Multi-hierarchical semantic maps for mobile robotics

被引:166
作者
Galindo, C [1 ]
Saffiotti, A [1 ]
Coradeschi, S [1 ]
Buschka, P [1 ]
Fernández-Madrigal, JA [1 ]
González, J [1 ]
机构
[1] Univ Orebro, Dept Technol, Ctr Appl Autonomous Sensor Syst, S-70182 Orebro, Sweden
来源
2005 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-4 | 2005年
关键词
semantic maps; mobile robots; anchoring; knowledge representation; abstraction; symbol grounding;
D O I
10.1109/IROS.2005.1545511
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The success of mobile robots, and particularly of those interfacing with humans in daily environments (e.g., assistant robots), relies on the ability to manipulate information beyond simple spatial relations. We are interested in semantic information, which gives meaning to spatial information like images or geometric maps. We present a multi-hierarchical approach to enable a mobile robot to acquire semantic information from its sensors, and to use it for navigation tasks. In our approach, the link between spatial and semantic information is established via anchoring. We show experiments on a real mobile robot that demonstrate its ability to use and infer new semantic information from its environment, improving its operation.
引用
收藏
页码:2278 / 2283
页数:6
相关论文
共 20 条
  • [1] [Anonymous], 2002, ROBOTIC MAPPING SURV
  • [2] [Anonymous], 2004, INT C INT AUT SYST, DOI 10.1.1.62.4227.
  • [3] Improving the legislation process
    Van Engers, T.M.
    Glassee, E.
    [J]. IEEE Intelligent Systems and Their Applications, 2001, 16 (01): : 56 - 57
  • [4] CHATILA R, 1985, P IEEE INT C ROB AUT, P138
  • [5] An introduction to the anchoring problem
    Coradeschi, S
    Saffiotti, A
    [J]. ROBOTICS AND AUTONOMOUS SYSTEMS, 2003, 43 (2-3) : 85 - 96
  • [6] Coradeschi S, 2000, SEVENTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-2001) / TWELFTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE (IAAI-2000), P129
  • [7] Fabrizi E., 2000, Proceedings 2000 ICRA. Millennium Conference. IEEE International Conference on Robotics and Automation. Symposia Proceedings (Cat. No.00CH37065), P2972, DOI 10.1109/ROBOT.2000.846479
  • [8] FERNANDEZ JA, 2001, MULTIHIERARCHIACAL R
  • [9] Fernández-Madrigal JA, 2004, INTEGR COMPUT-AID E, V11, P309
  • [10] Multihierarchical graph search
    Fernández-Madrigal, JA
    González, J
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (01) : 103 - 113