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Estimation of Coefficient of Static Friction of Surface by Image-Sensor

Research Project

Project/Area Number 25420416
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Measurement engineering
Research InstitutionNippon Institute of Technology

Principal Investigator

TAMURA Hitoshi  日本工業大学, 工学部, 准教授 (60251584)

Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2013: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Keywordsテクスチャ解析 / 微小形状特徴 / 摩擦係数 / 画像計測 / ニューラルネットワーク / 自動符号化 / CNN / ディープラーニング / 摩擦係数推定 / ロボット制御
Outline of Final Research Achievements

I propose an estimation method of coefficient of static friction of a floor surface by the photo image of the floor tile. The image feature used to presume are local image features that are generated by machine learning. And the estimation is performed by classification according to the magnitude of the friction coefficient. Although detailed texture features can not be obtained from the image of the front floor surface, estimation is performed using the floor image under the robot, and determine whether the under floor image of robot and the front floor are the same type. As a result, it was shown that the friction coefficient can be estimated with non-contact, an accuracy of the coefficient is enough to control the robot, and it is useful for robot object grasping and walking control.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (8 results)

All 2017 2016 2014 Other

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Acknowledgement Compliant: 1 results) Presentation (7 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Estimation of Coefficient of Static Friction of Surface by Analyzing Photo Images2016

    • Author(s)
      Tamura Hitoshi
    • Journal Title

      Smart Innovation, Systems and Technologies

      Volume: 57 Pages: 15-26

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] ディープラーニングを用いた撮影画像による前方路面状況及び床路面の静摩擦係数の推定2017

    • Author(s)
      入江俊,田村仁
    • Organizer
      情報処理学会 第79回全国大会
    • Place of Presentation
      名古屋大学東山キャンパス
    • Year and Date
      2017-03-16
    • Related Report
      2016 Annual Research Report
  • [Presentation] 撮影画像による摩擦係数の推定2016

    • Author(s)
      入江俊,田村仁
    • Organizer
      第15回情報科学技術フォーラム
    • Place of Presentation
      富山大学五福キャンパス
    • Year and Date
      2016-09-07
    • Related Report
      2016 Annual Research Report
  • [Presentation] Estimation of Coefficient of Static Friction of Surface by Analyzing Photo Images2016

    • Author(s)
      Hitoshi Tamura, Yasushi Kambayashi
    • Organizer
      8th International KES Conference on INTELLIGENT DECISION TECHNOLOGIES
    • Place of Presentation
      Puerto de la Cruz, Tenerife, Spain
    • Year and Date
      2016-06-16
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 撮影画像による摩擦係数の推定2016

    • Author(s)
      田村仁,入江俊
    • Organizer
      情報処理学会全国大会
    • Place of Presentation
      慶應義塾大学矢上キャンパス
    • Year and Date
      2016-03-10
    • Related Report
      2015 Research-status Report
  • [Presentation] Development of a Touch Panel Interface that Provides Tactile Feedback Depending on the Surroundings2014

    • Author(s)
      Hitoshi Tamura, Yasushi Kambayashi
    • Organizer
      16th International Conference on Human-Computer Interaction
    • Place of Presentation
      Creta Maris, Heraklion, Crete, Greece
    • Year and Date
      2014-06-25
    • Related Report
      2014 Research-status Report
  • [Presentation] 撮影画像による前方の路面状況の推定

    • Author(s)
      樫野祐太,田村仁
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学東京千住キャンパス
    • Related Report
      2013 Research-status Report
  • [Presentation] 撮影画像による床路面の方向別の摩擦係数の推定

    • Author(s)
      平井勝真 ,田村仁
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学東京千住キャンパス
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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