Fuzzy Analytic Hierarchy Process-Based Mobile Robot Path Planning

被引:24
|
作者
Kim, Changwon [1 ]
Kim, Yeesock [2 ]
Yi, Hak [3 ]
机构
[1] Korea Inst Machinery & Mat, Daegu Res Ctr Med Devices & Rehab, Daejon 305343, South Korea
[2] Calif Baptist Univ, Gordon & Jill Bourns Coll Engn, Riverside, CA 92504 USA
[3] Kyungpook Natl Univ, Sch Mech Engn, Daegu 41566, South Korea
关键词
fuzzy based AHP (FAHP); multi-objective decision making; path planning; mobile robot; AHP; OPTIMIZATION; NAVIGATION;
D O I
10.3390/electronics9020290
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 study presents a new path planning method based on Fuzzy Analytic Hierarchy Process (FAHP) for a mobile robot to be effectively operated through a multi-objective decision making problem. Unlike typical AHP, the proposed FAHP has a difference in using triangulation fuzzy number based extent analysis to derive weight vectors among the considerations. FAHP framework for finding the optimal position in this study is defined with the highest level (goal), middle level (objectives), and the lowest level (alternatives). It analytically selects an optimal position as a sub-goal among points on the sensing boundary of the mobile robot considering the three objectives: the travel distance to the target, robot's rotation, and safety against collision between obstacles. Alternative solutions are evaluated by quantifying the relative importance for the objectives. Comparative results obtained from the artificial potential field, AHP, and FAHP simulations show that FAHP is much preferable for mobile robot's path planning than typical AHP.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] Analytic hierarchy process-fuzzy sorting: An analytic hierarchy process-based method for fuzzy classification in sorting problems
    Ishizaka, Alessio
    Tasiou, Menelaos
    Martinez, Luis
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2020, 71 (06) : 928 - 947
  • [2] Path planning of a power emergency robot based on an analytic hierarchy process and improved A* algorithm
    Lu, Yongxin
    Wei, Yunbing
    Zhao, Qicheng
    Li, Sicheng
    Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control, 2021, 49 (09): : 82 - 89
  • [3] Path Planning for Mobile Robot Based on Fuzzy Control
    He, Tongxiang
    Li, Peng
    Han, Ningqing
    APPLIED INFORMATICS AND COMMUNICATION, PT I, 2011, 224 : 522 - 531
  • [4] Path Planning for Mobile Robot Based on Fuzzy Control
    He, Tongxiang
    Li, Peng
    Han, Ningqing
    2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL I, 2010, : 309 - 313
  • [5] Mobile robot path planning based on fuzzy algorithms
    Chen, Wei-Dong
    Zhu, Qi-Guang
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2011, 39 (04): : 971 - 974
  • [6] A fuzzy analytic hierarchy process-based framework for air cargo infrastructure location
    Lakshmanan, Ravi
    Dhingra, Tarun
    Raju, T. Bangar
    INTERNATIONAL JOURNAL OF SUSTAINABLE AVIATION, 2024, 10 (01) : 76 - 98
  • [7] Analytic hierarchy process (AHP) to the tennis ball different robot path planning research
    Peng, Fang
    BioTechnology: An Indian Journal, 2014, 10 (10) : 4643 - 4650
  • [8] Path Planning of Mobile Robot Based on Improved Fuzzy Control
    Guo Na
    Li Caihong
    Wang Di
    Song Yong
    Gao Tengteng
    Liu Guoming
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 3671 - 3676
  • [9] Fuzzy logic-based path planning for a mobile robot
    Kim, K
    Park, JJ
    Yang, MS
    Kwon, OS
    Lee, EH
    INTELLIGENT TECHNIQUES AND SOFT COMPUTING IN NUCLEAR SCIENCE AND ENGINEERING, 2000, : 343 - 350
  • [10] Fuzzy application to the analytic hierarchy process for robot selection
    Kapoor V.
    Tak S.S.
    Fuzzy Optimization and Decision Making, 2005, 4 (3) : 209 - 234