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Genetic algorithm approach to constructing flexible production schedules

Research Project

Project/Area Number 09650442
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field System engineering
Research InstitutionKyoto Institute of Technology

Principal Investigator

SANNOMIYA Nobuo  Kyoto Institute of Technology Professor Faculty of Engineering and Design, 工芸学部, 教授 (60026044)

Co-Investigator(Kenkyū-buntansha) IIMA Hitoshi  Kyoto Institute of Technology Research Faculty of Engineering and Design Associa, 工芸学部, 助手 (70273547)
Project Period (FY) 1997 – 1998
Project Status Completed (Fiscal Year 1998)
Budget Amount *help
¥3,100,000 (Direct Cost: ¥3,100,000)
Fiscal Year 1998: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 1997: ¥2,200,000 (Direct Cost: ¥2,200,000)
Keywordsscheduling / combinatorial optimization / genetic algorithm / rescheduling / production system / flexibility / production ordering problem
Research Abstract

1, A method for solving large-scale scheduling problems based on search space decomposition.
When the problem includes many variables, the individual in GA is represented in terms of plural chromosomes. Consequently the search space is decomposed and the optimal solution is obtained efficiently by applying heuristics to the search in the decomposed space.
2, A method for constructing GA to treat the problem constraints flexibly
The individual description is defined and the genetic operators are designed so as to obtain a feasible solution for the problem with complicated constraints.
3, A method of rescheduling by using GA
When the problem includes constraint variations, the initial population is constructed so as to solve a rescheduling problem easily.
4, An optimal schedule for large-scale job shop processes with various constraints
The individual description and introduction of heuristics are proposed for solving large-scale job shop scheduling problems with additional constraints.
5, An optimal schedule for flow shop processes with parallel machines
For treating complicated flow shop scheduling problems, GA is designed by combining some dispatching rules with the conventional genetic operators.

Report

(3 results)
  • 1998 Annual Research Report   Final Research Report Summary
  • 1997 Annual Research Report
  • Research Products

    (30 results)

All Other

All Publications (30 results)

