A Synchronous Processing Method for Underwater Sound Source Recognition and Range Estimation Based on Multi-Task Learning and Transfer Learning

This study focuses on underwater sound sources and investigates the application of multi-task learning (MTL) in the synchronous processing of target recognition and range estimation to achieve systematic detection. To enhance the applicability of the MTL model with limited underwater acoustic data,...

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Bibliographic Details
Published in:	Circuits, systems, and signal processing Vol. 44; no. 9; pp. 6845 - 6872
Main Authors:	Wang, Yong, Yao, Qihai, Yang, Yixin
Format:	Journal Article
Language:	English
Published:	New York Springer US 01.09.2025 Springer Nature B.V
Subjects:	Acoustics Broadband Circuits and Systems Datasets Deep learning Effectiveness Electrical Engineering Electronics and Microelectronics Engineering Instrumentation Learning Localization Machine learning Marine environment Neural networks Regularization Signal,Image and Speech Processing Sound sources Target recognition Underwater acoustics Underwater construction Wavelet transforms Target recognition Transfer learning Multi-task learning Range estimation
ISSN:	0278-081X, 1531-5878
Online Access:	Get full text
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