Modeling and Analysis of the Obstacle-Avoidance Strategies for a Mobile Robot in a Dynamic Environment

被引:4
|
作者
Wang, Rui [1 ]
Wang, Ming [1 ]
Guan, Yong [1 ]
Li, Xiaojuan [1 ]
机构
[1] Capital Normal Univ, Coll Informat Engn, Beijing 100048, Peoples R China
关键词
VERIFICATION; DESIGN;
D O I
10.1155/2015/837259
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Obstacle avoidance is a key performance of mobile robots. However, its experimental verification is rather difficult, due to the probabilistic behaviors of both the robots and the obstacles. This paper presents the Markov Decision Process based probabilistic formal models for three obstacle-avoidance strategies of a mobile robot in an uncertain dynamic environment. The models are employed to make analyses in PRISM, and the correctness of the analysis results is verified by MATLAB simulations. Finally, the minimum time and the energy consumption are determined by further analyses in PRISM, which prove to be useful in finding the optimal strategy. The present work provides a foundation for the probabilistic formal verification of more complicated obstacle-avoidance strategies.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Dynamic Obstacle Avoidance for an Omnidirectional Mobile Robot
    Williams, Robert L., II
    Wu, Jianhua
    [J]. JOURNAL OF ROBOTICS, 2010, 2010
  • [2] A Novel Algorithm of Autonomous Obstacle-avoidance for Mobile Robot Based on LIDAR Data
    Wu, Peng
    Xie, Shaorong
    Liu, Hengli
    Luo, Jun
    Li, Qingmei
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO), 2015, : 2377 - 2382
  • [3] OBSTACLE-AVOIDANCE NAVIGATION OF MULTIPLE MOBILE ROBOTS
    罗青
    李智军
    吕恬生
    [J]. Journal of Shanghai Jiaotong University(Science), 2002, (02) : 238 - 243
  • [4] Research of the Obstacle Avoidance Based on RBFNN for the Mobile Robot Under Dynamic Environment
    Li, Caihong
    Li, Yibin
    Wang, Fengying
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 5770 - +
  • [5] Fuzzy Logic Navigation and Obstacle Avoidance by a Mobile Robot in an Unknown Dynamic Environment
    Faisal, Mohammed
    Hedjar, Ramdane
    Al Sulaiman, Mansour
    Al-Mutib, Khalid
    [J]. INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2013, 10
  • [6] A two-layer obstacle-avoidance system for the covering-region mobile robot
    Zu, L
    Wang, HK
    [J]. ISTM/2003: 5TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, CONFERENCE PROCEEDINGS, 2003, : 4533 - 4536
  • [7] Obstacle-avoidance path planning of a mobile Beacon for localisation
    Wang, Yinglong
    Cui, Huanqing
    Guo, Qiang
    Shu, Minglei
    [J]. IET WIRELESS SENSOR SYSTEMS, 2013, 3 (02) : 126 - 137
  • [8] Design of an obstacle-avoidance strategy based on robot soccer competition
    Wu, LJ
    Zhao, SY
    Xu, XH
    [J]. 2000 5TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS I-III, 2000, : 1722 - 1725
  • [9] Vibration analysis of obstacle-avoidance for EHV power transmission lines inspection robot
    Sun, Cuilian
    Wang, Hongguang
    Zhao, Mingyang
    [J]. IECON 2007: 33RD ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-3, CONFERENCE PROCEEDINGS, 2007, : 2824 - 2828
  • [10] Information fusion of ultrasonic sensor based on RBF network in obstacle-avoidance system of mobile robot
    Huang, Wei
    Yin, Yixin
    Ding, Shan
    Dong, Jie
    Ma, Xueming
    Zhang, Long
    [J]. INFORMATION TECHNOLOGY FOR MANUFACTURING SYSTEMS, PTS 1 AND 2, 2010, : 791 - 795