DocumentCode :
3116345
Title :
Vehicle Type Recognition in WSN Based on ITESP Algorithm
Author :
Yan Wang ; Jiliu Zhou
Author_Institution :
Dept. of Electron. & Inf. Eng., Sichuan Univ., Chengdu, China
fYear :
2013
fDate :
18-21 Dec. 2013
Firstpage :
668
Lastpage :
671
Abstract :
Vehicle type recognition is a demanding application of wireless sensor networks (WSN). In context of applying the sound recognition technology on the vehicle type recognition, in this study, a new feature extraction method is proposed based on the improved time encoded signal processing (ITESP) algorithm. The conventional TESP algorithm, which is effective for the speech signal feature extraction, however, is not suitable for the vehicle sound signal which is more complex. To solve this problem, we design an extensional symbol table with 40 characters according to the characteristic features of the vehicle sound signal, and then construct the one-dimensional S-matrix and the two-dimensional A-matrix respectively based on the symbol stream which is encoded by the symbol table. After that, support vector machine (SVM) is used as the classifier to recognize different vehicle types. The simulation results indicate that the vehicle type recognition systems with ITESP features give better performance compared with the conventional TESP based features.
Keywords :
acoustic signal processing; feature extraction; support vector machines; vehicles; wireless sensor networks; ITESP algorithm; SVM; TESP based features; WSN; feature extraction method; improved time encoded signal processing; one-dimensional S-matrix; sound recognition technology; speech signal feature extraction; support vector machine; symbol stream; symbol table; two-dimensional A-matrix; vehicle sound signal; vehicle type recognition; wireless sensor networks; Feature extraction; Sensors; Signal processing; Signal processing algorithms; Support vector machines; Vehicles; Wireless sensor networks; A-matrix; S-matrix; improved time encoded signal processing (ITESP); symbol table; vehicle type recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Ubiquitous Intelligence and Computing, 2013 IEEE 10th International Conference on and 10th International Conference on Autonomic and Trusted Computing (UIC/ATC)
Conference_Location :
Vietri sul Mere
Print_ISBN :
978-1-4799-2481-3
Type :
conf
DOI :
10.1109/UIC-ATC.2013.29
Filename :
6726277
Link To Document :
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