Simultaneous Localization and Mapping for Mobile Robots in Dynamic Environments

被引:0
作者
Oh, Seungwon [1 ]
Hahn, Minsoo [1 ]
Kim, Jinsul [2 ]
机构
[1] Korea Adv Inst Sci & Technol, Digital Media Lab, Taejon 305701, South Korea
[2] Chonnam Natl Univ, Elect & Comp Engn, Gwangju, South Korea
来源
2013 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND APPLICATIONS (ICISA 2013) | 2013年
关键词
SLAM; localization; mapping; mobile robot; dynamic environment;
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 presents a new SLAM framework for solving the problem of SLAM in dynamic environments. The landmark location change causes the error of robot pose estimation and landmark mapping. In this paper, we propose Dynamic EKF SLAM based on the independence of the dynamic landmarks. The proposed framework decomposes the SLAM problem into a traditional SLAM problem for the static landmarks and individual SLAM problems for the dynamic landmarks. Therefore, in the dynamic environments, it is able to minimize the error caused by the dynamic landmarks and reduce the uncertainty in the robot pose and the landmark locations. The simulation results show the validity and robustness of the proposed approach in terms of robot path estimation error, landmark location mapping error, and the variances of robot and landmarks.
引用
收藏
页数:4
相关论文
共 16 条
[1]   Consistency of the EKF-SLAM algorithm [J].
Bailey, Tim ;
Nieto, Juan ;
Guivant, Jose ;
Stevens, Michael ;
Nebot, Eduardo .
2006 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-12, 2006, :3562-+
[2]   Simultaneous Topological Map Prediction and Moving Object Trajectory Prediction in Unknown Environments [J].
Chung, Shu Yun ;
Huang, Han Pang .
2008 IEEE/RSJ INTERNATIONAL CONFERENCE ON ROBOTS AND INTELLIGENT SYSTEMS, VOLS 1-3, CONFERENCE PROCEEDINGS, 2008, :1594-1599
[3]  
Kuen-Han Lin, 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2010), P3975, DOI 10.1109/IROS.2010.5649653
[4]  
Lee TK, 2011, IEEE INT C INT ROBOT, P841, DOI 10.1109/IROS.2011.6048539
[5]  
Montemerlo M., 2003, Proceedings of the international joint conference on artificial intelligence (IJCAI), P1151
[6]  
Montemerlo M, 2002, P AAAI
[7]  
Murphy K., 1999, ADV NEURAL INFORM PR
[8]  
Pirker K, 2011, IEEE INT C INT ROBOT, P3990, DOI 10.1109/IROS.2011.6048253
[9]  
Rogers John G. III, 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2010), P2077, DOI 10.1109/IROS.2010.5652091
[10]  
Siegwart R, 2004, INTRO AUTONOMOUS MOB, P250