DocumentCode
24006
Title
Evolutionary-Optimized Central Pattern Generator for Stable Modifiable Bipedal Walking
Author
Chang-Soo Park ; Young-Dae Hong ; Jong-Hwan Kim
Author_Institution
Dept. of Electr. Eng., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
Volume
19
Issue
4
fYear
2014
fDate
Aug. 2014
Firstpage
1374
Lastpage
1383
Abstract
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.
Keywords
evolutionary computation; feedback; gait analysis; humanoid robots; legged locomotion; optimisation; stability; trajectory control; CPG; Cartesian coordinate system; HSR-IX; Webots model; computer simulation; evolutionary-optimized central pattern generator; force sensing resistors; sensory feedbacks; small-sized humanoid robot; stable modifiable bipedal walking; swing foot position trajectories; Digital signal processing; Foot; Humanoid robots; Legged locomotion; Oscillators; Robot sensing systems; Trajectory; Central pattern generator (CPG); constrained evolutionary optimization; humanoid robot; modifiable bipedal walking;
fLanguage
English
Journal_Title
Mechatronics, IEEE/ASME Transactions on
Publisher
ieee
ISSN
1083-4435
Type
jour
DOI
10.1109/TMECH.2013.2281193
Filename
6607236
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