Direct Position Determination of Unknown Signals in the Presence of Multipath Propagation

被引:7
作者
Du, Jianping [1 ]
Wang, Ding [1 ]
Yu, Wanting [1 ]
Yu, Hongyi [1 ]
机构
[1] Natl Digital Switching Syst Engn & Technol Res Ct, 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
direct position determination; MUSIC algorithm; maximum likelihood estimation; convex QP; multi-path geolocation; active set algorithm; MAXIMUM-LIKELIHOOD; ARRIVAL ESTIMATION; LOCALIZATION; GEOLOCATION; MUSIC;
D O I
10.3390/s18030892
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
A novel geolocation architecture, termed "Multiple Transponders and Multiple Receivers for Multiple Emitters Positioning System (MTRE)" is proposed in this paper. Existing Direct Position Determination (DPD) methods take advantage of a rather simple channel assumption (line of sight channels with complex path attenuations) and a simplified MUltiple SIgnal Classification (MUSIC) algorithm cost function to avoid the high dimension searching. We point out that the simplified assumption and cost function reduce the positioning accuracy because of the singularity of the array manifold in a multi-path environment. We present a DPD model for unknown signals in the presence of Multi-path Propagation (MP-DPD) in this paper. MP-DPD adds non-negative real path attenuation constraints to avoid the mistake caused by the singularity of the array manifold. The Multi-path Propagation MUSIC (MP-MUSIC) method and the Active Set Algorithm (ASA) are designed to reduce the dimension of searching. A Multi-path Propagation Maximum Likelihood (MP-ML) method is proposed in addition to overcome the limitation of MP-MUSIC in the sense of a time-sensitive application. An iterative algorithm and an approach of initial value setting are given to make the MP-ML time consumption acceptable. Numerical results validate the performances improvement of MP-MUSIC and MP-ML. A closed form of the Cramer-Rao Lower Bound (CRLB) is derived as a benchmark to evaluate the performances of MP-MUSIC and MP-ML.
引用
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页数:36
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