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Function Emergence of Softly Structured Group of Robots by Vibrating Potential Fields

Research Project

Project/Area Number 13650265
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent mechanics/Mechanical systems
Research InstitutionHOKKAIDO UNIVERSITY

Principal Investigator

NARUSE Keitaro (2002-2003)  Hokkaido University, Grad.School of Eng., Inst., 大学院・工学研究科, 助手 (10301938)

横井 浩史 (2001)  北海道大学, 大学院・工学研究科, 助教授 (90271634)

Co-Investigator(Kenkyū-buntansha) YU Wenwei  Hokkaido University, Grad.School of Eng., Inst., 大学院・工学研究科, 助手 (20312390)
成瀬 継太郎  北海道大学, 大学院・工学研究科, 助手 (10301938)
Project Period (FY) 2001 – 2003
Project Status Completed (Fiscal Year 2003)
Budget Amount *help
¥1,500,000 (Direct Cost: ¥1,500,000)
Fiscal Year 2003: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 2002: ¥1,000,000 (Direct Cost: ¥1,000,000)
KeywordsVibrating potential field / Softly structured group of robots / Agent system / Reinforcement learning / Evolutionary robotics / Human-machine system / Neural network / Non-linear oscillator / 柔構造群ロボット / 流体金属ロボット / 波動場通信 / 機械学習 / 柔構造型群ロボット / 自在変型機能 / 移動ロボット / コミュニケーション / 相互通信方式
Research Abstract

For the purpose of the function emergence of softly structured group of robots by the vibrating potential fields, we have achieved the following five contributions.
(1)Control of amoeba-robot as the soft structure group of robots : We have developed the control mechanism of components of the amoeba robots, by the local reinforcement learning, by the entrainment of non-linear oscillator, and by the rhythms generation in chaos neural networks. We have successfully controlled the robot.
(2)Development of robots with behavior and morphology evolution : We have developed the evolutionary robotics system, in which the behavior and the morphology of robots are evolved simultaneously. We have showed that the evolution system can find good shape and action of the robot.
(3)Behavior and morphology control of liquid metal robots : As an instance of the softly structure robots, we have developed the metal liquid robot, which can change its morphology freely. We have controlled the robot by controlling its Electro-magneto field.
(4)Development of emotional agent group by filed interaction : As an instance of robots beyond the physical interaction, we have proposed the emotional agent, which is inspired from emotion dynamics of creatures. We have investigated the characteristics of artificial society of the agents.
(5)Development of power-assist system : The power assist system involves a soft human and a rigid machine, which can be an instance of softly structured group of robots. We have developed the machine and control system for the machine such as collaborating with the human.

Report

(4 results)
  • 2003 Annual Research Report   Final Research Report Summary
  • 2002 Annual Research Report
  • 2001 Annual Research Report
  • Research Products

    (68 results)

All Other

All Publications (68 results)

