Performance Analysis of Distributed Decision Fusion Using a Censoring Scheme in Wireless Sensor Networks

被引:19
作者
Cheng, Victor W. [1 ]
Wang, Tsang-Yi [2 ]
机构
[1] Natl Chi Nan Univ, Dept Comp Sci & Informat Engn, Nantou 54561, Taiwan
[2] Natl Sun Yat Sen Univ, Inst Commun Engn, Kaohsiung 80424, Taiwan
关键词
Decision fusion; distributed detection; energy efficiency; sensor censoring; wireless sensor networks (WSNs); DECENTRALIZED DETECTION; CHANNELS;
D O I
10.1109/TVT.2010.2047738
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
Recently, battery-powered wireless sensor network (WSN) technology has been applied on various environment detections. The capacity of the battery, however, limits the working time of the sensor. The conventional censoring scheme, in which either the entire log-likelihood ratio (LLR) value is transmitted or only a single-bit indicating signal, namely "1," is sent to the fusion center (FC) if the LLR falls within the "send" region, has been introduced for reduced communication rate in a parallel fusion network where decisions made at local nodes need to be communicated to an FC. In this paper, a new sensor-censoring scheme is proposed to further exploit its energy-efficiency capability. As opposed to conventional censoring schemes, the proposed scheme allows each sensor to transmit a binary decision, i.e., either "1" or "-1," to the FC only when the reliability of its observation on the environment is beyond a given level. The binary hypothesis on the phenomenon of the environment in WSNs has been assumed, and the error performance of the binary code applied for data transmission to the FC under the considered censoring strategy has been analyzed. Under the proposed censoring scheme, the main problem of this paper is to minimize the fusion errors via obtaining the optimum energy saving rate. The result obtained from the conducted examples confirms that the goal of energy saving by the proposed scheme is archived.
引用
收藏
页码:2845 / 2851
页数:7
相关论文
共 18 条
[1]   ON DISTRIBUTED DETECTION WITH CORRELATED SENSORS - 2 EXAMPLES [J].
AALO, V ;
VISWANATHAN, R .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1989, 25 (03) :414-421
[2]   A survey on sensor networks [J].
Akyildiz, IF ;
Su, WL ;
Sankarasubramaniam, Y ;
Cayirci, E .
IEEE COMMUNICATIONS MAGAZINE, 2002, 40 (08) :102-114
[3]   OPTIMUM DISTRIBUTED DETECTION OF WEAK SIGNALS IN DEPENDENT SENSORS [J].
BLUM, RS ;
KASSAM, SA .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1992, 38 (03) :1066-1079
[4]   Distributed fusion in sensor networks -: A graphical models perspective [J].
Cetin, Mujdat ;
Chen, Lei ;
Fisher, John W., III ;
Ihler, Alexander T. ;
Moses, Randolph L. ;
Wainwright, Martin J. ;
Willsky, Alan S. .
IEEE SIGNAL PROCESSING MAGAZINE, 2006, 23 (04) :42-55
[5]   Asymptotic results for decentralized detection in power constrained wireless sensor networks [J].
Chamberland, JF ;
Veeravalli, VV .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2004, 22 (06) :1007-1015
[6]   Channel aware decision fusion in wireless sensor networks [J].
Chen, B ;
Jiang, RX ;
Kasetkasem, T ;
Varshney, PK .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (12) :3454-3458
[7]  
D'Costa A, 2003, INT CONF ACOUST SPEE, P832
[8]   Fusion of censored decisions in wireless sensor networks [J].
Jiang, RX ;
Chen, B .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2005, 4 (06) :2668-2673
[9]   Impact of channel errors on decentralized detection performance of wireless sensor networks: A study of binary modulations, Rayleigh-fading and nonfading channels, and fusion-combiners [J].
Kanchumarthy, Venkateshwara R. ;
Viswanathan, Ramanarayanan ;
Madishetty, Madhulika .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (05) :1761-1769
[10]   Detection, classification, and tracking of targets [J].
Li, D ;
WOng, KD ;
Hu, YH ;
Sayeed, AM .
IEEE SIGNAL PROCESSING MAGAZINE, 2002, 19 (02) :17-29