Ray-Based Blind Deconvolution Combined with Optimization Algorithm

A method to improve channel impulse response (CIR) performance that combines the particle swarm optimization (PSO) algorithm with ray-based blind deconvolution (RBD) is presented. RBD is a technique that can estimate the CIRs of source to receiver array or source waveform without information about the sound source. Since the estimated CIR through RBD can be used in various ways such as the source-receiver range estimation and geoacoustic inversion, RBD have received significant attention. Unlike the conventional RBD that estimates the phase of a source waveform by applying conventional beamforming technique to the signals received in the array in the process of estimating the CIR, the method proposed in this study improves the performance of the source phase estimation by using PSO algorithm. The CIR estimation performance was improved at both short and long distances in the results of experimental data.

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Publication Details

Published
2024-09-23
DOI
https://doi.org/10.1109/oceans55160.2024.10754015
Primary Topic
Advanced Algorithms and Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Ray-Based Blind Deconvolution Combined with Optimization Algorithm

Jee Woong Choi, Hoseok Sul, Dong‐Gyun Han, Wonjun Yang
Advanced Algorithms and Applications
article

Ray-Based Blind Deconvolution Combined with Optimization Algorithm

Jee Woong Choi, Hoseok Sul, Dong‐Gyun Han, Wonjun Yang
article en

Abstract

A method to improve channel impulse response (CIR) performance that combines the particle swarm optimization (PSO) algorithm with ray-based blind deconvolution (RBD) is presented. RBD is a technique that can estimate the CIRs of source to receiver array or source waveform without information about the sound source. Since the estimated CIR through RBD can be used in various ways such as the source-receiver range estimation and geoacoustic inversion, RBD have received significant attention. Unlike the conventional RBD that estimates the phase of a source waveform by applying conventional beamforming technique to the signals received in the array in the process of estimating the CIR, the method proposed in this study improves the performance of the source phase estimation by using PSO algorithm. The CIR estimation performance was improved at both short and long distances in the results of experimental data.

Hanyang University (KR)
Defense Acquisition Program Administration
Openalex Percentile: Top 75%
Advanced Algorithms and Applications
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