Energy-Based Acoustic Source Localization Methods: A Survey

被引:23
|
作者
Meng, Wei [1 ,2 ]
Xiao, Wendong [1 ]
机构
[1] Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China
[2] Natl Univ Singapore, Temasek Labs, Singapore 117411, Singapore
基金
中国国家自然科学基金;
关键词
wireless sensor network (WSN); source localization; maximum likelihood method; least-squares method; Cramer-Rao bound (CRB); LOCATION ESTIMATION; CLOSED-FORM; ALGORITHM; PROJECTION; OPTIMIZATION; EM;
D O I
10.3390/s17020376
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Energy-based source localization is an important problem in wireless sensor networks (WSNs), which has been studied actively in the literature. Numerous localization algorithms, e. g., maximum likelihood estimation (MLE) and nonlinear-least-squares (NLS) methods, have been reported. In the literature, there are relevant review papers for localization in WSNs, e. g., for distance-based localization. However, not much work related to energy-based source localization is covered in the existing review papers. Energy-based methods are proposed and specially designed for a WSN due to its limited sensor capabilities. This paper aims to give a comprehensive review of these different algorithms for energy-based single and multiple source localization problems, their merits and demerits and to point out possible future research directions.
引用
收藏
页数:20
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