水声被动定位中的机器学习方法研究进展综述.

牛海强, 李整林, 王海斌… - Journal of Signal …, 2019 - search.ebscohost.com
本文对基于机器学习方法的水声被动定位研究进展进行了综述. 所涉及的机器学习方法有多层
感知机(前馈神经网络), 支持向量机, 随机森林及以卷积网络层和全连接层为主要组成单元的深度 …

一种利用两阶段学习模型的水下阵列定位方法.

张宇, 江鹏, 郭文飞, 张丹… - Geomatics & Information …, 2021 - search.ebscohost.com
水下声学(underwater acoustic, UWA) 阵列信号处理是常见的水下定位方式之一.
针对噪声影响定位精度的问题, 提出一种利用两阶段学习模型的定位方法. 首先 …

Towards robust data-driven underwater acoustic localization: A deep cnn solution with performance guarantees for model mismatch

A Weiss, AC Singer, GW Wornell - ICASSP 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Key challenges in developing underwater acoustic localization methods are related to the
combined effects of high reverberation in intricate environments. To address such …

Multi-Modal Signal Analysis for Underwater Acoustic Sound Processing

F Talebpour, S Mozaffari, M Saif… - 2022 IEEE Canadian …, 2022 - ieeexplore.ieee.org
Acoustic sound source localization in a shallow water environment is an impactful area of
research for environmental and marine-life monitoring. Most available sound source …

Underwater Localization in a Confined Space Using Acoustic Positioning and Machine Learning

A Horri - 2020 - search.proquest.com
Localization is a critical step in any navigation system. Through localization, the vehicle can
estimate its position in the surrounding environment and plan how to reach its goal without …

水下传感网络的低复杂度APIT 算法及OPNET 仿真实现

许佳慧, 陈柯宇, 程恩 - 系统仿真学报, 2020 - china-simulation.com
由于水声传感网络具有能量的局限性, 所以低复杂度的定位算法更适用于水声传感网络.
传统的APIT 算法能够以较少的控制开销获得较好的定位精度, 有利于水下传感网络定位的实现 …

Source localization in underwater waveguides using machine learning

H Niu, P Gerstoft - Journal of the Acoustical Society of America, 2016 - pubs.aip.org
The problem of underwater acoustic source localization is solved using an artificial neural
network (ANN) under the machine learning framework. Source localization in a waveguide …

Dynamic-Structured Reservoir Spiking Neural Network in Sound Localization

Z Roozbehi, A Narayanan, M Mohaghegh… - IEEE …, 2024 - ieeexplore.ieee.org
Sound source localization is a critical problem in various fields, including communication,
security, and entertainment. Binaural cues are a natural technique used by mammalian ears …

[引用][C] 基于机器学习的声源定位研究

杨悦 - 2017 - 南京: 南京邮电大学

[引用][C] 基于时域最小二乘的双阵元匹配场定位(英文)

李焜, 刘文胜, 方世良 - 南京大学学报: 自然科学版, 2012