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Development of Autonomous Decentralized Scheduling System with Optimization Function

Research Project

Project/Area Number 07455305
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field 化学工学一般
Research InstitutionKYOTO UNIVERSITY

Principal Investigator

HASHIMOTO Iori  Kyoto University, Graduate School of Engineering, Professor, 工学研究科, 教授 (40026076)

Co-Investigator(Kenkyū-buntansha) KANO Manabu  Kyoto University, Graduate School of Engineering, Instructor, 工学研究科, 助手 (30263114)
HASEBE Shinji  Kyoto University, Graduate School of Engineering, Associate Professor, 工学研究科, 助教授 (60144333)
Project Period (FY) 1995 – 1996
Project Status Completed (Fiscal Year 1996)
Budget Amount *help
¥6,700,000 (Direct Cost: ¥6,700,000)
Fiscal Year 1996: ¥3,300,000 (Direct Cost: ¥3,300,000)
Fiscal Year 1995: ¥3,400,000 (Direct Cost: ¥3,400,000)
KeywordsScheduling / Autonomous Decentralized System / Combinatorial Optimization / Parallel Processing / Simulated Annealing / Genetic Algorithm / シミュレーティドアニーリング / オブジェクト指向 / 協調機構
Research Abstract

In most plants, production instructions are given to each production section consisting of one more batch units. It is often the case that each production section has accumulated enough information about its operation and has the potential for creating a schedule of its own. If there exists an algorithm which enables a production section to create a schedule while taking into account the relationships with other sections, it may lead to the speedy development of a scheduling system with no supervisory system controlling the scheduling for the entire plant. Such a scheduling system should also be able to easily and swiftly adjust itself to various requirement changes.
From the above viewpoint, we have developed an autonomous decentralized scheduling system, in which an individual scheduling system belonging to each production section generates a schedule in the following steps : 1) Generate an initial schedule, ii) Exchange the data among production sections, iii) Optimize the schedule b … More y incorporating information from other production sections. By repeating steps ii) and iii), a plausible schedule for the entire plant is gradually generated. As the schedule is independently generated at each production section, each production section can use any optimization method which is suitable for that section at step iii). It is also possible to introduce some constraints which are valid to a specific production section without changing the scheduling systems of the other production sections.
In order to verify the effectiveness of the proposed system, it is applied to a large scale scheduling problem of a batch plant which has a complicated flow structure and some intermediate storage tanks. The result of the example problem shows that the proposed system has an ability to derive a feasible schedule which satisfies every type of constraints.
A new algorithm of calculating the starting times of jobs is proposed for the autonomous decentralized scheduling system. In the proposed algorithm, the latter stages can generate schedules more freely from the schedules of the former stages, and the resulting schedules of the latter stages affect the scheduling of the former stages. Therefore, the proposed algorithem is more effective when the scheduling of the latter stages is important. The result of the example problems shows that the proposed scheduling system has the ability to generate a schedule by focusing on the stage critical for obtaining the good schedule of the entire process. Less

Report

(3 results)
  • 1996 Annual Research Report   Final Research Report Summary
  • 1995 Annual Research Report
  • Research Products

    (14 results)

All Other

All Publications (14 results)

  • [Publications] Shinji Hasebe: "A Flexible Simulation System for Scheduling with Various Constraints" J. of Chem. Eng. Japan. 29 (2). 323-329 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] Shinji Hasebe: "Autonomous Decentralized Operation System for Batch Processes" Proceedings of Fifth SICHEM Symposium '96. 281-298 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] 長谷部伸治: "GAを用いたスケジューリングにおける最適交叉法の自動選択" 化学工学論文集. 22 (5). 1039-1045 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] 北島禎二: "並列装置を有する多工程プロセスの自律分散型スケジューリングシステム" 化学工学論文集. 22 (5). 1031-1038 (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] Shinji Hasebe, Yoshihiro Murakami and Iori Hashimoto: ""A Flexible Simulation System for Scheduling with Various Constraints"" J.of Chem.Eng.Japan. 29. 323-329 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] Shinji Hasebe and Iori Hashimoto: ""Autonomous Decentralized Operation System for Batch Processes"" Proceedings of Fifth SICHEM Symposium '96, May 10-11, Seoul. 281-298 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] Shinji Hasebe, Satoshi Taniguchi, Iori Hashimoto and Akifumi Nakajima: ""Automatic Adjustment of Crossover Method in the Scheduling using Genetic Algorithm"" Kagaku Kogaku Ronbunshu. 22. 1039-1045 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] Teiji Kitajima, Hirokazu Nishitani, Atsuhiko Saitoh, Shinji Hasebe and Iori Hashimoto: ""Autonomous Decentralized Scheduling System for Multi-stage Parallel-Unit Production Processes"" Kagaku Kogaku Ronbunshu. 22. 1031-1038 (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1996 Final Research Report Summary
  • [Publications] Shinji Hasebe: "A Flexible Simulation System for Scheduling with Various Constraints" J.of Chem.Eng.Japan. 29・2. 323-329 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] Shinji Hasebe: "Autonomous Decentralizad Operation System for Batch Processes" Proceedings of Fifth SICHEM Symposium′96. 281-298 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 長谷部伸治: "GAを用いたスケジューリングにおける最適交叉法の自動選択" 化学工学論文集. 22・5. 1039-1045 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 北島禎二: "並列装置を有する多工程プロセスの自律分散型スケジューリングシステム" 化学工学論文集. 22・5. 1031-1038 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] Shinji Hasebe: "A Flexible Simulation System for Scheduling with Various Constraints" Journal of Chemical Engineering, Japan. (掲載待ち).

    • Related Report
      1995 Annual Research Report
  • [Publications] 長谷部伸治: "GAを用いたスケジューリングにおける最適交叉法の自動選択" 化学工学会 論文誌. (掲載待ち).

    • Related Report
      1995 Annual Research Report

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Published: 1995-04-01   Modified: 2016-04-21  

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