonar.
- Optimize parameterized unitary matrices to align signal subspaces across the frequency band.
- Overcome limitations of traditional model-based approaches in complex environments.
Main Methods:
- Develop data-driven wideband focusing techniques for passive sonar.
- Minimize the log-determinant of the wideband covariance to ensure data coherence and preserve SNR.
- Propose two adaptive methods: a fully adaptive and a partially adaptive approach for noise robustness.
Main Results:
- Simulations in a shallow-water waveguide demonstrate superior performance of data-driven focusing over model-based methods.
- Validation using SWellEx-96 S59 event data confirms improved tonal target detection and localization.
- Methods effectively handle strong wideband interference in complex multipath scenarios.
Conclusions:
- Data-driven focusing methods offer a flexible and robust alternative to model-based approaches for passive sonar.
- The proposed techniques successfully enhance SNR and improve target detection and localization capabilities.
- These methods are vital for advancing passive sonar performance in challenging acoustic conditions.
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