Semidefinite Relaxation Algorithm for Multisource Localization Using TDOA Measurements with Range Constraints

被引:5
|
作者
Jia, Changgui [1 ,2 ]
Yin, Jiexin [1 ,2 ]
Wang, Ding [1 ,2 ]
Wang, Yunlong [1 ,2 ]
Zhang, Li [1 ,2 ]
机构
[1] Natl Digital Switching Syst Engn & Technol Res Ct, Zhengzhou 450002, Henan, Peoples R China
[2] Zhengzhou Informat Sci & Technol Inst, Zhengzhou 450002, Henan, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Compendex;
D O I
10.1155/2018/9430180
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Multiple sources localization based on time difference of arrival (TDOA) measurements is investigated in this paper. Different from the traditional methods, a novel and practical multisource localization algorithm is proposed by adopting a priori information of relative distance among emitting sources. Since the maximum likelihood (ML) cost function for multisource estimation is highly nonconvex, the semidefinite relaxation (SDR) is utilized to reformulate the ML cost function. A robust estimator is obtained, which can be solved by semidefinite programming (SDP). Moreover, the constrained Cramer-Rao bound is also derived as a benchmark by considering the range constraints between sources. Simulation results verify the superior performance of the proposed algorithm over the traditional methods.
引用
收藏
页数:9
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