  • [Publications] Guoyong Shi: "Comparison of Two Genetic Algorithms in Solving Tough Job Shop Scheduling Problems" 電気学会論文誌C. 117C・7. 856-864 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 飯間 等: "オープンショップ加工工程の再スケジューリング問題に対する遺伝アルゴリズムの構成法" システム制御情報学会論文誌. 10・7. 361-368 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] N.Sannomiya: "The Effect of Heuristics in Genetic Algorithm for Solving a Scheduling Problem" Preprints of 9th IFAC Symp.on Information Control in Manufacturing. II. 451-456 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] N.Sannomiya: "Genetic Algorithm Approach to a Scheduling Problem for a Complex Manufacturing System" Preprints of 8th IFAC Symp.on Large Scale Systems. 1. 271-276 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 飯間 等: "電線加工工程におけるスケジューリング問題の遺伝アルゴリズムによる解法" システム制御情報学会論文誌. 11・8. 441-448 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 芦沢一宏: "金型生産スケジューリング問題に対する遺伝アルゴリズムの適用" システム制御情報学会論文誌. 12・1. 27-35 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 電気学会GA等組合せ最適化手法応用調査専門委員会編: "遺伝アルゴリズムとニューラルネット" コロナ社, 290 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 三宮信夫: "遺伝アルゴリズムと最適化" 朝倉書店, 185 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] G.Shi, H.Iima and N.Sannomiya: "Comparison of Two Genetic Algorithms in Solving Tough Job Shop Scheduling Problems" Trans.IEE of Japan. Vol.117-C,No.7. 856-864 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] H.Iima and N.Sannomiya: "A Method for constructing Genetic Algorithm for a Re-scheduling Problem in an Open-shop Process" Trans.ISCIE. Vol.10, No.7. 361-368 (1997)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] N.Sannomiya, H.Iima and A.Aoki: "The Effect of Heuris-tics in Genetic Algorithm for Solving a Scheduling Problem" Preprints of 9th IFAC Symp.on Information Control in Manufacturing. Vol.II. 451-456 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] N.Sannomiya, H.Iima, K.Suzuki and Y.Kobayashi: "Genetic Algorithm Approach to a Scheduling Problem for a Complex Manufacturing System" Preprints of 8th IFAC Symp.on Large Scals Systems. Vol.1. 271-276 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] H.Iima, O.Mitsui, N.Sannomiya and R.Sakakibara: "Genetic Algorithm Approach to a Scheduling Problem in an Electric Wire Processing Process" Trans.ISCIE. Vol.11, No.8. 441-448 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] K.Ashizawa, H.Iima, N.Sannomiya, K.Suzuki and Y.Kobayashi: "Genetic Algorithm Approach to a Scheduling Problem for a Metal Mold Assembly Process" Trans.ISCIE. Vol.12, No.1. 27-35 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Expert Committee of Combinatorial Optimization Includ-ing GA (Ed.): Genetic Algorithm and Neural Networks. Corona Publishing Co.Ltd., (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] N.Sannomiya, H.Kita, H.Tamaki and T,Iwamoto: Genetic Algorithms and Optimization. Asakura Shoten, (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 青木 淳: "一台の多機能機械が付加されたジョブショップ問題に対する遺伝アルゴリズムの適用" 計測自動制御学会論文集. 34・3. 263-269 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 三井 修: "2工程並列機械スケジュール問題に対する遺伝アルゴリズムの構成法" 計測自動制御学会論文集. 34・3. 278-280 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] H.Iima: "Genetic Algorithm Approach to Production Ordering Problems with Inconsistent Constraints" Proc.IEEE Int.Symp.on Industrial Electronics. 2. 703-708 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 飯間 等: "電線加工工程におけるスケジューリング問題の遺伝アルゴリズムによる解法" システム制御情報学会論文誌. 11・8. 441-448 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 芦沢一宏: "金型生産スケジューリング問題に対する遺伝アルゴリズムの適用" システム制御情報学会論文誌. 12・1. 27-35 (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] H.Iima: "Genetic Algorithm for a Scheduling Problem in an Electric Wire Production System with Three Subprocesses" Preprints of 14th IFAC World Congress. (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] 三宮信夫: "遺伝アルゴリズムと最適化" 朝倉書店, 185 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 小森隆史: "倉庫における容器積載問題の遺伝アルゴリズムによる解法" 計測自動制御学会論文集. 33・2. 127-134 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 若杉 誠: "製鉄所における酸洗工程の最製品投入順序問題に対する遺伝アルゴリズムの個体表現法" システム制御情報学会論文誌. 10・4. 173-181 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Guoyong Shi: "Comparison of Two Genetic Algorithms in Solving Tough Job Shop Scheduling Problems" 電気学会論文誌C. 117C・7. 856-864 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 飯間 等: "オープンショップ加工工程の再スケジューリング問題に対する遺伝アルゴリズムの構成法" システム制御情報学会論文誌. 10・7. 361-368 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] N.Sannomiya: "The effect of heuristics in genetic algorithm for solving a scheduling problem" Proc.of 9th IFAC Symp.on Information Control in Manufacturing. (1998)

    • Related Report
      1997 Annual Research Report
  • [Publications] N.Sannomiya: "Genetic algorithm approach to a scheduling problem for a complex manufacturing system" Proc.of 8th IFAC Symp.on Large Scale Systems. (1998)

    • Related Report
      1997 Annual Research Report
  • [Publications] 電気学会GA等組合せ最適化手法応用調査専門委員会編: "遺伝アルゴリズムとニューラルネット" コロナ社, 290 (1998)

    • Related Report
      1997 Annual Research Report

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Published: 1997-04-01   Modified: 2016-04-21  

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