A Novel PSO based Acoustic Source Localization Algorithm in Wireless Sensor Network

被引:1
|
作者
Liu, Yong [1 ]
Zhou, Wen-tian [1 ]
Liang, Yan [1 ]
Pan, Quan [1 ]
Cheng, Yong-mei [1 ]
机构
[1] Northwestern Polytech Univ, Coll Automat, Xian 710072, Peoples R China
关键词
Acoustic; Source Localization; Particle Swarm Optimization; Wireless Sensor Network;
D O I
10.1109/WCICA.2010.5554104
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Acoustic source localization is a very important Wireless Sensor Network (WSN) surveillance task. In real-world implementations, the localization algorithm, which is essentially an optimization of a certain cost function involving all received sensor observations, must be feasible under stringent communication, computation and energy constrains. In this paper, we propose a novel light-weight dynamic population Particle Swarm Optimization (PSO) based method to search the Maximum Likelihood Estimate (MLE) solution for the source location, reducing computation complexity as well as mitigating the affects of local optimum solutions. Moreover, instead of raw data, only signal energy observations are transmitted to the fusion center, such that bandwidth and energy consumptions can be largely decreased. The results of extensive simulations have shown the superior performance of our method in various scenarios.
引用
收藏
页码:820 / 825
页数:6
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