Wireless Sensor Network Localization Based on a Mobile Beacon and TSVM

被引:5
作者
Xu, Jiang [1 ,2 ]
Qian, Huanyan [1 ]
Dai, Huan [2 ]
Zhu, Jianxin [3 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Comp Sci & Engn, Nanjing 210094, Jiangsu, Peoples R China
[2] Changshu Inst Technol, Sch Comp Sci & Engn, Changshu 215500, Jiangsu, Peoples R China
[3] Shenyang Acad, Dept Self Propelled Gun, Shenyang 110162, Liaoning, Peoples R China
关键词
WSNs; localization; mobile beacon; TSVM;
D O I
10.2478/cait-2014-0047
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper a new wireless sensor network localization algorithm, based on a mobile beacon and TSVM (Transductive Support Vector Machines) is proposed, which is referred to as MTSVM. The new algorithm takes advantage of a mobile beacon to generate virtual beacon nodes and then utilizes the beacon vector produced by the communication between the nodes to transform the problem of localization into one of classification. TSVM helps to minimize the error of classification of unknown fixed nodes (unlabeled samples). An auxiliary mobile beacon is designed to save the large volumes of expensive sensor nodes with GPS devices. As shown by the simulation test, the algorithm achieves good localization performance.
引用
收藏
页码:98 / 107
页数:10
相关论文
共 15 条
[1]   Statistical learning theory for location fingerprinting in wireless LANs [J].
Brunato, M ;
Battiti, R .
COMPUTER NETWORKS, 2005, 47 (06) :825-845
[2]  
Cauwenberghs G, 2001, ADV NEUR IN, V13, P409
[3]  
Chen Yi-Song, 2003, Journal of Software, V14, P451
[4]   SUPPORT-VECTOR NETWORKS [J].
CORTES, C ;
VAPNIK, V .
MACHINE LEARNING, 1995, 20 (03) :273-297
[5]  
Girod L, 2001, IROS 2001: PROCEEDINGS OF THE 2001 IEEE/RJS INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-4, P1312, DOI 10.1109/IROS.2001.977164
[6]  
Joachims T, 1999, MACHINE LEARNING, PROCEEDINGS, P200
[7]  
Krumm J, 2003, LECT NOTES COMPUT SC, V2864, P36
[8]   Grouping Multi-Duolateration Localization using Partial Space Information for Indoor Wireless Sensor Networks [J].
Lee, Hojae ;
Lee, Sanghoon ;
Kim, Yeonsoo ;
Chong, Hakjin .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2009, 55 (04) :1950-1958
[9]  
Nguyen X, 2005, ACM T SENSOR NETWORK, V1, P134, DOI DOI 10.1145/1077391.1077397
[10]  
Niculescu D, 2003, IEEE INFOCOM SER, P1734