Evolutionary-Optimized Central Pattern Generator for Stable Modifiable Bipedal Walking

被引:23
|
作者
Park, Chang-Soo [1 ]
Hong, Young-Dae [2 ]
Kim, Jong-Hwan [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Dept Elect Engn, Taejon 305701, South Korea
[2] Hyundai Motor Co, Cent Adv Res & Engn Inst, Uiwang 437815, South Korea
基金
新加坡国家研究基金会;
关键词
Central pattern generator (CPG); constrained evolutionary optimization; humanoid robot; modifiable bipedal walking; MUSCULO-SKELETAL SYSTEM; LOCOMOTION; EMERGENCE;
D O I
10.1109/TMECH.2013.2281193
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an evolutionary-optimized central pattern generator (CPG) considering equality constraints is proposed for stable modifiable bipedal walking. The proposed CPG generates the position trajectories of the swing foot and the center of pelvis in the Cartesian coordinate system at single and double support phases. The significance of the proposed CPG is that it can change the sagittal and lateral step lengths just before the beginning of each single support phase while maintaining the desired values of single and double support times, which are set in the beginning of bipedal walking. To deal with environmental perturbations, the sensory feedbacks in the CPG are designed using the force sensing resistors such that the bipedal robot can maintain its balance. For the optimized parameters of the CPG, a two-phase evolutionary programming is employed. The effectiveness of the method is demonstrated by computer simulation with the Webots model of a small-sized humanoid robot, HSR-IX, and the experiment with HSR-IX developed in the RIT Laboratory, KAIST, Daejeon, Korea.
引用
收藏
页码:1374 / 1383
页数:10
相关论文
共 50 条
  • [1] Stable Modifiable Walking Pattern Generator with a Vertical Foot Motion by Evolutionary Optimized Central Pattern Generator
    Park, Chang-Soo
    Kim, Jong-Hwan
    ROBOT INTELLIGENCE TECHNOLOGY ANDAPPLICATIONS 3, 2015, 345 : 89 - 95
  • [2] Stable Bipedal Walking With a Vertical Center-of-Mass Motion by an Evolutionary Optimized Central Pattern Generator
    Hong, Young-Dae
    Park, Chang-Soo
    Kim, Jong-Hwan
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 61 (05) : 2346 - 2355
  • [3] Human-Like Stable Bipedal Walking with a Large Stride by the Height Variation of the Center of Mass Using an Evolutionary Optimized Central Pattern Generator
    Hong, Young-Dae
    Park, Chang-Soo
    Kim, Jong-Hwan
    IECON 2011: 37TH ANNUAL CONFERENCE ON IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2011,
  • [4] Full-body Joint Trajectory Generation Using an Evolutionary Central Pattern Generator for Stable Bipedal Walking
    Park, Chang-Soo
    Hong, Young-Dae
    Kim, Jong-Hwan
    IEEE/RSJ 2010 INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS 2010), 2010,
  • [5] Walking Pattern Generator Using an Evolutionary Central Pattern Generator
    Park, Chang-Soo
    Yoo, Jeong-Ki
    Hong, Young-Dae
    Lee, Ki-Baek
    Ryu, Si-Jung
    Kim, Jong-Hawn
    TRENDS IN INTELLIGENT ROBOTICS, 2010, 103 : 65 - 72
  • [6] Stable Walking of Humanoid Robots Using Vertical Center of Mass and Foot Motions by an Evolutionary Optimized Central Pattern Generator
    Hong, Young-Dae
    Lee, Ki-Baek
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2016, 13
  • [7] Configuring of spiking central pattern generator networks for bipedal walking using genetic algorthms
    Russell, Alex
    Orchard, Garrick
    Etienne-Cummings, Ralph
    2007 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-11, 2007, : 1525 - +
  • [8] Dynamic walking and running of a bipedal robot using hybrid central pattern generator method
    Komatsu, Tadashi
    Usui, Makiko
    2005 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATIONS, VOLS 1-4, CONFERENCE PROCEEDINGS, 2005, : 987 - 992
  • [9] Optimized Central Pattern Generator Network for NAO Humanoid Walking Control
    Zhang, Qing
    Tang, Te
    Zhang, Dingguo
    Yang, Shichao
    Shao, Yunli
    2013 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO), 2013, : 1486 - 1490
  • [10] Bipedal walk using a Central Pattern Generator
    Inada, H
    Ishii, K
    BRAIN-INSPIRED IT I, 2004, 1269 : 185 - 188