Cross-layer design of sequential detectors in sensor networks

被引:26
作者
Marano, Stefano [1 ]
Matta, Vincenzo
Willett, Peter
Tong, Lang
机构
[1] Univ Salerno, Dept Informat & Elect Engn, I-84084 Fisciano, SA, Italy
[2] Univ Connecticut, Dept Elect & Comp Engn, Storrs, CT 06269 USA
[3] Cornell Univ, Dept Elect & Comp Engn, Ithaca, NY 14853 USA
关键词
cross-layer design; SENMA; Wald's sequential test; wireless sensor networks;
D O I
10.1109/TSP.2006.880254
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
A network of sensors polled by a mobile agent (the SENMA paradigm) is used for detection purposes, with both the remote nodes and the mobile agent implementing Wald's sequential tests. When polled, each remote node transmits its local decision (if any) to the agent, and two network/agent communication schemes are considered. One of these is designed with specific care to the network's energy consumption. In both cases, collisions over the common communication channel are precluded by the sequentiality of the sensors' query. The system performances in terms of average decision time, error probability, and network energy consumption are derived in exact analytical form. A tradeoff exists between the amount and the reliability of the information that the rover may collect: At optimality, the decentralized system overcomes a single supernode by orders of magnitude in terms of decision time, while only 30% of the sensors encountered by the mobile agent spend energy to reveal themselves. The remaining sensors contribute to the detection process by their silence.
引用
收藏
页码:4105 / 4117
页数:13
相关论文
共 29 条
[1]   Distributed detection with multiple sensors .2. Advanced topics [J].
Blum, RS ;
Kassam, SA ;
Poor, HV .
PROCEEDINGS OF THE IEEE, 1997, 85 (01) :64-79
[2]   Decentralized detection in sensor networks [J].
Chamberland, JF ;
Veeravalli, VV .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2003, 51 (02) :407-416
[3]   Sensor networks: Evolution, opportunities, and challenges [J].
Chong, CY ;
Kumar, SP .
PROCEEDINGS OF THE IEEE, 2003, 91 (08) :1247-1256
[4]  
Cover T. M., 2005, ELEM INF THEORY, DOI 10.1002/047174882X
[5]   Performance analysis of sequential tests between Poisson processes [J].
DeLucia, J ;
Poor, HV .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1997, 43 (01) :221-238
[6]   Multihypothesis sequential probability ratio tests - Part I: Asymptotic optimality [J].
Dragalin, VP ;
Tartakovsky, AG ;
Veeravalli, VV .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1999, 45 (07) :2448-2461
[7]   SEQUENTIAL DECISION PROBLEMS FOR PROCESSES WITH CONTINUOUS TIME PARAMETER - TESTING HYPOTHESES [J].
DVORETZKY, A ;
KIEFER, J ;
WOLFOWITZ, J .
ANNALS OF MATHEMATICAL STATISTICS, 1953, 24 (02) :254-264
[8]  
Gallager R., 1996, Discrete Stochastic Processes
[9]   SEQUENTIAL DETECTION BETWEEN POISSON PROCESSES [J].
KAZAKOS, D ;
PAPANTONIKAZAKOS, P .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1980, 26 (01) :116-120
[10]   Support-based and ML approaches to DOA estimation in a dumb sensor network [J].
Marano, S ;
Matta, V ;
Willett, P ;
Tong, L .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2006, 54 (04) :1563-1567