Motion planning for humanoid robot based on hybrid evolutionary algorithm

被引:0
|
作者
Qiu-Bo Z. [1 ,2 ]
Song-Hao P. [1 ]
Chao G. [1 ]
机构
[1] School of Computer Science and Technology, Harbin Institute of Technology, Harbin
[2] School of Information and Computer Engineering, Norestest Forestry University, Harbin
关键词
Gait control; Humanoid robot; Neural network; Particle swarm optimization;
D O I
10.5772/9703
中图分类号
学科分类号
摘要
In this paper, online gait control system is designed for walking-up-stairs movement according to the features of humanoid robot, the hybrid evolutionary approach based on neural network optimized by particle swarm is employed for the offline training of the movement process, and the optimal gait of the stability is generated. Additionally, through embedded monocular vision, on-site environmental information is collected as neural network input, so necessary joint trajectory is output for the movement. Simulations and experiment testify the efficiency of the method.
引用
收藏
页码:209 / 216
页数:7
相关论文
共 50 条
  • [31] Trajectory planning for pushing motion based on extended orbital energy of humanoid robot
    Motoi, Naoki
    Ohnishi, Kouhei
    IEEJ Transactions on Industry Applications, 2010, 130 (09): : 1094 - 1101
  • [32] Humanoid Robot Torso Motion Planning Based on Manipulator Pose Dexterity Index
    Cao, Baoshi
    Sun, Kui
    Gu, Yikun
    Jin, Minghe
    Liu, Hong
    2020 6TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, CONTROL AND ROBOTICS (EECR 2020), 2020, 853
  • [33] Motion planning for climbing robot based on hybrid navigation
    Jiang, Yong
    Wang, Hongguang
    Fang, Lijin
    Zhao, Mingyang
    ADVANCES IN MACHINE LEARNING AND CYBERNETICS, 2006, 3930 : 91 - 100
  • [34] Study on Humanoid Robot's Dual-arm Collision Avoidance Motion Planning Algorithm
    Li, Huazhong
    Liang, Zhuo
    PROCEEDINGS OF THE 2015 6TH INTERNATIONAL CONFERENCE ON MANUFACTURING SCIENCE AND ENGINEERING, 2016, 32 : 1238 - 1246
  • [35] A Fast Grasp Planning Algorithm for Humanoid Robot Hands
    Liu, Ziqi
    Jiang, Li
    Cheng, Ming
    BIOMIMETICS, 2024, 9 (10)
  • [36] Stochastic algorithm for automatic path planning of a humanoid robot
    Villate Martinez, Cristian David
    Pena Cortes, Cesar Augusto
    Gualdron Guerrero, Oscar Eduardo
    INGE CUC, 2018, 14 (01) : 30 - 40
  • [37] An Evolutionary Computational Approach to Humanoid Motion Planning Regular Paper
    Hettiarachchi, Dhammika Suresh
    Iba, Hitoshi
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2012, 9
  • [38] Design of a hybrid controller using genetic algorithm and neural network for path planning of a humanoid robot
    Rath, Asita Kumar
    Parhi, Dayal R.
    Das, Harish Chandra
    Kumar, Priyadarshi Biplab
    Mahto, Manjeet Kumar
    INTERNATIONAL JOURNAL OF INTELLIGENT UNMANNED SYSTEMS, 2021, 9 (03) : 169 - 177
  • [39] Motion Planning and Control for Humanoid Robot Standing on Rotating Surface
    Bazylev, Dmitry
    Ibraev, Denis
    Popchenko, Filipp
    Margun, Alexey
    2017 25TH MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2017, : 328 - 333
  • [40] Target Grasping and Obstacle Avoidance Motion Planning of Humanoid Robot
    Ren, Ke
    Lu, ZhiGuo
    Dong, Hu
    Cheng, Dexin
    Yu, Yongji
    Cui, Ruibo
    Yu, Qingwen
    Yan, Shiyu
    2018 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENCE AND SAFETY FOR ROBOTICS (ISR), 2018, : 250 - 255