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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Yong Liu Wen-tian Zhou Yan Liang Quan Pan Yong-mei Cheng |
| Copyright Year | 2010 |
| Description | Author affiliation: College of Automation, Northwestern Polytechnical University, Xi'an, China (Yong Liu; Wen-tian Zhou; Yan Liang; Quan Pan; Yong-mei Cheng) |
| Abstract | 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. |
| Starting Page | 820 |
| Ending Page | 825 |
| File Size | 1028483 |
| Page Count | 6 |
| File Format | |
| ISBN | 9781424467129 |
| e-ISBN | 9781424467129 |
| DOI | 10.1109/WCICA.2010.5554104 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2010-07-07 |
| Publisher Place | China |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Wireless sensor networks Maximum likelihood estimation Particle swarm optimization Automation Position measurement Surveillance Heuristic algorithms Wireless Sensor Network Acoustic Source Localization Particle Swarm Optimization |
| Content Type | Text |
| Resource Type | Article |
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