Semi-automatically simultaneous localization and mapping for home service robots

Chung Lin Lee, Hsiang Ting Chen, Yi Bin Lin, Wei Hsin Yen, Tzuu Hseng S. Li

研究成果: Conference contribution

摘要

This paper mainly discusses the design and implementation of semi-automatically simultaneous localization and mapping (SLAM). SLAM is an important technique for home service robots to move in unknown environments and built the environment map. Different from traditional SLAM method which is operated by a remote controller, the semi-automatically SLAM is operated by human-robot interaction. The semi-automatically SLAM method is composed of SLAM, obstacle avoidance strategies and following technique. With this method, the robot can follow human operator walking around the surrounding, and build the environment map at the same time. The SLAM system is built using the Iterative Closest Point (ICP) algorithm. The ICP algorithm estimates the pose of the robot and compares the prior built map with current laser information to iteratively revise the environment map. Furthermore, Q-learning is applied for obstacle avoidance during navigation. After learning, the robot can navigates smoothly and avoid obstacles automatically. The proposed methods experimented in the laboratory and in the RoboCup Japan Open 2014 competition. The validity and efficiency of the semi-automatically SLAM for the home service robot are demonstrated.

原文English
主出版物標題2015 International Conference on Advanced Robotics and Intelligent Systems, ARIS 2015
發行者Institute of Electrical and Electronics Engineers Inc.
ISBN(電子)9781479918515
DOIs
出版狀態Published - 2015 一月 1
事件International Conference on Advanced Robotics and Intelligent Systems, ARIS 2015 - Taipei, Taiwan
持續時間: 2015 五月 292015 五月 31

出版系列

名字2015 International Conference on Advanced Robotics and Intelligent Systems, ARIS 2015

Other

OtherInternational Conference on Advanced Robotics and Intelligent Systems, ARIS 2015
國家Taiwan
城市Taipei
期間15-05-2915-05-31

All Science Journal Classification (ASJC) codes

  • Artificial Intelligence
  • Control and Systems Engineering

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  • 引用此

    Lee, C. L., Chen, H. T., Lin, Y. B., Yen, W. H., & Li, T. H. S. (2015). Semi-automatically simultaneous localization and mapping for home service robots. 於 2015 International Conference on Advanced Robotics and Intelligent Systems, ARIS 2015 [7158374] (2015 International Conference on Advanced Robotics and Intelligent Systems, ARIS 2015). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ARIS.2015.7158374