Real-time Walking Pattern Generation for Biped Robot with Hybrid CPG-ZMP Algorithm

被引:12
|
作者
He, Bin [1 ]
Wang, Zhipeng [1 ]
Shen, Runjie [1 ]
Hu, Sanqing [2 ]
机构
[1] Tongji Univ, Dept Control Sci & Engn, Shanghai 200092, Peoples R China
[2] Hangzhou Dianzi Univ, Coll Comp Sci, Hangzhou, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Biped Robots; Motion Control; Central Pattern Generator; Zero Moment Point; MUSCULO-SKELETAL SYSTEM; HUMAN LOCOMOTION; EFFICIENT; STRATEGY; NEURONS; MODEL;
D O I
10.5772/58845
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Biped robots have better mobility than conventional wheeled robots. The bio-inspired method based on a central pattern generator (CPG) can be used to control biped robot walking in a manner like human beings. However, to achieve stable locomotion, it is difficult to modulate the parameters for the neural networks to coordinate every degree of freedom of the walking robot. The zero moment point (ZMP) method is very popular for the stability control of biped robot walking. However, the reference trajectories have low energy efficiency, lack naturalness and need significant offline calculation. This paper presents a new method for biped real-time walking generation using a hybrid CPG-ZMP control algorithm. The method can realize a stable walking pattern by combining the ZMP criterion with rhythmic motion control. The CPG component is designed to generate the desired motion for each robot joint, which is modulated by phase resetting according to foot contact information. By introducing the ZMP location, the activity of the CPG output signal is adjusted to coordinate the limbs' motion and allow the robot to maintain balance during the process of locomotion. The numerical simulation results show that, compared with the CPG method, the new hybrid CPG-ZMP algorithm can enhance the robustness of the CPG parameters and improve the stability of the robot. In addition, the proposed algorithm is more energy efficient than the ZMP method. The results also demonstrate that the control system can generate an adaptive walking pattern through interactions between the robot, the CPG and the environment.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Stable Walking of Seven-link Biped Robot Based on CPG-ZMP Hybrid Control Method
    Yu, Jianjun
    Liu, Yixin
    Li, Ruiqi
    Zuo, Guoyu
    Yu, Naigong
    [J]. 2021 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (IEEE-ROBIO 2021), 2021, : 870 - 874
  • [2] A Hybrid CPG-ZMP Controller for the Real-Time Balance of a Simulated Flexible Spine Humanoid Robot
    Or, Jimmy
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS, 2009, 39 (05): : 547 - 561
  • [3] A hybrid CPG-ZMP control system for stable walking of a simulated flexible spine humanoid robot
    Or, Jimmy
    [J]. NEURAL NETWORKS, 2010, 23 (03) : 452 - 460
  • [4] Real-time 3D walking pattern generation for a biped robot with telescopic legs
    Kajita, S
    Matsumoto, O
    Saigo, M
    [J]. 2001 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS I-IV, PROCEEDINGS, 2001, : 2299 - 2306
  • [5] Modifiable walking pattern generation using real-time ZMP manipulation for humanoid robots
    Lee, Bum-Joo
    Stonier, Daniel
    Kim, Yong-Duk
    Yoo, Jeong-Ki
    Kim, Jong-Hwan
    [J]. 2007 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-9, 2007, : 4227 - +
  • [6] Disturbance Rejection Controller for Biped Walking Using Real-Time ZMP Regulation
    Yu, Zhangguo
    Zheng, Maoxing
    Zhou, Qinqin
    Chen, Xuechao
    Meng, Libo
    Zhang, Weimin
    Ming, Aiguo
    Huang, Qiang
    [J]. ROMANSY 21 - ROBOT DESIGN, DYNAMICS AND CONTROL, 2016, 569 : 179 - 188
  • [7] Trajectory Generation with Natural ZMP References for the Biped Walking Robot SURALP
    Taskiran, Evrim
    Yilmaz, Metin
    Koca, Ozer
    Seven, Utku
    Erbatur, Kemalettin
    [J]. 2010 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2010, : 4237 - 4242
  • [8] Design and walking pattern generation of a biped robot
    Olcay, Tolga
    Ozkurt, Ahmet
    [J]. TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2017, 25 (02) : 761 - 769
  • [9] The Generation of a Stable Walking Trajectory of a Biped Robot based on the COG based-Gait Pattern and ZMP Constraint
    Ayari, Arbia
    Knani, Jilani
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2018, 9 (09) : 344 - 351
  • [10] Preview Control with an Angle Adjustment Strategy for Robust Real-Time Biped Walking Pattern Generation
    Ding, Jiatao
    Xiao, Xiaohui
    Wang, Yang
    Xu, Benyan
    [J]. INTELLIGENT ROBOTICS AND APPLICATIONS (ICIRA 2015), PT II, 2015, 9245 : 321 - 332