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Generalization using properties of the real world and autonomous division of state-action space

Research Project

Project/Area Number 15K00316
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionHosei University

Principal Investigator

ITO Kazuyuki  法政大学, 理工学部, 教授 (90346411)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Keywords汎化 / 柔軟性 / ソフトロボット / 柔軟ロボット / 多脚ロボット / 発見 / 学習 / 柔軟マニピュレータ
Outline of Final Research Achievements

In this study, we focus on properties of the real world, and we propose a framework to realize adaptive behavior of a robot using properties of the real world. In addition, we propose a learning algorithm to improve the behavior by dividing the sate-action space.
As an example, we develop flexible robots, and an learning algorithm based on trial-and-error.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (32 results)

All 2018 2017 2016 2015 Other

All Int'l Joint Research (2 results) Journal Article (9 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 9 results,  Acknowledgement Compliant: 3 results) Presentation (21 results) (of which Int'l Joint Research: 14 results,  Invited: 2 results)

  • [Int'l Joint Research] Bristol Robotics Lab(英国)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] Bristol Robotics Lab(英国)

    • Related Report
      2016 Research-status Report
  • [Journal Article] Semi-Autonomous Multi-Legged Robot with Suckers to Climb a Wall2018

    • Author(s)
      Saito Asuki、Nagayama Kazuki、Ito Kazuyuki、Oomichi Takeo、Ashizawa Satoshi、Matsuno Fumitoshi
    • Journal Title

      Journal of Robotics and Mechatronics

      Volume: 30 Issue: 1 Pages: 24-32

    • DOI

      10.20965/jrm.2018.p0024

    • NAID

      130007498647

    • ISSN
      0915-3942, 1883-8049
    • Year and Date
      2018-02-20
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Flexible manipulator inspired by octopus: development of soft arms using sponge and experiment for grasping various objects2017

    • Author(s)
      Kazuyuki Ito, Shunsuke Hagimori
    • Journal Title

      Artificial Life and Robotics

      Volume: 1 Issue: 3 Pages: 1-6

    • DOI

      10.1007/s10015-017-0360-7

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Semicircular duplex manipulator for rescue operation: size and weight reduction2016

    • Author(s)
      Kazuyuki Ito, Soichiro Kimura
    • Journal Title

      Int. J. Advanced Mechatronic Systems

      Volume: 7-2 Issue: 2 Pages: 104-113

    • DOI

      10.1504/ijamechs.2016.082628

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] A control law for vehicle merging inspired by dragonfly behavior2016

    • Author(s)
      Kazuyuki Ito, Naoyuki Sakuraba, Kei Yamaguchi
    • Journal Title

      Artificial Life and Robotics

      Volume: 1 Issue: 2 Pages: 1-10

    • DOI

      10.1007/s10015-016-0342-1

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Semi-autonomous serially connected multi-crawler robot for search and rescue2016

    • Author(s)
      Kazuyuki Ito, Haruo Maruyama
    • Journal Title

      Advanced Robotics

      Volume: 30-7 Issue: 7 Pages: 489-503

    • DOI

      10.1080/01691864.2015.1122553

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Reinforcement learning in dynamic environment: abstraction of state-action space utilizing properties of the robot body and environment2016

    • Author(s)
      Kazuyuki Ito, Yutaka Takeuchi
    • Journal Title

      Journal “Artificial Life and Robotics”

      Volume: 21 Issue: 1 Pages: 11-17

    • DOI

      10.1007/s10015-015-0258-1

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Abstraction of State-Action Space Utilizing Properties of the Environment and the Body2015

    • Author(s)
      伊藤 一之, 黒江 聡, 萩森 駿介
    • Journal Title

      Journal of Japan Society for Fuzzy Theory and Intelligent Informatics

      Volume: 27 Issue: 5 Pages: 701-710

    • DOI

      10.3156/jsoft.27.701

    • NAID

      130005108968

    • ISSN
      1347-7986, 1881-7203
    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Meal plan search engine inspired by ant colony’s foraging2015