  • [Publications] H.Yokoi, T.Nagai, T.Ishida, M.Fujii, T.Iida: "Amoeba-like Robots in the Perspective of Control Architecture and Morphology/Materials"Springer-Verlag, Morpho-functional Machines : The New Species. 99-129 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] 牧野, 成瀬, 横井, 嘉数: "ポテンシャル場によるエージェントの協調作業の導入に関する研究"情報処理学会論文誌,数理モデル化と応用. 44・SIG7. 69-81 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Kawai, K.Naruse, H.Yokoi, Y.Kakazu: "An analysis of human motion for control of a wearable power assist system"Journal of Robotics and Mechatronics. 16・2(CD-ROM). (2004)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Naruse, M.Kinoshita, H.Yokoi, Y.Kakazu: "Group formation of emotion agents"Intelligent Engineering system Through Artificial Neural Networks. 13. 213-218 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Uehara, K.Naruse, H.Yokoi, Y.Kakazu: "Evolutionary Acquisition of Behavior Using Robot Model Based on Spring-mass System"Intelligent Engineering System Through Artificial Neural Networks. 13. 517-522 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Kawai, K.Naruse, H.Yokoi, Y.Kakazu: "Development of Wearable Exoskeleton Power Assist System for Lower Back Support"IEEE/RSJ International Symposium on Intelligent Robots and Systems. (CD-ROM). (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Naruse, M.Kinoshita, H.Yokoi, Y.Kakazu: "Group Formation of Agents with Two-dimensional Inner State and One-to-one Subjective Evaluation"IEEE International Conference on Computational Intelligence in Robotics and Automation. (CD-ROM). (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Naruse, S.Kawai, H.Yokoi, Y.Kakazu: "Design of Compact and lightweight wearable power assist device"2003 ASME International Mechanical Engineering Congress and R&D Expo. (CD-ROM). (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] I.Suzuki, H.Yokoi, Y.Kakazu: "Emergence of Adaptive Behavior by Chaotic Neural Networks"2003 IEEE International Symposium on Computational Intelligence in Robotics and Automation. 151-156 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] I.Suzuki, M.Fujii, K.Naruse, H.Yokoi, Y.Kakazu: "Adaptive Control System for SMA-Net Robot with Chaotic Neural Networks"Intelligent Autonomous System. 8(CD-ROM). (2004)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] N.Takahashi, W.Yu, H.Yokoi, Y.Kakazu: "Amoeba Like Multi-Cell Robot Control System - Obstacle Avoidance using Distributed Pattern Generator"Intelligent Autonomous System. 8(CD-ROM). (2004)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] N.Takahashi, W.Yu, H.Yokoi, Y.Kakazu: "Multi-cell Robot Control System using Amoeboid Self-organization Model"Proc.of the 4th International Workshop on Emergent Synthesis. 189-194 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Y.Shigeta, H.Yokoi, Y.Kakazu: "A Study on Farmer Model Using the Variability Idiotype"Proc.of the 4th International Workshop on Emergent Synthesis. 63-68 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Y.Shigeta, H.Yokoi, Y.Kakazu: "A Study of Rule Ssystem Based on Artificali Immune System"Intelligent Engineering Systems through Artificial Neural Networks. 12. 193-198 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Iida, H.Yokoi, Y.Kakazu: "Morphogenesis Machine Based on Magneto-Hydro-Dynamics for Liquid Metal"Intelligent Engineering Systems through Artificial Neural Networks. 12. 895-900 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] R.Hayasaka, H.Yokoi, Y.Kakazu: "A Study on Movement Analysis of Symmetric Body Robot"Intelligent Engineering Systems through Artificial Neural Networks. 12. 841-846 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Ishioka, H.Yokoi, Y.Kakazu: "A Study on Behavior Substitution for the Robustness of Distributed Autonomous System"Intelligent Engineering Systems through Artificial Neural Networks. 12. 51-56 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.Yokoi, T.Nagai, T.Ishida, M.Fujii, T.Iida, W.Yu, et al.: "Amoeba-like robots in the perspective of control architecture and morphology/materials"International Workshop on Morpho-functional Machines. 136-164 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] W.Yu, H.Yokoi, D.Iijima, Y.Kakazu: "Learning of adaptive behaviors in an autonomous distributed swimming machine"International Workshop on Morpho-functional Machines. 194-221 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] W.Yu, H.Yokoi, Yukinori Kakazu: "Chaotic Information Maximization for Blind Source Separation"Proc.of the Sixth International Symposium on Artificial Life and Robotics. 184-191 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Ishida, T.Iida, H.Yokoi, Y.Kakazu: "Magneto-Hydro-Dynamics driven Liquid Metal Mobile Object"Preprints of the Fourth IFAC Symposium on Intelligent Autonomous Vehicles. 302-307 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] W.Yu, H.Yokoi, Y.Kakazu: "Approach to amoeba-like robot"Journal of RSJ. vol.19, No.7. 43-49 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] W.Yu, H.Yokoi, Y.Kakazu: "A Study on State Grouping and opportunity Evaluation for Reinforcement Learning Methods(in Japanese)"Smart Engineering System Design. Vol.3. 29-49 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] N.Takahashi, T.Nagai, H.Yokoi, K.Kakazu: "Control System of Flexible Structure Multi-cell Robot Using Amoeboid Self-Organization Mode"ECAL 2001, LNAI 2159(edited by J.Kelemen and P.Sosic)(Springer). 563-572 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Makino, K.Naruse, H.Yokoi, Y.Kakazu: "A Study On Using potential Field for Multiple Agent Cooperative Operations (in Japanese)"Journal of IPSJ. vol.44, no.SIG7. 69-81 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.Yokoi, T.Nagai, T.Ishida, M.Fujii, T.Iida: "Amoeba-like Robots in the Perspective of Control Architecture and Morphology/Maternal"Morpho-functional Machines : The New Species(Springer-Verlag). 99-129 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.Kawai, K.Naruse, H.Yokoi, Y.Kakazu: "An analysis of human motion for control of a wearable power assist system"Journal of Robotics and Mechatronics. vol.16, no.2. (2004)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.Yokoi, T.Nagai, T.Ishida, M.Fujii, T.Iida, W.Yu, Y.Kakazu: "Amoeba-like robots in the perspective of control architecture and morphology/materials"Proc.of International Workshop on Morpho-functional Machines, Shaping embodied machine intelligence. 136-164 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] W.Yu, H.Yokoi, D.Iijima, Y.Kakazu: "Learning of adaptive behaviors in an autonomous distributed swimming machine"Proc.of International Workshop on Morpho-functional Machines, Shaping embodied machine intelligence. 194-221 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] W.Yu, H.Yokoi, Yukinorin Kakazu: "Chaotiuc Information Maximization for Blind Source Separation"Proc.of the Sixth International Symposium on Artificial Life and Robotics. 184-191 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Ishida, T.Iida, H.Yokoi, Y.Kakazu: "Magneto-Hydro-Dynamics driven Liquid Metal Mobile Object"Preprints of the Fourth IFAC Symposium on Intelligent Autonomous Vehicles. 