• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to project page

2013 Fiscal Year Final Research Report

A Scheduling Support System for Large-scale Facilities in Consideration of Skill Educations and Working Conditions

Research Project

  • PDF
Project/Area Number 24760210
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent mechanics/Mechanical systems
Research InstitutionAichi University of Technology (2013)
Tokyo Metropolitan University (2012)

Principal Investigator

TATEYAMA Takeshi  愛知工科大学, 工学部, 准教授 (70336527)

Project Period (FY) 2012-04-01 – 2014-03-31
Keywords情報システム / 離散・連続混合システム / 機械学習 / 技能教育 / スケジューリング / シミュレーション / 強化学習
Research Abstract

As of skillful works such as maintenance works of airplanes, workers have to learn many kinds of works with OJT. However, it is difficult to balance between working efficiency and keeping the number of skilled workers by performing OJT. The purpose of this study is to develop a scheduling support system considering working efficiency and skill education. First, the author proposes an education coefficient (EC) as a parameter that adjusts the frequency of OJT and a scheduling support system for the long-term scheduling of OJT. Next, the author proposes a simulation-based scheduling support system using reinforcement learning to adjust the value of EC automatically based on the specific situations by considering the balance between working efficiency and skill education.
The author also constructs discrete-continuous hybrid system models of the maintenance workspace using scene transition nets which are graphical modeling and simulation tools for hybrid systems.

  • Research Products

    (11 results)

All 2014 2013 2012

All Journal Article (2 results) Presentation (9 results)

  • [Journal Article] A Scheduling Support System for Large-scale Facilities Using Reinforcement Learning in Consideration of Skill Educations and Working Conditions2014

    • Author(s)
      T. Tateyama, T. Tateno and S. Kawata
    • Journal Title

      Advanced Mechanical Design, Systems, and Manufacturing (JAMDSM) (Special Issue on Advanced Production Scheduling)

      Volume: (掲載決定)

  • [Journal Article] 場面遷移ネットに基づくサービスのマルチアスペクトモデリング手法2013

    • Author(s)
      舘山武史,御子柴怜志,渡辺健太郎,千葉龍介,下村芳樹,川田誠一
    • Journal Title

      日本機械学会論文集C編

      Volume: Vol.79, No.798 Pages: 418-428

  • [Presentation] 場面遷移ネットと機械学習を用いた離散・連続混合システムのシミュレーションと最適化2014

    • Author(s)
      舘山武史
    • Organizer
      平成26年度電気学会C部門大会
    • Place of Presentation
      (発表予定)
    • Year and Date
      20140000
  • [Presentation] 場面遷移ネットを用いた大規模システムのシミュレーションと最適化2014

    • Author(s)
      舘山武史
    • Organizer
      電気学会研究会資料
    • Year and Date
      20140000
  • [Presentation] 離散・連続混合システムモデルを用いた、技能教育を考慮した大規模施設作業のスケジューリング支援システム2013

    • Author(s)
      舘山武史,舘野寿丈,川田誠一
    • Organizer
      電気学会研究会資料
    • Year and Date
      20130000
  • [Presentation] 大規模施設の現場状況と作業者技能・教育を考慮した動的スケジューリング支援システム2013

    • Author(s)
      舘山武史,舘野寿丈,川田誠一
    • Organizer
      第23回インテリジェント・システム・シンポジウム講演論文集
    • Year and Date
      20130000
  • [Presentation] 技能教育と多種多様な現場の状況変動を考慮した,機械学習を用いた大規模施設作業スケジューリング支援システム2013

    • Author(s)
      舘山武史,舘野寿丈,川田誠一
    • Organizer
      電気学会研究会資料
    • Year and Date
      20130000
  • [Presentation] A Service Flow Simulation Method using Multi-aspect Scene Transition Nets (STNs) Modeling. In Proceedings of CIRP2012

    • Author(s)
      T. Tateyama, K. Kimita, K. Watanabe, R. Chiba, Y. Shimomura and S. Kawata
    • Organizer
      IPS2 Conference 2012
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      20120000
  • [Presentation] A Multi-aspect Modeling Method for Service Flow Simulation Using Scene Transition Nets (STNs). In Proceedings of the 2012 International Design Engineering Technical Conference (IDETC2012)2012

    • Author(s)
      T. Tateyama, S. Mikoshiba, K. Kimita, K. Watanabe, R. Chiba, Y. Shimomura and S. Kawata
    • Organizer
      The American Society for Mechanical Engineering (ASME)
    • Place of Presentation
      Chicago, U.S.A.
    • Year and Date
      20120000
  • [Presentation] 技能教育と現場の状況変動を考慮した,強化学習法を用いたスケジューリング支援システム2012

    • Author(s)
      舘山武史,舘野寿丈,川田誠一
    • Organizer
      電気学会研究会資料
    • Year and Date
      20120000
  • [Presentation] 現場作業者の技能教育と現場の状況変動を考慮した動的スケジューリング支援システム2012

    • Author(s)
      舘山武史,舘野寿丈,川田誠一
    • Organizer
      平成24年電気学会電子・情報・システム部門大会
    • Year and Date
      20120000

URL: 

Published: 2015-06-25  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi