Co-evolution of morphology and controller for biped humanoid robot

Ken Endo, Funinori Yamasaki, Takashi Maeno, Hiroaki Kitano

研究成果: Conference article査読

3 被引用数 (Scopus)

抄録

In this paper, we present a method for co-evolving structures and control circuits of bi-ped humanoid robots. Currently, bi-ped walking humanoid robots are designed manually on trial-and-error basis. Although certain control theory exists, such as zero moment point (ZMP) compensation, these theories does not constrain design space of humanoid robot morphology or detailed control. Thus, engineers has to design control program for apriori designed morphology, neither of them shown to be optimal within a large design space. We propose evolutionary approaches that enables: (1) automated design of control program for a given humanoid morphology, and (2) co-evolution of morphology and control. An evolved controller has been applied to a humanoid PINO, and attained more stable walking than human designed controller. Co-evolution was achieved in a precision dynamics simulator, and discovered unexpected optimal solutions. This indicate that a complex design task of bi-ped humanoid can be performed automatically using evolution-based approach, thus varieties of humanoid robots can be design in speedy manner. This is a major importance to the emerging robotics industries.

本文言語English
ページ(範囲)327-341
ページ数15
ジャーナルLecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science)
2752
DOI
出版ステータスPublished - 2003
イベント6th Robot World Cup Soccer and Rescue Competitions and Conference - RoboCup 2002 - Fukuoka, Japan
継続期間: 2002 6月 192002 6月 25

ASJC Scopus subject areas

  • 理論的コンピュータサイエンス
  • コンピュータサイエンス一般

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