Factor Analysis of Deep-Sea Acoustic Fields Based on Polynomial Chaos Expansion

Oceanic environmental parameters exhibit random spatial and temporal distributions, leading to significant uncertainty in underwater acoustic fields. Identifying which environmental parameters the sound field is responsive to becomes crucial prior information. This paper proposes using the polynomial chaos expansion method combined with the Sobol' indices to quantitatively assess the impact of environmental parameters on the energy and phase of the deep-sea acoustic field. Using sea trial data, the influence of hydrological and seabed parameters on factors in the near-field deep-sea environment is assessed, with Ray theory offering explanations for Sobol’ indices distribution. The results indicate that the sound speed of the water column from the transmission depth to the reception depth is the most critical environmental factor; the water sound speed above the transmission depth becomes significant; the water sound speed below the reception depth and seabed parameters are less important factors. This study provides a viable factor analysis method for deep-sea environments, offering essential reference information for simulation or experimental setups.

Authors

Institutions

Publication Details

Published
2024-12-22
DOI
https://doi.org/10.1145/3712335.3712354
Primary Topic
Underwater Acoustics Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Factor Analysis of Deep-Sea Acoustic Fields Based on Polynomial Chaos Expansion

Zhenzhu Wang, Yulong Liu, Jianlong Li, Tao Xing
Underwater Acoustics Research
article

Factor Analysis of Deep-Sea Acoustic Fields Based on Polynomial Chaos Expansion

Zhenzhu Wang, Yulong Liu, Jianlong Li, Tao Xing
article en

Abstract

Oceanic environmental parameters exhibit random spatial and temporal distributions, leading to significant uncertainty in underwater acoustic fields. Identifying which environmental parameters the sound field is responsive to becomes crucial prior information. This paper proposes using the polynomial chaos expansion method combined with the Sobol' indices to quantitatively assess the impact of environmental parameters on the energy and phase of the deep-sea acoustic field. Using sea trial data, the influence of hydrological and seabed parameters on factors in the near-field deep-sea environment is assessed, with Ray theory offering explanations for Sobol’ indices distribution. The results indicate that the sound speed of the water column from the transmission depth to the reception depth is the most critical environmental factor; the water sound speed above the transmission depth becomes significant; the water sound speed below the reception depth and seabed parameters are less important factors. This study provides a viable factor analysis method for deep-sea environments, offering essential reference information for simulation or experimental setups.

Systems Engineering Society of China (CN), Zhejiang University (CN)
Life below water
Openalex Percentile: Top 73%
Underwater Acoustics Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.