LOCALIZATION IN WSN USING MAXIMUM LIKELIHOOD ESTIMATION WITH NEGATIVE CONSTRAINTS BASED ON PARTICLE SWARM OPTIMIZATION

被引:0
作者
Ding Haiqiang [1 ]
Chen Hejun [1 ]
Zhuang Hualiang [1 ]
He Xiongxiong [1 ]
机构
[1] Zhejiang Univ Technol, Coll Informat Engn, Hangzhou, Zhejiang, Peoples R China
来源
2014 12TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP) | 2014年
关键词
localization; maximum likelihood estimation; positive constrains; negative constrains; Particle Swarm Optimization;
D O I
暂无
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 propose a maximum likelihood estimation approach with negative constraints to realize the localization of the unknown nodes in wireless sensor network. The main work can be divided into three parts: firstly, we measure the distance based on received signal strength from the nodes. Secondly, a series of positive and negative constrains are combined to build the modeling using the maximum likelihood estimation Finally, particle swarm optimization is employed to find the optimal position. The simulation results show that the proposed approach outperforms some existing localization algorithm without negative constrains.
引用
收藏
页码:2185 / 2189
页数:5
相关论文
共 13 条
[1]   A line in the sand: a wireless sensor network for target detection, classification, and tracking [J].
Arora, A ;
Dutta, P ;
Bapat, S ;
Kulathumani, V ;
Zhang, H ;
Naik, V ;
Mittal, V ;
Cao, H ;
Demirbas, M ;
Gouda, M ;
Choi, Y ;
Herman, T ;
Kulkarni, S ;
Arumugam, U ;
Nesterenko, M ;
Vora, A ;
Miyashita, M .
COMPUTER NETWORKS, 2004, 46 (05) :605-634
[2]  
Bahl P., 2000, Proceedings IEEE INFOCOM 2000. Conference on Computer Communications. Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies (Cat. No.00CH37064), P775, DOI 10.1109/INFCOM.2000.832252
[3]   Technical Correspondence [J].
Kulkarni, Raghavendra V. ;
Venayagamoorthy, Ganesh Kumar .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2011, 41 (02) :262-267
[4]   INEMO: Distributed RF-based indoor location determination with confidence indicator [J].
Li, Hongbin ;
Shen, Xingfa ;
Zhao, Jun ;
Wang, Zhi ;
Sun, Youxian .
EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2008, 2008 (1)
[5]  
Low KS, 2006, INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE FOR MODELLING, CONTROL & AUTOMATION JOINTLY WITH INTERNATIONAL CONFERENCE ON INTELLIGENT AGENTS, WEB TECHNOLOGIES & INTERNET COMMERCE, VOL 2, PROCEEDINGS, P271
[6]  
Niculescu D, 2003, IEEE INFOCOM SER, P1734
[7]   DV based positioning in ad hoc networks [J].
Niculescu, D ;
Nath, B .
TELECOMMUNICATION SYSTEMS, 2003, 22 (1-4) :267-280
[8]  
Peng R, 2005, 2005 SECOND ANNUAL IEEE COMMUNICATIONS SOCIETY CONFERENCE ON SENSOR AND AD HOC COMMUNICATIONS AND NETWORKS, P541
[9]  
Priyantha N. B., 2000, MobiCom 2000. Proceedings of the Sixth Annual International Conference on Mobile Computing and Networking, P32, DOI 10.1145/345910.345917
[10]  
Ramadurai V, 2003, ICWN'03: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON WIRELESS NETWORKS, P275