Shallow‐water broadband source localization in range and bearing by matched fields

1993 ◽  
Vol 93 (4) ◽  
pp. 2285-2285
Author(s):  
David P. Knobles ◽  
Stephen K. Mitchell
Keyword(s):  
Shallow Water ◽  
Source Localization

scholarly journals Multiple Source Localization in a Shallow Water Waveguide Exploiting Subarray Beamforming and Deep Neural Networks

Sensors ◽  
2019 ◽  
Vol 19 (21) ◽  
pp. 4768 ◽  
Author(s):  
Zhaoqiong Huang ◽  
Ji Xu ◽  
Zaixiao Gong ◽  
Haibin Wang ◽  
Yonghong Yan
Keyword(s):  
Neural Network ◽  
Neural Networks ◽  
Shallow Water ◽  
Source Localization ◽  
Deep Neural Networks ◽  
Short Term Memory ◽  
Direction Finding ◽  
Multiple Source ◽  
Feed Forward Neural Network ◽  
Subarray Beamforming

Deep neural networks (DNNs) have been shown to be effective for single sound source localization in shallow water environments. However, multiple source localization is a more challenging task because of the interactions among multiple acoustic signals. This paper proposes a framework for multiple source localization on underwater horizontal arrays using deep neural networks. The two-stage DNNs are adopted to determine both the directions and ranges of multiple sources successively. A feed-forward neural network is trained for direction finding, while the long short term memory recurrent neural network is used for source ranging. Particularly, in the source ranging stage, we perform subarray beamforming to extract features of sources that are detected by the direction finding stage, because subarray beamforming can enhance the mixed signal to the desired direction while preserving the horizontal-longitudinal correlations of the acoustic field. In this way, a universal model trained in the single-source scenario can be applied to multi-source scenarios with arbitrary numbers of sources. Both simulations and experiments in a range-independent shallow water environment of SWellEx-96 Event S5 are given to demonstrate the effectiveness of the proposed method.

Airborne source localization in shallow water

2013 ◽  
Vol 43 (s1) ◽  
pp. 138-145
Author(s):  
ZhaoHui PENG ◽  
LianRong CHEN ◽  
GuangXu WANG
Keyword(s):  
Shallow Water ◽  
Source Localization

Shallow water sound source localization using the iterative beamforming method in an image framework

2017 ◽  
Vol 395 ◽  
pp. 354-370 ◽  
Author(s):  
Xun Wang ◽  
Shahram Khazaie ◽  
Luca Margheri ◽  
Pierre Sagaut
Keyword(s):  
Shallow Water ◽  
Source Localization ◽  
Sound Source ◽  
Sound Source Localization
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