302-307 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] N.Takahashi, H.Yokoi, Y.Kakazu: "Multi-cell Robot Control system using Amoeboid Self-organization Model"Proc.of the 4th International Workshop on Emergent Synthesis. 189-194 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Y.Shigeta, H.Yokoi, Y.Kakazu: "A Study on Farmer Model Using the Variability Idiotype"Proc.of the 4th International Workshop on Emergent Synthesis. 63-68 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Y.Shigeta, H.Yokoi, Y.Kakazu: "A study of Rule System Based on Artificial Immune System"Intelligent Engineering Systems through Artificial Neural Networks. vol.12. 193-198 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Iida, H.Yokoi, Y.Kakazu: "Morphogenesis Machine Based on Magneto-Hydro-Dynamics for Liquid Metal"Intelligent Engineering Systems through Artificial Neural Networks. vol.12. 895-900 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] R.Hayasaka, H.Yokoi, Y.Kakazu: "A Study on Movement Analysis of Symmetric Body Robot"Intelligent Engineering Systems through Artificial Neural Networks. vol.12. 841-846 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Ishioka, H.Yokoi, Y.Kakazu: "A Study on Behavior Substitution for the Robustness of Distributed Autonomous System"Intelligent Engineering Systems through Artificial Neural Networks. vol.12. 51-56 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.Yokoi, T.Nagai, T.Ishida.M.Fujii, T.Iida: "Amoeba-like Robots in the Perspective of Control Architecture and Morphology/Materials"Morpho-functional Machines : The New species(Springer-Verlag). 99-129 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Naruse, M.Kinoshita, H.Yotoi, Y.Kakazu: "Group formation of emotion agents"Intelligent Engineering Systems through Artificial Neural Networks. vol.13. 213-218 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Uehara, K.Naruse, H.Yokoi, Y.Kakazu: "Evolutionary Acquisition of Behavior Using Robot Model Based on Spring-mass System"Intelligent Engineering Systems through Artificial Neural Networks. vol.13. 517-522 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Narusc, S.Kawai, H.Yokoi, Y.Kakazu: "Design of Compact and lightweight wearable power assist device"Proc.of IMECE 2003. (CD-ROM). (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Narusc, S.Kawai, H.Yokoi, Y.Kakazu: "Development of wearable Exoskeleton Power Assist System for Lower Back Support"Proc.of IROS 2003. (CD-ROM). (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] K.Naruse, M.Kinoshita, H.Yokoi, Y.Kakazu: "Group Formation of Agents with Two-dimensional Inner State and One-to-one Subjective Evaluation"Proc.of IROS 2003. (CD-ROM). (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.Arieta, W.Yu, M.Maruishi, H.Yokoi, Y.Kakazu: "Integration of a Multi-D.O.F., Individual Adaptable with Tactile Feedback for an EMG Prosthetic System"Proc.of The 8th Conference on Intelligent Autonomous System. (CD-ROM). (2004)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] N.Takahashi.W.Yu, H.Yokoi, Y.Kakazu: "Amoeba Like Multi-Cell Robot Control System-Obstacle Avoidance using Distributed pattern Generator"Proc.of The 8th Conference on Intelligent Autonomous System. (CD-ROM). (2004)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] I.Suzuki, M.Fujii, K.Naruse.H.Yokoi, Y.Kakazu: "Adaptive control System for SMA-Net Robot with Chaotic Neural Networks"Proc.of The 8th Conference on Intelligent Autonomous System. (CD-ROM). (2004)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.Yokoi, T.Nagai, T.Ishida, M.Fujii, T.Iida: "Amoeba-like Robots in the Perspective of Control Architecture and Morphology/Materials"Springer-Verlag, Morpho-functional Machines : The New Species. 99-129 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 牧野, 成瀬, 横井, 嘉数: "ポテンシャル場によるエージェントの協調作業の導入に関する研究"情報処理学会論文誌,数理モデル化と応用. 44・SIG7. 69-81 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] S.Kawai, K.Naruse, H.Yokoi, Y.Kakazu: "An analysis of human motion for control of a wearable power assist system"Journal of Robotics and Mechatronics. 16・2. (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] K.Naruse, M.Kinoshita, H.Yokoi, Y.Kakazu: "Group formation of emotion agents"Intelligent Engineering System Through Artificial Neural Networks. 13. 213-218 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] K.Uehara, K.Naruse, H.Yokoi, Y.Kakazu: "Evolutionary Acquisition of Behavior Using Robot Model Based on Spring-mass System"Intelligent Engineering System Through Artificial Neural Networks. 13. 517-522 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] S.Kawai, K.Naruse, H.Yokoi, Y.Kakazu: "Development of Wearable Exoskeleton Power Assist System for Lower Back Support"IEEE/RSJ International Symposium on Intelligent Robots and Systems. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] K.Naruse, M.Kinoshita, H.Yokoi, Y.Kakazu: "Group Formation of Agents with Two-dimensional Inner State and One-to-one Subjective Evaluation"IEEE International Conference on Computational Intelligence in Robotics and Automation. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] K.Naruse, S.Kawai, H.Yokoi, Y.Kakazu: "Design of Compact and Lightweight wearable power assist device"2003 ASME International Mechanical Engineering Congress and R&D Expo. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] I.Suzuki, H.Yokoi, Y.Kakazu: "Emergence of Adaptive Behavior by Chaotic Neural Networks"2003 IEEE International Symposium on Computational Intelligence in Robotics and Automation. 151-156 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] I.Suzuki, M.Fujii, K.Naruse, H.Yokoi, Y.Kakazu: "Adaptive Control System for SMA-Net Robot with Chaotic Neural Networks"Intelligent Autonomous System. 8. (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] N.Takahashi: "Multi-cell Robot Control System using Amoeboid Self-organization Model"Proc. of the 4th International Workshop on Emergent Synthesis. 189-194 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Y.Shigeta, H.Yokoi, Y.Kakazu: "A Study on Farmer Model Using the Variability Idiotype"Proc. of the 4th International Workshop on Emergent Synthesis. 63-68 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Y.Shigeta: "A Study of Rule System Based on Artificali Immune System"Intelligent Engineering Systems through Artificial Neural Networks. 12. 193-198 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Takayuki Iida: "Morphogenesis Machine Based on Magneto-Hydro-Dynamics for Liquid Metal"Intelligent Engineering Systems through Artificial Neural Networks. 12. 895-900 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Ryuichi Hayasaka: "A Study on Movement Analysis of Symmetric Body Robot"Intelligent Engineering Systems through Artificial Neural Networks. 12. 841-846 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Takuya Ishioka: "A Study on Behavior Substitution for the Robustness of Distributed Autonomous System"Intelligent Engineering Systems through Artificial Neural Networks. 12. 51-56 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] Hiroshi Yokoi: "Overview of Morph-Functional Machine Project"National Defense Academy Japan, Proceedings of The Fourth Japan-Australia Joint Workshop on Intelligent and Evolutionary Systems. ISBN0731705041. 1-1 (2000)

