Distance-based decision fusion in a distributed wireless sensor network

被引:25
作者
Duarte, M [1 ]
Hu, YH [1 ]
机构
[1] Univ Wisconsin, Dept Elect & Comp Engn, Madison, WI 53706 USA
关键词
decision fusion; sensor networks; classification;
D O I
10.1023/B:TELS.0000029045.03170.e9
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Target classification fusion problem in a distributed, wireless sensor network is investigated. We propose a distance-based decision fusion scheme exploiting the relationship between sensor to target distance, signal to noise ratio and classification rate, which requires less communication while achieving higher region classification rate when compared to conventional majority-vote-based fusion schemes. Several different methods are tested, and very encouraging simulation results using real world experimental data samples are also observed.
引用
收藏
页码:339 / 350
页数:12
相关论文
共 10 条
[1]   A wavelet packet algorithm for classification and detection of moving vehicles [J].
Averbuch, A ;
Hulata, E ;
Zheludev, V ;
Kozlov, I .
MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING, 2001, 12 (01) :9-31
[2]  
Brooks R.R., 1998, MULTISENSOR FUSION F
[3]  
ESTRIN D, 2001, P ICASSP 2001 SALT L, P2675
[4]   Classification of acoustic and seismic data using nonlinear dynamical signal models [J].
Lennartsson, RK ;
Péntek, A ;
Kadtke, JB .
PROCEEDINGS OF THE TENTH IEEE WORKSHOP ON STATISTICAL SIGNAL AND ARRAY PROCESSING, 2000, :722-726
[5]   Detection, classification, and tracking of targets [J].
Li, D ;
WOng, KD ;
Hu, YH ;
Sayeed, AM .
IEEE SIGNAL PROCESSING MAGAZINE, 2002, 19 (02) :17-29
[6]   Energy-based collaborative source localization using acoustic microsensor array [J].
Li, D ;
Hu, YH .
EURASIP JOURNAL ON APPLIED SIGNAL PROCESSING, 2003, 2003 (04) :321-337
[7]   Time-delay neural network for audio monitoring of road traffic and vehicle classification [J].
Nooralahiyan, AY ;
Lopez, L ;
Mckewon, D ;
Ahmadi, M .
TRANSPORTATION SENSORS AND CONTROLS: COLLISION AVOIDANCE, TRAFFIC MANAGEMENT, AND ITS, 1997, 2902 :193-200
[8]   Vehicle classification by acoustic signature [J].
Nooralahiyan, AY ;
Kirby, HR ;
McKeown, D .
MATHEMATICAL AND COMPUTER MODELLING, 1998, 27 (9-11) :205-214
[9]  
NOORALAHIYAN AY, 2002, TRANSPORT RES C-EMER, V5, P165
[10]   Classification of vehicles using nonlinear dynamics and array processing [J].
Tung, TL ;
Yao, K .
ADVANCED SIGNAL PROCESSING ALGORITHMS, ARCHITECTURES,AND IMPLEMENTATIONS IX, 1999, 3807 :234-246