A novel strategy of localization based on EKF for mobile robot

被引:0
作者
Zhang, Feng [1 ]
Huang, Lujun [1 ]
Yuan, Shuai [1 ]
Huang, Kuan [1 ]
Xing, Shuangyun [2 ]
机构
[1] Shenyang Jianzhu Univ, Fac Informat & Control Engn, Shenyang, Peoples R China
[2] Shenyang Jianzhu Univ, Fac Sci, Shenyang, Peoples R China
来源
2014 33RD CHINESE CONTROL CONFERENCE (CCC) | 2014年
关键词
mobile robot; localization; NLOS identification; Gaussian distribution; EKF; NLOS IDENTIFICATION; MITIGATION;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper focuses on the accurate localization based on WSN (wireless sensor network) for indoor mobile robot using NLOS (non-line of sight) identification. For the traditional localization three measurement circles from observation are usually obtained to estimate the robot position, which brings up the larger errors in positioning. In order to resolve this problem, the position distributions calculated from multiple measurements are used to estimate the mobile robot location. Intersections of each two measurement circles are computed and distributions are fitted by using Gaussian. Expectations are taken as the observation values for extended Kalman Filter (EKF), which is applied to optimizing of localization. Also NLOS identifications are proposed to find the potential NLOS measurements which will severely deteriorate observation results. Efficiency of the presented localization algorithm with NLOS identification is illustrated via simulation experiments.
引用
收藏
页码:333 / 338
页数:6
相关论文
共 22 条
[1]  
ALSINDI N, 2009, NAVIGATION COMMUNICA, P59
[2]   Novel Semi-Passive RFID System for Indoor Localization [J].
Athalye, Akshay ;
Savic, Vladimir ;
Bolic, Miodrag ;
Djuric, Petar M. .
IEEE SENSORS JOURNAL, 2013, 13 (02) :528-537
[3]  
Bahr Alexander, ULTR ICUWB 2012 IEEE, P443
[4]  
Borras J, VEH TECHN C VTC 98 4, V2
[5]  
Boukerce A, 2007, IEEE WIRELESS COMMUN, V14
[6]  
Chen Hongyang, WIRELESS COMMUNICATI, V11, P108
[7]   An Indoor Localization Strategy for a mini-UAV in the Presence of Obstacles [J].
Cheng, Long ;
Wu, Cheng-dong ;
Zhang, Yun-zhou ;
Wang, Yan .
INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2012, 9 :1-8
[8]  
Cheng Long, INT J DISTRIBUTED SE, V2012
[9]  
Diamant Roee, MOBILE COMPUTING IEE, VPP, P1
[10]   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