Time Domain Audio Features for Chainsaw Noise Detection Using WSNs

被引:10
作者
Czuni, Laszlo [1 ]
Varga, Peter Zoltan [1 ]
机构
[1] Univ Pannonia, Dept Elect Engn & Informat Syst, Image Proc Lab, H-8200 Veszprem, Hungary
关键词
WSN; TESPAR; autocorrelation; illegal logging; acoustic signal recognition; machine noise;
D O I
10.1109/JSEN.2017.2670232
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
In this paper, we present an analysis of low complexity signal processing algorithms capable of identifying special noises, such as the sounds of forest machinery (used for forestry, logging). Our objective is to find methods that are able to detect internal combustion engines in rural environment, and are also easy to implement on low power devices of WSNs (wireless sensor networks). In this context, we review different methods for detecting illegal logging, with an emphasis on autocorrelation and TESPAR audio techniques. The processing of extracted audio features is to be solved with limited memory and processor resources typical for low cost sensors modes. The representation of noise models is also considered with different archetypes. Implementations of the proposed methods were tested not by simulations but on sensor nodes equipped with an omnidirectional microphone and a low power microcontroller. Our results show that high recognition rate can be achieved using time domain algorithms and highly energy efficient and inexpensive architectures.
引用
收藏
页码:2917 / 2924
页数:8
相关论文
共 21 条
[1]  
Athanasiadis I. N., 2013, IDENTIFYING SMART SO, P143
[2]  
Babis Miroslav, 2011, Researching Solutions in Artificial Intelligence, Computer Graphics and Multimedia, IIT.SRC 2011, P1
[3]  
Balducci M., 1997, P ENG NEW CENT, P328
[4]  
Czuni L., 2014, P EUR C WIR SENS NET, P12
[5]   MAXIMUM LIKELIHOOD FROM INCOMPLETE DATA VIA EM ALGORITHM [J].
DEMPSTER, AP ;
LAIRD, NM ;
RUBIN, DB .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1977, 39 (01) :1-38
[6]   Signal processing of sensor node data for vehicle detection [J].
Ding, J ;
Cheung, SY ;
Tan, CW ;
Varaiya, P .
ITSC 2004: 7TH INTERNATIONAL IEEE CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS, PROCEEDINGS, 2004, :70-75
[7]  
Freund Y, 1999, MACHINE LEARNING, PROCEEDINGS, P124
[8]   DETECTION AND LOCATION OF INTERNAL DEFECTS IN THE INSULATION OF POWER TRANSFORMERS [J].
FUHR, J ;
HAESSIG, M ;
BOSS, P ;
TSCHUDI, D ;
KING, RA .
IEEE TRANSACTIONS ON ELECTRICAL INSULATION, 1993, 28 (06) :1057-1067
[9]   Audio based solutions for detecting intruders in wild areas [J].
Ghiurcau, Marius Vasile ;
Rusu, Corneliu ;
Bilcu, Radu Ciprian ;
Astola, Jaakko .
SIGNAL PROCESSING, 2012, 92 (03) :829-840
[10]  
Ghiurcau MV, 2009, ISSCS 2009: INTERNATIONAL SYMPOSIUM ON SIGNALS, CIRCUITS AND SYSTEMS, VOLS 1 AND 2, PROCEEDINGS,, P301