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Active learning of motor skills for humanoid robots based on statistical learning methods

Research Project

Project/Area Number 20800030
Research Category

Grant-in-Aid for Young Scientists (Start-up)

Allocation TypeSingle-year Grants
Research Field Perception information processing/Intelligent robotics
Research InstitutionNara Institute of Science and Technology

Principal Investigator

MATSUBARA Takamitsu  Nara Institute of Science and Technology, 情報科学研究科, 助教 (20508056)

Project Period (FY) 2008 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥3,289,000 (Direct Cost: ¥2,530,000、Indirect Cost: ¥759,000)
Fiscal Year 2009: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2008: ¥1,729,000 (Direct Cost: ¥1,330,000、Indirect Cost: ¥399,000)
Keywordsヒューマノイドロボット / 運動学習 / 統計学習 / 能動学習 / 見まね学習 / ヒューマノイド / 個性 / ヒト運動予測 / ガウス過程 / 強化学習
Research Abstract

In this research, we developed a novel learning procedure to efficiently learn a compact probabilistic movement primitive models from multiple motion sequences demonstrated by humans. The learned models employ a low dimensional parameter vector which represents the style of motion generated by the model. By modifying the parameter vector, efficient adaptation of the model to unknown environments can be achieved.

Report

(3 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • Research Products

    (7 results)

All 2010 2009 Other

All Presentation (6 results) Remarks (1 results)

  • [Presentation] ヒューマンロボットインタラクションのための個人適応型オンライン人動作予測2010

    • Author(s)
      松原崇充, 玄相昊, 森本淳
    • Organizer
      ロボティクスシンポジア
    • Place of Presentation
      奈良
    • Year and Date
      2010-03-15
    • Related Report
      2009 Final Research Report
  • [Presentation] ヒューマンロボットインタラクションのための個人適応型オンライン人動作予測,2010

    • Author(s)
      松原崇充
    • Organizer
      ロボティクスシンポジア
    • Place of Presentation
      奈良県吉野山 竹林院群芳園
    • Year and Date
      2010-03-15
    • Related Report
      2009 Annual Research Report
  • [Presentation] 個性を考慮した周期的全身運動のオンライン予測2009

    • Author(s)
      松原崇充, 玄相昊, 森本淳
    • Organizer
      情報論的学習理論ワークショップ
    • Place of Presentation
      福岡
    • Year and Date
      2009-10-19
    • Related Report
      2009 Final Research Report
  • [Presentation] 個性を考慮した周期的全身運動のオンライン予測2009

    • Author(s)
      松原崇充
    • Organizer
      情報論的学習理論ワークショップ
    • Place of Presentation
      福岡県福岡市 九州大学
    • Year and Date
      2009-10-19
    • Related Report
      2009 Annual Research Report
  • [Presentation] 個性を考慮した周期的全身運動の予測2009

    • Author(s)
      松原崇充, 玄相昊, 森本淳
    • Organizer
      日本ロボット学会学術講演会
    • Place of Presentation
      神奈川
    • Year and Date
      2009-09-16
    • Related Report
      2009 Final Research Report
  • [Presentation] 個性を考慮した周期的全身運動の予測2009

    • Author(s)
      松原崇充
    • Organizer
      日本ロボット学会学術講演会
    • Place of Presentation
      神奈川県横浜市横浜国立大学
    • Year and Date
      2009-09-16
    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

      http://ai-www.naist.jp/people/takam-m/

    • Related Report
      2009 Final Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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