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Automated approach for recovering modal components in shallow waters.
Angèle Niclas1, Josselin Garnier2
1Mathématiques Appliquées à Paris 5, Centre National de la Recherche Scientifique, Université Paris Cité, Paris, 75006, France.
The Journal of the Acoustical Society of America
|April 1, 2024
Summary
This study introduces an automated method for separating underwater sound signals. The technique uses advanced algorithms to recover modal components from single hydrophone recordings in shallow waters.
Area of Science:
- Ocean acoustics
- Signal processing
- Underwater acoustics
Background:
- Shallow water environments present unique challenges for underwater acoustic signal analysis.
- Recovering modal components from acoustic signals is crucial for source identification and environmental characterization.
- Existing methods often require manual intervention for modal component extraction.
Purpose of the Study:
- To develop a fully automated method for recovering modal components from acoustic signals recorded by a single hydrophone in shallow waters.
- To eliminate the need for manual time selection in modal component extraction.
Main Methods:
- The proposed automated algorithm utilizes the warping method for time-frequency separation of modal components.
- Successive extractions are performed with automated time selection guided by a quality factor.
- A watershed algorithm is employed for efficient modal component separation.
Main Results:
- The automated method successfully separates modal components without manual intervention.
- The algorithm demonstrated effectiveness on diverse experimental datasets, including whale vocalizations and artificial sound sources.
- Validation was performed using real-world acoustic data from shallow water environments.
Conclusions:
- The developed automated method provides an efficient and robust approach for modal component recovery in shallow water acoustics.
- This technique significantly streamlines the analysis of underwater acoustic signals.
- The findings have implications for passive acoustic monitoring and marine bioacoustics.
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