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Co-evolutionary optimization of operation planning and scheduling for scheet metal processing

Research Project

Project/Area Number 15K17950
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Production engineering/Processing studies
Research InstitutionToyohashi University of Technology

Principal Investigator

Sakaguchi Tatsuhiko  豊橋技術科学大学, 工学(系)研究科(研究院), 准教授 (00403303)

Project Period (FY) 2015-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords共進化遺伝的アルゴリズム / ネスティング / スケジューリング / 精密板金加工 / ハイブリッド解法 / 遺伝的アルゴリズム / 共進化 / ディスパッチングルール
Outline of Final Research Achievements

We propose an integrated method of nesting and scheduling based on the coevolutionary genetic algorithm for sheet metal processing. First of all, we improve our previous scheduling method by applying the new fitness function which consider the construction of parts and total flow time. Moreover, we propose a hybrid scheduling method by using the genetic algorithm and dispatching rule. Finally, we develop a coevolutionary genetic algotihm. In this algorithm, individuals are evaluated by the cost function, and the genetic operations are conducted based on the grouped gene. We validated the effectiveness of our algorithm by the computational experiments.

Report

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

    (10 results)

All 2017 2016 2015

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 3 results,  Acknowledgement Compliant: 2 results) Presentation (6 results) (of which Int'l Joint Research: 1 results) Book (1 results)

  • [Journal Article] A hybrid metaheuristic for scheduling problem in sheet metal processing2017

    • Author(s)
      阪口龍彦,田中達也,清水良明,内山直樹
    • Journal Title

      Transactions of the JSME (in Japanese)

      Volume: 83 Issue: 848 Pages: 16-00333-16-00333

    • DOI

      10.1299/transjsme.16-00333

    • NAID

      130005612184

    • ISSN
      2187-9761
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A scheduling method using genetic algorithm and dispatching rule for sheet metal processing2016

    • Author(s)
      Tatsuhiko Sakaguchi, Tatsuya Tanaka, Yoshiaki Shimizu, Naoki Uchiyama
    • Journal Title

      Proceedings of 2016 International Symposium on Flexible Automation

      Volume: 1 Pages: 198-201

    • DOI

      10.1109/isfa.2016.7790160

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Study on nesting scheduling for sheet metal processing (Improvement of nesting method by parts reallocation)2015

    • Author(s)
      阪口龍彦, 松本昂樹, 清水良明
    • Journal Title

      Transactions of the JSME (in Japanese)

      Volume: 81 Issue: 825 Pages: 14-00640-14-00640

    • DOI

      10.1299/transjsme.14-00640

    • NAID

      130005073732

    • ISSN
      2187-9761
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] 精密板金加工のためのハイブリッド型スケジューリング手法の研究2017

    • Author(s)
      阪口龍彦,守屋光崇,内山直樹
    • Organizer
      日本機械学会生産システム部門研究発表講演会2017
    • Place of Presentation
      さいたま市
    • Related Report
      2016 Annual Research Report
  • [Presentation] 精密板金加工のための部品構成を考慮した遺伝的アルゴリズムによるスケジューリング2016

    • Author(s)
      石井涼,阪口龍彦,内山直樹
    • Organizer
      スケジューリング・シンポジウム2016
    • Place of Presentation
      大阪市
    • Year and Date
      2016-09-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A scheduling method using genetic algorithm and dispatching rule for sheet metal processing2016

    • Author(s)
      Tatsuhiko Sakaguchi, Tatsuya Tanaka, Yoshiaki Shimizu, Naoki Uchiyama
    • Organizer
      2016 International Symposium on Flexible Automation
    • Place of Presentation
      Cleveland, USA
    • Year and Date
      2016-08-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] 精密板金加工のためのディスパッチングルールと遺伝的アルゴリズムを用いたスケジューリング手法の研究2016

    • Author(s)
      阪口龍彦,田中達也,清水良明,内山直樹
    • Organizer
      日本機械学会生産システム部門研究発表講演会2016
    • Place of Presentation
      野田市
    • Year and Date
      2016-03-14
    • Related Report
      2015 Research-status Report
  • [Presentation] 精密板金加工のための共進化遺伝的アルゴリズムを用いたネスティング・スケジューリングの研究2016

    • Author(s)
      阪口龍彦,松本昂樹,清水良明,内山直樹
    • Organizer
      日本機械学会生産システム部門研究発表講演会2016
    • Place of Presentation
      野田市
    • Year and Date
      2016-03-14
    • Related Report
      2015 Research-status Report
  • [Presentation] 精密板金加工生産システムのためのディスパッチングルールを用いたスケジューリング手法の研究2015

    • Author(s)
      阪口龍彦,田中達也,清水良明,内山直樹
    • Organizer
      第58回自動制御連合講演会
    • Place of Presentation
      神戸市
    • Year and Date
      2015-11-14
    • Related Report
      2015 Research-status Report
  • [Book] Advances in Production Management Systems: Innovative Production Management Towards Sustainable Growth, Part I2015

    • Author(s)
      (Eds.)Shigeki Umeda, Masaru Nakano, Hajime Mizuyama, Hironori Hibino, Dimitris Kiristsis, Gregor von Cieminski
    • Total Pages
      743
    • Publisher
      Springer
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2018-03-22  

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