    • Related Report
      2001 Annual Research Report
  • [Publications] 嘉数侑昇, 横井浩史, 兪文偉, 成瀬継太郎: "アメーバ状ロボットへのアプローチ"マイクロメカトロニクス・ソフトメカニクス公開シンポジウム. 149-160 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 嘉数侑昇, 横井浩史, 兪文偉: "アメーバ状ロボットへのアプローチ"日本ロボット学会誌. Vol.19,No.7. 43-49 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Hiroshi Yokoi, Takashi Nagai, Takashi Ishida, Masaru Fujii, Takayuki Iida, Wenwei Yu, Yukinori Kakazu: "Amoeba-like robots in the perspective of control architecture and morphology/materials"International Workshop on Morpho-functional Machines, Shaping embodied machine intelligence. 136-164 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Wenwei Yu, Hiroshi Yokoi, Daisuke Iijima, Yukinori Kakazu: "Learning of adaptive behaviors in an autonomous distributed swimming machine"International Workshop on Morpho-functional Machines, Shaping embodied machine intelligence. 194-221 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Wenwei Yu, Hiroshi Yokoi, Yukinori Kakazu: "Chaotic Information Maximization for Blind Source Separation"Proceedings of the Sixth International Symposium on Artificial Life and Robotics. 184-191 (2001)

    • Related Report
      2001 Annual Research Report

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Published: 2002-04-01   Modified: 2016-04-21  

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