Simultaneous localization of multiple unknown CSMA-based wireless sensor network nodes using a mobile robot with a directional antenna

被引:7
作者
Yi, Jingang [1 ]
Kim, Chang-Young [2 ]
Song, Dezhen [2 ]
机构
[1] Rutgers State Univ, Mech & Aerosp Engn Dept, Piscataway, NJ 08854 USA
[2] Texas A&M Univ, Comp Sci & Engn Dept, College Stn, TX 77843 USA
基金
美国国家科学基金会;
关键词
Radio frequency localization; Wireless sensor network; Robot navigation; Particle filter;
D O I
10.1007/s11370-009-0046-7
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We use a single mobile robot equipped with a directional antenna to simultaneously localize unknown carrier sensing multiple access (CSMA)-based wireless sensor network nodes. We assume the robot can only sense radio transmissions at the physical layer. The robot does not know network configuration such as size and protocol. We formulate this new localization problem and propose a particle filter-based localization approach. We combine a CSMA model and a directional antenna model using multiple particle filters. The CSMA model provides network configuration data while the directional antenna model provides inputs for particle filters to update. Based on the particle distribution, we propose a robot motion planning algorithm that assists the robot to efficiently traverse the field to search radio source. The final localization scheme consists of two algorithms: a sensing algorithms that runs in O(n) time for n particles and a motion planning algorithm that runs in O(nl) time for l radio sources. We have implemented the algorithm, and the results show that the algorithms are capable of localizing unknown networked radio sources effectively and robustly.
引用
收藏
页码:219 / 231
页数:13
相关论文
共 24 条
[1]  
[Anonymous], 2004, P IEEE INT C ROB AUT
[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]   GPS-less low-cost outdoor localization for very small devices [J].
Bulusu, N ;
Heidemann, J ;
Estrin, D .
IEEE PERSONAL COMMUNICATIONS, 2000, 7 (05) :28-34
[4]  
BULUSU N, 2002, G HOPP CEL WOM COMP
[5]   A solution to the simultaneous localization and map building (SLAM) problem [J].
Dissanayake, MWMG ;
Newman, P ;
Clark, S ;
Durrant-Whyte, HF ;
Csorba, M .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2001, 17 (03) :229-241
[6]  
Doucet A, 2008, TECH REP
[7]  
Elliott, 1981, ANTENNA THEORY DESIG
[8]  
Fox D., 2000, SEQUENTIAL MONTE CAR
[9]  
JI X, 2004, INFOCOM 04
[10]   Direction Sensing RFID Reader for Mobile Robot Navigation [J].
Kim, Myungsik ;
Chong, Nak Young .
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2009, 6 (01) :44-54