Title :
Real-time ML based algorithm for localizing acoustic source in WSN
Author :
Faraji, Mohammad Mahdi ; Rezaie, Amir Hossein ; Iranmehr, Ensieh
Author_Institution :
Dept. of Electerical Eng., Sharif Univ. of Technol., Tehran, Iran
Abstract :
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 realtime. 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.
Keywords :
graph theory; probability; wireless sensor networks; GCC algorithm; WSN; acoustic source localization; collaborative algorithm; direction finder nodes; distributed wireless sensor networks; probability graph; real-time ML based algorithm; sink node; wireless communication; Acoustics; Equations; Mathematical model; Microphones; Sensors; Signal processing algorithms; Wireless sensor networks; ARM processor; Acoustic source localization; Collaborative algorithms; Generalized Cross Correlation; Probability function; Time Delay Estimation; Wireless Sensor Network;
Conference_Titel :
Electrical Engineering (ICEE), 2014 22nd Iranian Conference on
Conference_Location :
Tehran
DOI :
10.1109/IranianCEE.2014.6999504