Source Localization with AOA-Only and Hybrid RSS/AOA Measurements via Semidefinite Programming

被引:2
|
作者
Wang, Qi [1 ]
Duan, Zhansheng [1 ]
Li, X. Rong [2 ]
机构
[1] Xi An Jiao Tong Univ, Ctr Informat Engn Sci Res, Xian 710049, Shaanxi, Peoples R China
[2] Univ New Orleans, Dept Elect Engn, New Orleans, LA 70148 USA
基金
中国国家自然科学基金;
关键词
AOA; RSS; Hybrid localization; SDP;
D O I
10.23919/fusion45008.2020.9190594
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Angle of arrival (AOA) and received signal strength (RSS) measurements have been commonly used in wireless localization due to easy access and simple implementation. In this paper, we investigate source localization using the AOAonly and hybrid RSS/AOA measurements, respectively. In AOA localization, we approximate the angle error using a range-related quantity. Then the optimization problem based on maximum likelihood (ML) is converted to a convex semidefinite programming (SDP) problem. In hybrid AOA/RSS localization, the ML estimator is decomposed into an RSS part and an AOA part. The AOA part follows a similar procedure as in the AOA localization. Taylor series expansion and relaxation are applied in optimizing the RSS part. These two parts are closely related through the range. The proposed methods avoid the nonconvexity in the original ML estimators for both AOA-only and hybrid AOA/RSS localization problems. Numerical examples show good performance of the proposed methods in both AOA and hybrid AOA/RSS localizations. They are close to or better than the LS methods in the literature.
引用
收藏
页码:1131 / 1138
页数:8
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