RADIO SOURCE LOCALIZATION USING RECEIVED SIGNAL STRENGTH IN A MULTIPATH ENVIRONMENT

被引:1
|
作者
Sun, Shuai [1 ]
Wang, Xuezhi [1 ]
Moran, Bill [1 ]
Al-Hourani, Akram [1 ]
Rowe, Wayne S. T. [1 ]
机构
[1] RMIT Univ, Sch Engn, Melbourne, Vic 3001, Australia
基金
澳大利亚研究理事会;
关键词
RSS; localization; multipath; HMM; emitter dynamics; HIDDEN MARKOV-MODELS;
D O I
10.23919/fusion43075.2019.9011233
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider the problem of localizing a radio emitter in a wireless network using RSS measured by a set of known network nodes in a multipath environment. While the RSS of a wireless signal can be conveniently accessed, using it to estimate location is nontrivial in the presence of multipath. We propose a HMM model within a Bayesian learning framework for processing RSS data in the localization process to deal with RSS fluctuations induced by multipath interference. To address the uncertainty of emitter dynamics, a semi-Markov model is also adopted to model the duration time of the emitter sojourn in a state.We compare the performance of the HMM methods, HsMM methods and RSS fingerprinting methods via a real experiment of a two-region emitter localization problem and Monte Carlo simulations using ray-tracing software.
引用
收藏
页数:6
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