Clonal Selection based Mobile Robot Path Planning

被引:0
|
作者
Hu, Xuanzi [1 ]
机构
[1] Dongguan Polytech Coll, Dept Comp & Commun Engn, Dongguan, Guangdong, Peoples R China
关键词
Robot; path planning; Clonal Selection;
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
Clonal selection based mobile robot global path planning method is presented in the article, which is composed of encoding of antibody, fitness function construct, selection strategy and immune operator definition. Path distance and degree of intersecting with obstacle are both considered in the definition of fitness function. Mutation operator, insert operator and delete operator are designed according to the problem of mobile robot path planning. Mutation is different in genetic algorithm (GA) from in clonal selection, In the GA, mutation aims improving diversity of population, while in the clonal selection, mutation aims accelerating convergence of algorithm. The algorithm proposed in the paper spends less time and have better result of path planning than GA. The efficiency of proposed method is validated by simulation with MATLAB.
引用
收藏
页码:437 / 442
页数:6
相关论文
共 50 条
  • [21] Path Planning for a Tethered Mobile Robot
    Kim, Soonkyum
    Bhattacharya, Subhrajit
    Kumar, Vijay
    2014 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2014, : 1132 - 1139
  • [22] An Effective Path Planning of a Mobile Robot
    Pattanayak, S.
    Sahoo, S. C.
    Choudhury, B. B.
    SOFT COMPUTING IN DATA ANALYTICS, SCDA 2018, 2019, 758 : 175 - 182
  • [23] 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
  • [24] Metaheuristic Optimization for Mobile Robot Navigation Based on Path Planning
    El-kenawy, El-Sayed M.
    Khan, Zeeshan Shafi
    Ibrahim, Abdelhameed
    Aloyaydi, Bandar Abdullah
    Ali, Hesham Arafat
    Takieldeen, Ali E.
    CMC-COMPUTERS MATERIALS & CONTINUA, 2022, 73 (02): : 2241 - 2255
  • [25] Path Planning for Nonholonomic Mobile Robot Based on Bezier Curve
    Kavuran, Gurkan
    2017 INTERNATIONAL ARTIFICIAL INTELLIGENCE AND DATA PROCESSING SYMPOSIUM (IDAP), 2017,
  • [26] Research on Path Planning of Mobile Robot Based on Improved A* Algorithm
    Yin, Jiaman
    Li, Kairong
    Zhu, Zhipeng
    INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND ROBOTICS 2020, 2020, 11574
  • [27] Path Planning Method for Mobile Robot Based on a Hybrid Algorithm
    Jiang, Zhaozhen
    Wang, Wenlong
    Sun, Wenqi
    Da, Lianglong
    JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2023, 109 (03)
  • [28] Path Planning for Mobile Robot Based on Chaos Genetic Algorithm
    Gao, Meijuan
    Xu, Jin
    Tian, Jingwen
    Wu, Hao
    ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 4, PROCEEDINGS, 2008, : 409 - +
  • [29] Path Planning of Indoor Mobile Robot Based on Improved A* Algorithm
    Liu, Fenggang
    Qiu, Shuai
    PROCEEDINGS OF 2021 2ND INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND INFORMATION SYSTEMS (ICAIIS '21), 2021,
  • [30] Path planning based on ceiling light landmarks for a mobile robot
    Wang, H. B.
    Zhang, L. L.
    PROCEEDINGS OF 2008 IEEE INTERNATIONAL CONFERENCE ON NETWORKING, SENSING AND CONTROL, VOLS 1 AND 2, 2008, : 1593 - 1598