Optimal Walking Gait Generator for Biped Robot Using Modified Jaya Optimization Technique

被引:5
|
作者
Ho Pham Huy Anh [1 ]
Tran Thien Huang [2 ]
机构
[1] VNU HCM, Fac Elect & Elect Engn FEEE, HCM Univ Technol, Ho Chi Minh City, Vietnam
[2] HCM City Univ Technol & Educ, Fac Appl Sci FAS, Ho Chi Minh City, Vietnam
关键词
Uncertain nonlinear biped robot system; Genetic Algorithm (GA); Particle Swarm Optimization (PSO); Jaya optimization algorithm; Central Force Optimization (CFO) algorithm; Modified Differential Evolution (MDE) algorithm; Gait optimization for biped robot; Zero moment point (ZMP) concept; ALGORITHM; STABILITY;
D O I
10.2991/ijcis.d.200323.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper treats the optimization of the biped walking trajectory that can be used as a reference trajectory for control. The biped robot is modeled as a kinetic chain of 11 links connected by 10 joints. The inverse kinematics of the biped is derived for the specified positions of the hips and feet. The objective is to optimize the biped robot able to stably and naturally walking with preset foot-lift magnitude (or preset hip-shift, or preset step-length). The stability of the biped robot is quantified by the distance between the ZMP and the foot center in the step cycle, which represents the first objective function. Additionally, for the biped robot to follow the preset foot-lift value, the difference between the magnitude of foot-lift value and the foot-lift preset value represents the second objective function. Specifically, we minimize the value of the two objective functions by considering the gait parameters of biped robot as variables. The new Jaya optimization algorithm is innovatively applied to optimize the biped gait parameters as to ensure the biped robot walking robustly and steadily. The efficiency of the proposed Jaya-based identification method is compared with the Genetic Algorithm (GA), the Particle Swarm Optimization (PSO), the Central Force Optimization (CFO) and improved Differential Evolution (DE) [Modified Differential Evolution (MDE)] algorithms. The simulation results tested on the real small-sized biped robot system HUBOT-4 demonstrate that the novel proposed algorithm offers an efficient and stable gait for biped robot with precise foot-lift value. (C) 2020 The Authors. Published by Atlantis Press SARL.
引用
收藏
页码:382 / 399
页数:18
相关论文
共 50 条
  • [1] Optimal Walking Gait Generator for Biped Robot Using Modified Jaya Optimization Technique
    Ho Pham Huy Anh
    Tran Thien Huan
    [J]. International Journal of Computational Intelligence Systems, 2020, 13 : 382 - 399
  • [2] Optimal nature-walking gait for humanoid robot using Jaya optimization algorithm
    Tran Thien Huan
    Ho Pham Huy Anh
    Cao Van Kien
    [J]. ADVANCES IN MECHANICAL ENGINEERING, 2019, 11 (11)
  • [3] Optimal Biped Walking Pattern Generator with Preset Hip-Shift Using JAYA Optimization Algorithm
    Tran Thien Huan
    Ho Pham Huy Anh
    [J]. 2019 INTERNATIONAL SYMPOSIUM ON ELECTRICAL AND ELECTRONICS ENGINEERING (ISEE 2019), 2019, : 275 - 280
  • [4] Optimal Control for Stable Walking Gait of a Biped Robot
    Nhat Dang Khoa Nguyen
    Ba Long Chu
    Van Tien Anh Nguyen
    Van Hien Nguyen
    Tan Tien Nguyen
    [J]. 2017 14TH INTERNATIONAL CONFERENCE ON UBIQUITOUS ROBOTS AND AMBIENT INTELLIGENCE (URAI), 2017, : 309 - 313
  • [5] Design of Biped Walking Gait on Biped Robot
    Anh Nguyen Van Tien
    Hoai Quoc Le
    Thien Phuc Tran
    Tan Tien Nguyen
    [J]. 2017 14TH INTERNATIONAL CONFERENCE ON UBIQUITOUS ROBOTS AND AMBIENT INTELLIGENCE (URAI), 2017, : 303 - 306
  • [6] An Optimal Control Method for Biped Robot with Stable Walking Gait
    Nguyen Thanh Phuong
    Kim, Dae Won
    Kim, Hak Kyeong
    Kim, Sang Bong
    [J]. 2008 8TH IEEE-RAS INTERNATIONAL CONFERENCE ON HUMANOID ROBOTS (HUMANOIDS 2008), 2008, : 161 - 168
  • [7] Spider robot walking gait optimization using Jaya multi-objective optimization algorithm
    Dat, Nguyen Tien
    Anh, Ho Pham Huy
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT ROBOTICS AND APPLICATIONS, 2024,
  • [8] Research on Walking Gait of Biped Robot Based on a Modified CPG Model
    Lu, Qiang
    Tian, Juan
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [9] Biped Walking Robot Gait planning research
    Chen, Hailong
    Wu, Xiao
    Du, Jun
    Tang, Jinping
    [J]. MECHATRONICS AND INTELLIGENT MATERIALS III, PTS 1-3, 2013, 706-708 : 674 - 677
  • [10] Optimization of the biped robot gait using genetic algorithm
    Ruijun, D
    Peisun, M
    [J]. 2001 INTERNATIONAL WORKSHOP ON BIO-ROBOTICS AND TELEOPERATION, PROCEEDINGS, 2001, : 140 - 143