    • Author(s)
      Kazuyuki Ito, Jinwook Kim, Katsunori Tachibana
    • Journal Title

      Journal “Artificial Life and Robotics”

      Volume: 20-2 Issue: 2 Pages: 178-182

    • DOI

      10.1007/s10015-015-0204-2

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Semiautonomous centipede-like robot for rubble -Development of an actual scale robot for rescue operation2015

    • Author(s)
      Kazuyuki Ito, Yasunori Ishigaki
    • Journal Title

      Int. J. Advanced Mechatronic Systems

      Volume: 6-2/3 Pages: 75-83

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] Perception of aperture based on average distance among objects -Development of a simulator to examine the validity of the proposed hypothesis-2018

    • Author(s)
      Hirotaka Takahashi, Kazuyuki Ito
    • Organizer
      The 2018 International Symposium on Artificial Life and Robotics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Adaptive switching mechanism of leg stiffness for multi-legged robot2018

    • Author(s)
      Kazuki Aihara, Kazuyuki Ito
    • Organizer
      The 2018 International Electrical Engineering Congress
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 強化学習による冗長ロボットの制御 -状態・行動空間の汎化における実世界の果たす役割 -2017

    • Author(s)
      伊藤一之
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      名城大学,(愛知県名古屋市)
    • Year and Date
      2017-03-22
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] Perception using properties of the real world -Task to distinguish objects in cans-2017

    • Author(s)
      Yuzo Chojin, Kazuyuki Ito
    • Organizer
      International Symposium on Artificial Life and Robotics
    • Place of Presentation
      Beppu, Oita
    • Year and Date
      2017-01-19
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Multi-Legged Robot with Suckers to Climb a Wall -Autonomous Control using Passivity-2017

    • Author(s)
      Asuki Saito, Kazuki Nagayama, Kazuyuki Ito, Takeo Oomchi, Satoshi Ashizawa, and Fumitoshi Matsuno
    • Organizer
      The 2017 International Conference on Intelligent Robots and Systems
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Four-legged robot capable of moving in a three-dimensional environment -Developing a robot capable of climbing unknown columnar objects-2017

    • Author(s)
      Yoshihiro Homma, Ryushi Aoyagi, Kazuyuki Ito, Fumitoshi Matsuno
    • Organizer
      The 2nd International Symposium on Swarm Behavior and Bio-Inspired Robotics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Six-legged robot capable of climbing various columnar objects2017

    • Author(s)
      Ryushi Aoyagi, Yoshihiro Homma, Kazuyuki Ito
    • Organizer
      The 2017 International Conference on Advanced Mechatronic Systems
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 三次元環境を移動可能な吸盤6脚ロボット2017

    • Author(s)
      永山和樹, 齋藤明日希, 伊藤一之, 大道武生, 芦澤怜史, 松野文俊
    • Organizer
      第8回横幹連合コンファレンス
    • Related Report
      2017 Annual Research Report
  • [Presentation] 三次元環境を移動可能な多脚型ロボット2016

    • Author(s)
      齋藤 明日希,永山 和樹,本間 義大,青栁 龍志,佐藤 雄治,伊藤 一之,大道 武生,芦澤 怜史,松野 文俊
    • Organizer
      計測自動制御学会システムインテグレーション部門講演会
    • Place of Presentation
      札幌コンベンションセンター,(北海道札幌市)
    • Year and Date
      2016-12-15
    • Related Report
      2016 Research-status Report
  • [Presentation] Path Generation Algorithm for Search and Rescue Robots Based on insect Behavior -Parameter Optimization for a Real Robot -2016

    • Author(s)
      Taishi Takeda, Kazuyuki Ito, Fumitoshi Matsuno
    • Organizer
      IEEE International Symposium on Safety, Security, and Rescue Robotics
    • Place of Presentation
      Lausanne, Switzerland
    • Year and Date
      2016-10-23
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Fundamental Problem of Reinforcement Learning,2016

