A collaborative event detection scheme using fuzzy logic in clustered wireless sensor networks

被引:22
作者
Kieu-Xuan, Thuc [1 ]
Koo, Insoo [1 ]
机构
[1] Univ Ulsan, Sch Elect Engn, Ulsan 680749, South Korea
关键词
Wireless sensor networks; Event detection; Fuzzy logic; Credibility; Decision fusion; OPTIMAL DATA FUSION;
D O I
10.1016/j.aeue.2010.05.002
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
Event detection is a critical issue in wireless sensor networks. In this letter, a novel collaborative event detection scheme using fuzzy logic in clustered wireless sensor networks is proposed. Unlike previous research in which every sensor node or cluster is treated equally during the decision making process, in this letter we evaluate the credibility of clusters by using fuzzy logic and take them into account when the final decision is made at the fusion center. Simulation results show that the proposed scheme can provide better accuracy than conventional approaches. (C) 2010 Elsevier GmbH. All rights reserved.
引用
收藏
页码:485 / 488
页数:4
相关论文
共 10 条
[1]   Minimizing energy consumption in large-scale sensor networks through distributed data compression and hierarchical aggregation [J].
Baek, SJ ;
de Veciana, G ;
Su, X .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2004, 22 (06) :1130-1140
[2]   Minimizing communication costs in hierarchically-clustered networks of wireless sensors [J].
Bandyopadhyay, S ;
Coyle, EJ .
COMPUTER NETWORKS, 2004, 44 (01) :1-16
[3]   OPTIMAL DATA FUSION IN MULTIPLE SENSOR DETECTION SYSTEMS [J].
CHAIR, Z ;
VARSHNEY, PK .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1986, 22 (01) :98-101
[4]   OPTIMUM MULTISENSOR FUSION OF CORRELATED LOCAL DECISIONS [J].
DRAKOPOULOS, E ;
LEE, CC .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1991, 27 (04) :593-606
[5]  
Heiniger R. W., 2000, Proceedings of the 5th International Conference on Precision Agriculture, Bloomington, Minnesota, USA, 16-19 July, 2000, P1
[6]   OPTIMAL DATA FUSION OF CORRELATED LOCAL DECISIONS IN MULTIPLE SENSOR DETECTION SYSTEMS [J].
KAM, MS ;
ZHU, Q ;
GRAY, WS .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1992, 28 (03) :916-920
[7]  
NIU R, 2004, P 7 IEEE C INF FUS I, P462
[8]  
SHOREY R, 2006, MOBILE WIRELESS SENS, P151
[9]   Optimal. distributed detection in clustered wireless sensor networks [J].
Tian, Qingjiang ;
Coyle, Edward J. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2007, 55 (07) :3892-3904
[10]  
Varshney P. K., 1997, Distributed Detection and Data Fusion