Path Planning of Mobile Robots Based on Logarithmic Function Adaptive Artificial Fish Swarm Algorithm

被引:0
|
作者
Huang, Yiqing [1 ,2 ]
Wang, Panpan [1 ,2 ]
Yuan, Mengru [1 ,2 ]
Jiang, Ming [1 ,2 ]
机构
[1] Anhui Polytech Univ, Coll Elect Engn, Wuhu 241000, Peoples R China
[2] Anhui Key Lab Detect Technol & Energy Saving Devi, Wuhu 241000, Peoples R China
关键词
Mobile Robots; Adaptive; Artificial Fish Swarm Algorithm; Path Planning;
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
Traditional artificial fish swarm algorithm (AFSA) can be affected by visual field parameters, and the step size of the artificial fish also constrained the performance. The step size of the artificial fish is fixed and it can affect the global search speed of the algorithm. So, a kind of logarithmic function adaptive artificial fish swarm algorithm (ALF-AFSA) is proposed. Based on the weighted average distance of artificial fish swarm, the logarithmic function is used as the moving factor of the step size. Also, the algorithm is applied to the function optimization and TSP problem as well as the path planning problem of the mobile robot. Compared with the traditional artificial fish swarm algorithm and weighted average distance artificial fish swarm algorithm, simulation results show that the presented algorithm has relatively higher optimization ability, and the global search ability is much better.
引用
收藏
页码:4819 / 4823
页数:5
相关论文
共 50 条
  • [21] A Shortest Path Based Path Planning Algorithm for Nonholonomic Mobile Robots
    Kaichun Jiang
    Lakmal D. Seneviratne
    S. W. E. Earles
    [J]. Journal of Intelligent and Robotic Systems, 1999, 24 : 347 - 366
  • [22] A shortest path based path planning algorithm for nonholonomic mobile robots
    Jiang, KC
    Seneviratne, LD
    Earles, SWE
    [J]. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 1999, 24 (04) : 347 - 366
  • [23] PRTIRL Based Socially Adaptive Path Planning for Mobile Robots
    Ding, Zhiyu
    Liu, Jie
    Chi, Wenzheng
    Wang, Jiankun
    Chen, Guodong
    Sun, Lining
    [J]. INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS, 2023, 15 (02) : 129 - 142
  • [24] PRTIRL Based Socially Adaptive Path Planning for Mobile Robots
    Zhiyu Ding
    Jie Liu
    Wenzheng Chi
    Jiankun Wang
    Guodong Chen
    Lining Sun
    [J]. International Journal of Social Robotics, 2023, 15 : 129 - 142
  • [25] Path planning for mobile articulated robots based on the improved A* algorithm
    Xu, Yaru
    Liu, Rong
    [J]. INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2017, 14 (04): : 1 - 10
  • [26] Path Planning for Mobile Robots Based on Improved RRT Algorithm
    Jiang, Yanglin
    Xu, Xiangrong
    Li, Yonggang
    You, Tianya
    Wang, Xiaoyi
    Wang, Zhixiong
    Wang, Haiyan
    Xu, Shanshan
    Rodic, Aleksandar
    Petrovic, Petar B.
    [J]. 2022 INTERNATIONAL CONFERENCE ON ADVANCED ROBOTICS AND MECHATRONICS (ICARM 2022), 2022, : 793 - 798
  • [27] Path Planning for Mobile Robots based on Visibility Graphs and A* Algorithm
    Contreras, Juan D.
    Fernando Martinez, S.
    Martinez, Fredy H. S.
    [J]. SEVENTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2015), 2015, 9631
  • [28] Dynamic Path Planning of Mobile Robots Based on ABC Algorithm
    Ma, Qianzhi
    Lei, Xiujuan
    [J]. ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, AICI 2010, PT II, 2010, 6320 : 267 - 274
  • [29] Adaptive Niche Genetic Algorithm Based Path Planning and Dynamic Obstacle Avoidance of Mobile Robots
    Zeng Dehuai
    Xie Cunxi
    Li Xuemei
    Xu Gang
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2008, : 1858 - +
  • [30] An Efficient Path Planning Algorithm for Mobile Robots
    Zeng, Zheng
    Sun, Wei
    Wu, Wei
    Xue, Min
    Qian, Lin
    [J]. 2019 IEEE 15TH INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION (ICCA), 2019, : 487 - 493