    • Author(s)
      Kazuyuki Ito
    • Organizer
      Seminar Series in Soft Robotics, Bristol Univ.
    • Place of Presentation
      Bristol, UK
    • Year and Date
      2016-09-24
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] Semi-Autonoumous Modular Robot for Maintenance and Inspection2016

    • Author(s)
      Yuji Sato, Kazuyuki Ito
    • Organizer
      International Conference on Autonomic and Autonomous Systems
    • Place of Presentation
      Lisbon, Portugal
    • Year and Date
      2016-06-26
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 三次元環境を半自律移動可能な多脚型ロボット -壁面に対応可能な吸盤脚の提案-2016

    • Author(s)
      齋藤明日希, 永山和樹, 伊藤一之, 大道武生, 芦澤怜史, 松野文俊
    • Organizer
      ロボティクス・メカトロニクス講演会
    • Place of Presentation
      パシフィコ横浜,(神奈川県横浜市)
    • Year and Date
      2016-06-08
    • Related Report
      2016 Research-status Report
  • [Presentation] 三次元環境を半自律移動可能な多脚型ロボット -多様な形状のパイプへ対応可能な柔軟脚の提案-2016

    • Author(s)
      青栁龍志,本間義大,伊藤一之,松野文俊
    • Organizer
      ロボティクス・メカトロニクス講演会
    • Place of Presentation
      パシフィコ横浜,(神奈川県横浜市)
    • Year and Date
      2016-06-08
    • Related Report
      2016 Research-status Report
  • [Presentation] 三次元環境を半自律移動可能な多脚型ロボット -瓦礫環境へ対応可能な柔軟構造の提案-2016

    • Author(s)
      鏑木彩加, 林健太郎, 伊藤一之, 松野文俊
    • Organizer
      ロボティクス・メカトロニクス講演会
    • Place of Presentation
      パシフィコ横浜,(神奈川県横浜市)
    • Year and Date
      2016-06-08
    • Related Report
      2016 Research-status Report
  • [Presentation] Acquisition of the arm behavior to utilize properties of the real world -Task to distinguish objects in cans-2016

    • Author(s)
      Yuzo Chojin, Kazuyuki Ito
    • Organizer
      International Conference on Control, Automation and Robotics
    • Place of Presentation
      Hong Kong
    • Year and Date
      2016-04-28
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A control law for vehicle merging inspired by dragonfly's behavior2016

    • Author(s)
      Kei Yamaguchi, Kazuyuki Ito, Naoyuki Sakuraba
    • Organizer
      The Twenty-First International Symposium on Artificial Life and Robotics
    • Place of Presentation
      Oita, Japan
    • Year and Date
      2016-01-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Evacuation support system that control emotional level of crowd2015

    • Author(s)
      Yosuke Tanaka, Kazuyuki Ito
    • Organizer
      International Conference on Intelligent Informatics and BioMedical Sciences
    • Place of Presentation
      Okinawa, Japan
    • Year and Date
      2015-11-28
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Path generation algorithm for search and rescue robots based on insect behavior2015

    • Author(s)
      T. Takeda, K. Ito
    • Organizer
      The First International Symposium on Swarm Behavior and Bio-Inspired Robotics
    • Place of Presentation
      Kyoto, Japan
    • Year and Date
      2015-10-28
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Size and Weight Reduction of Semicircular Duplex Manipulator for Rescue Operation2015

    • Author(s)
      Soichiro Kimura, Kazuyuki Ito
    • Organizer
      International Conference on Advanced Mechatronic Systems
    • Place of Presentation
      Beijing, Chaina
    • Year and Date
      2015-08-22
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Estimation of time to contact from blurred images2015

    • Author(s)
      Yukitada Takanashi, Kazuyuki Ito
    • Organizer
      The Eleventh International Conference on Autonomic and Autonomous Systems (ICAS 2015)
    • Place of Presentation
      Rome, Italy
    • Year and Date
      2015-05-24
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research

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Published: 2015-04-16   Modified: 2022-06-14  

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