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Range-dependent shallow water sound source localization via digital twin model incorporating spectral element
Yihua Xing1, Shahram Khazaie2, Xun Wang1
1School of Reliability and Systems Engineering, Beihang University, Beijing 100083, China.
This study introduces an acoustic digital twin for fast and accurate underwater sound source localization. It overcomes computational challenges in complex environments using spectral element and Kriging methods.
Area of Science:
- Acoustics
- Oceanography
- Computational Physics
Background:
- Sound source localization in complex shallow waters is difficult due to environmental variability.
- Classical models fail to capture irregular seabed and sound speed profiles.
- Full-wave simulations are accurate but computationally expensive for real-time localization.
Purpose of the Study:
- To develop an efficient method for accurate sound source localization in complex underwater environments.
- To integrate full-wave simulations into a digital twin model for rapid acoustic field prediction.
- To enable real-time localization despite environmental complexities.
Main Methods:
- Utilized spectral element method (SEM) for full-wave numerical simulations of acoustic propagation.
- Employed the Kriging method to construct an acoustic digital twin from simulation data.
- Applied matched-field processing (MFP) to match hydrophone array measurements with the digital twin's output.
Main Results:
- The acoustic digital twin model accurately predicts sound fields for source localization.
- The proposed method achieves rapid and low-cost real-time localization.
- Numerical experiments confirm the effectiveness in complex marine scenarios.
Conclusions:
- The acoustic digital twin approach provides an efficient solution for sound source localization.
- This method overcomes the computational limitations of traditional full-wave simulations.
- It offers a viable tool for real-time acoustic monitoring in challenging underwater environments.
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