Performance Comparison of ToA and TDOA Based Tracking In Underwater Multipath Environments Using Bernoulli Filter

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2023-03-01 DOI:10.2478/pomr-2023-0014
A. Gunes
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引用次数: 1

Abstract

Abstract Underwater localization and tracking is a challenging problem and Time-of-Arrival and Time-Difference-of-Arrival approaches are commonly used. However, the performance difference between these approaches is not well understood or analysed adequately. There are some analytical studies for terrestrial applications with the assumption that the signal arrival times are not correlated. However, this assumption is not valid for underwater propagation. To present the distinct nature of the problem under the water, a high-fidelity simulation is required. In this study, Time-of-Arrival and Time-Difference-of-Arrival approaches are compared using a ray tracing based propagation model. Moreover, basic methods to mitigate the multipath propagation problem are also implemented for Bernoulli filters. Since the Bernoulli filter is a joint detection and tracking filter, the detection performance is also analysed. Comparisons are done for all combinations of filter and measurement approaches. The results can help to design underwater localization systems better suited to the needs.
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水下多径环境下基于ToA和TDOA的伯努利滤波器跟踪性能比较
摘要水下定位和跟踪是一个具有挑战性的问题,通常使用到达时间和到达时间差方法。然而,这些方法之间的性能差异并没有得到很好的理解或充分的分析。有一些针对地面应用的分析研究假设信号到达时间不相关。然而,这种假设对于水下传播是无效的。为了呈现水下问题的独特性质,需要进行高保真度模拟。在本研究中,使用基于射线追踪的传播模型对到达时间和到达时间差方法进行了比较。此外,伯努利滤波器还实现了缓解多径传播问题的基本方法。由于伯努利滤波器是一个联合检测和跟踪滤波器,因此还分析了检测性能。对滤波器和测量方法的所有组合进行了比较。研究结果有助于设计更适合需求的水下定位系统。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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