Striking the right balance: Three-dimensional ocean sound speed field reconstruction using tensor neural networks

S Li, L Cheng, T Zhang, H Zhao, J Li - The Journal of the Acoustical …, 2023 - pubs.aip.org
Accurately reconstructing a three-dimensional (3D) ocean sound speed field (SSF) is
essential for various ocean acoustic applications, but the sparsity and uncertainty of sound …

Interpretable deep dictionary learning for sound speed profiles with uncertainties

X Hua, L Cheng, T Zhang, J Li - The Journal of the Acoustical Society …, 2023 - pubs.aip.org
Uncertainties abound in sound speed profiles (SSPs) measured/estimated by modern ocean
observing systems, which impede the knowledge acquisition and downstream underwater …

Environmental sound classification based on transfer-learning techniques with multiple optimizers

A Ashurov, Y Zhou, L Shi, Y Zhao, H Liu - Electronics, 2022 - mdpi.com
The last decade has seen increased interest in environmental sound classification (ESC)
due to the increased complexity and rich information of ambient sounds. The state-of-the-art …

Tensor dictionary learning for representing three-dimensional sound speed fields

P Chen, L Cheng, T Zhang, H Zhao, J Li - The Journal of the Acoustical …, 2022 - pubs.aip.org
Ocean sound speed field (SSF) representation is often plagued with low resolution (ie, the
capability of explaining fine-scale fluctuations). This drawback, however, is inherent in a …

Classification of sound speed fields in the Western Pacific Ocean based on tensor decomposition

Y Chen, P Xiao, C Qiu, Z Li - Deep Sea Research Part I: Oceanographic …, 2024 - Elsevier
Abstract The three-dimensional (3-D) sound speed structure of the ocean is a fundamental
environmental element in studying underwater sound propagation modeling and …

Physics-Guided Reduced-Order Representation of Three-Dimensional Sound Speed Fields with Ocean Mesoscale Eddies

X Ji, L Cheng, H Zhao - Remote Sensing, 2022 - mdpi.com
Ocean mesoscale eddies have an important role in the ocean and affect the underwater
sound speed field (SSF). Many physical models have been proposed for mesoscale eddy …

Estimating sound speed profile by combining satellite data with in situ sea surface observations

Z Ou, K Qu, Y Wang, J Zhou - Electronics, 2022 - mdpi.com
Given that spatiotemporal measurement of the subsurface profile over a wide range are
difficult to obtain, surface observations from satellites are often used to estimate the sound …

Estimation of sound speed profiles based on remote sensing parameters using a scalable end-to-end tree boosting model

Z Ou, K Qu, M Shi, Y Wang, J Zhou - Frontiers in Marine Science, 2022 - frontiersin.org
Introduction In underwater acoustic applications, the three-dimensional sound speed
distribution has a significant impact on signal propagation. However, the traditional sound …

[HTML][HTML] Enhanced Inversion of Sound Speed Profile Based on a Physics-Inspired Self-Organizing Map

G Xu, K Qu, Z Li, Z Zhang, P Xu, D Gao, X Dai - Remote Sensing, 2025 - mdpi.com
The remote sensing-based inversion of sound speed profile (SSP) enables the acquisition of
high-spatial-resolution SSP without in situ measurements. The spatial division of the …

Zero-shot reconstruction of ocean sound speed field tensors: A deep plug-and-play approach

S Li, L Cheng, X Fu, J Li - The Journal of the Acoustical Society of …, 2024 - pubs.aip.org
Reconstructing a three-dimensional ocean sound speed field (SSF) from limited and noisy
measurements presents an ill-posed and challenging inverse problem. Existing methods …