Real-time ML based Algorithm for Localizing Acoustic Source in WSN

被引:0
|
作者
Faraji, Mohammad Mahdi [1 ]
Rezaie, Amir Hossein [2 ]
Iranmehr, Ensieh [3 ]
机构
[1] Sharif Univ Technol, Dept Elect Engn, Tehran, Iran
[2] Amirkabir Univ Technol, Fac Elect Engn, Tehran, Iran
[3] Amirkabir Univ Technol, Dept Elect Engn, Tehran, Iran
关键词
Acoustic source localization; Time Delay Estimation; Generalized Cross Correlation; ARM processor; Wireless Sensor Network; Probability function; Collaborative algorithms;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Distributed wireless sensor networks, which are consisting of several single sensors, are becoming very popular in many important applications. This paper talks about collaborative algorithms which are implemented on WSN in order to find the location of sound source. In this paper, an algorithm is discussed for each node and a collaborative algorithm is proposed for sink node. The algorithms are designed in order to find the location of acoustic source in real-time. For localizing, 4 nodes are used. Each of them finds the direction of acoustic source individually. Then, they transfer their computed angle to sink node in order to localize acoustic source. Thus, 4 direction finder nodes and 1 sink node are designed. Direction finder nodes, which consist of 2 microphones, compute the angle of acoustic source respect to itself using GCC algorithm. Sink node receives the computed angles through wireless communication. Moreover, sink node computes the probability graph of the environment. Then, the maximum point of this graph determines the location of acoustic source. At last, represented nodes are built and they are tested in practical environment. The experimental results demonstrate that the proposed algorithm is accurate and feasible.
引用
收藏
页码:62 / 66
页数:5
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