Source localization from time-differences of arrival using high-frequency communication signals

E. Zamanizadeh, J. Gomes, J. Bioucas-Dias
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引用次数: 11

Abstract

Localization of underwater acoustic (UWA) sources using observed signals is a popular research topic that has many potential applications, both military and civilian (e.g., navigation of underwater vehicles, mine hunting, marine mammal studies). This work adopts an inverse problem framework where the temporal and spatial structure of multipath observed at an array of sensors deployed in an ocean waveguide is exploited to determine the source position. The proposed method aims at deriving useful spatial information as side information from high-frequency signals used for underwater acoustic communication. The approach involves several steps: (i) estimating channel responses and segmenting wavefronts to recover the temporal and spatial structure of multipath arrivals at the receiver array; (ii) computing a coarse source position estimate with no a priori knowledge of its location and only crude environmental information; (iii) refining the source location using model-based tomographic methods that match observed vs. predicted wavefront arrival patterns across the array through ray tracing. The Coarse Source Localization (CSL) scheme uses an algorithm for free-space localization based on time differences of arrival, and several modifications are discussed to adapt it to non-homogeneous underwater waveguides. The ensuing Model-Based Source Localization (MBSL) scheme uses an iterative linearized least-squares algorithm and benefits from the good accuracy of CSL to attain very fast convergence and avoid local extrema of its multimodal cost function. The algorithms are tested in simulation and using experimental data (CALCOM'10) for high-frequency transmissions at ranges from 200 m to 1 km.
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利用高频通信信号从到达的时间差中定位源
利用观测信号定位水声(UWA)源是一个热门的研究课题,具有许多潜在的应用,包括军事和民用(例如,水下航行器导航,地雷狩猎,海洋哺乳动物研究)。这项工作采用了一个逆问题框架,利用在海洋波导中部署的传感器阵列上观察到的多路径的时空结构来确定源位置。该方法旨在从用于水声通信的高频信号中提取有用的空间信息作为侧信息。该方法包括几个步骤:(i)估计信道响应并分割波前以恢复多径到达接收机阵列的时空结构;(ii)计算粗略的源位置估计,没有对其位置的先验知识,只有粗略的环境信息;(iii)使用基于模型的层析成像方法,通过射线追踪将观测到的波前到达模式与预测的波前到达模式相匹配,从而优化源位置。粗源定位(CSL)方案采用了一种基于到达时差的自由空间定位算法,并讨论了几种改进方法以使其适应非均匀水下波导。随后的基于模型的源定位(MBSL)方案采用迭代线性化最小二乘算法,利用CSL良好的精度实现了快速收敛,避免了多模态代价函数的局部极值。这些算法在200米至1公里范围内的高频传输中进行了仿真和实验数据(CALCOM'10)测试。
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