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
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;
Journal_Title :
Mechatronics, IEEE/ASME Transactions on
DOI :
10.1109/TMECH.2013.2281193