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Study on the Production Scheduling and Logistic By Advanced Evolutionary Algorithms

Research Project

Project/Area Number 17510138
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionWaseda University

Principal Investigator

GEN Mitsuo  Waseda University, Graduate School of Information, Production, and Systems, Professor (20095003)

Co-Investigator(Kenkyū-buntansha) KATAYAMA Hiroshi  Waseda University, Department of Industrial and Management Systems Engineering, Professor (60091849)
Project Period (FY) 2005 – 2007
Project Status Completed (Fiscal Year 2007)
Budget Amount *help
¥3,410,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥210,000)
Fiscal Year 2007: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2006: ¥800,000 (Direct Cost: ¥800,000)
Fiscal Year 2005: ¥1,700,000 (Direct Cost: ¥1,700,000)
Keywordse-Manufacturing / e-Logistics / Evolutionary Algorithms / Fuzzy Logic Control / Advanced Planning and Scheduling / Supply Chain Management / Manufacturing & Logistics Systems / Integrated Scheduling / APS / Evolutionary Computation / hybrid Genetic Algorithm
Research Abstract

In this research, we provided a comprehensive survey of the current state-of-the-art in the use of EA in manufacturing and logistics systems.
Advanced planning and scheduling (APS) refers to a manufacturing management process by which raw materials and production capacity are optimally allocated to meet demand. APS is especially well-suited to environments where simpler planning methods cannot adequately address complex trade-offs between competing priorities. In this research, we analyze the structure of integrated manufacturing system, and extract the mathematical model in advanced planning and scheduling field. According to the flexibility in APS, a multistage operation-based GA is developed as an effective approach for representing the information of flexible resources assignment in combinatorial scheduling problem. In terms of characters of different problem, effective local search techniques are combined to obtain active schedule, i.e. critical path local search, left shift local search.
With the development of economic globalization and extension of worldwide electronic marketing, global enterprise services supported by universal supply chain and world-wide logistics become imperative for business world. How to manage logistics system efficiently thus has become a key issue for almost, all of the enterprises to reduce their various costs in today's keenly competitive environment of business, especially for many multinational companies. In this research, we concern the logistics systems using GM. lb solve the logistics problems, we proposed different GA approaches, Prufer number-based encoding method, priority-based encoding method, extended priority-based GA, and random path-based GA. The effectiveness and efficiency of GA approaches were investigated with various scales of logistics problems by comparing with recent related researches.

Report

(4 results)
  • 2007 Annual Research Report   Final Research Report Summary
  • 2006 Annual Research Report
  • 2005 Annual Research Report
  • Research Products

    (98 results)

All 2008 2007 2006 2005

All Journal Article (96 results) (of which Peer Reviewed: 47 results) Book (2 results)

  • [Journal Article] 生産・物流情報システムにおける最適化問題への進化技術応用2008

    • Author(s)
      玄 光男, 林 林
    • Journal Title

      電気学会論文誌C 第128巻, 第3号

      Pages: 345-351

    • NAID

      10021131545

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] An effective evolutionary approach for bicriteria shortest path routing Problems2008

    • Author(s)
      L.Lin and M.Gen
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems vol.128, no.3

      Pages: 416-423

    • NAID

      10021131692

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Optimization and improvement in robot-based assembly line system by hybrid genetic algorithm2008

    • Author(s)
      L.Lin, M.Gen and J.Gao
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems vol.128, no.3

      Pages: 424-431

    • NAID

      10021131721

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A hybrid genetic and variable neighborhood descent algorithm for flexible job shop scheduling problems2008

    • Author(s)
      J.Gao, L.Sun and M.Gen
    • Journal Title

      Computers & Operations Research vol.35,no.9

      Pages: 2892-2907

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Evolutionary techniques for optimization problems in integrated manufacturing system:state-of-the-art survey2008

    • Author(s)
      M.Gen, L.Lin and H.Zhang
    • Journal Title

      Computers and lndustrial Engineering (accepted)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Assembly line balancing problem with worker allocation using multi-objective genetic algorithm2008

    • Author(s)
      Y.Cheng, L.Lin and M.Gen
    • Journal Title

      Computers and lndustrial Engineering (accepted)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A multiobjective genetic algorithm based approach to assembly line balancing problem with worker allocation2008

    • Author(s)
      W.Zhang, L.Lin and M.Gen
    • Journal Title

      Journal of the Society of Plant Engineering Japan vol.18,no.4(印刷中)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Auto-tuning strategy for evolutionary algorithms:balancing between exploration and exploitation2008

    • Author(s)
      L.Lin and M.Gen
    • Journal Title

      Soft Computing (in press)(印刷中)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Integrated multistage logistics network design by using hybrid evolutionary algorithm2008

    • Author(s)
      L.Lin, M.Gen and X.Wang
    • Journal Title

      Computers and Industrial Engineering (accepted)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Applications of evolutionary technology to manufactuing and logistics systems : state-of-the art survey2008

    • Author(s)
      M. Gen, L. Lin
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems vol.128, no.3

      Pages: 345-351

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] An effective evolitionary approach for bicriteria shortest path routing problems2008

    • Author(s)
      L. Lin, M. Gen
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems vol.128, no.3

      Pages: 416-423

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Optimization and improvement in robot-based assembly line system by hybrid genetic algorithm2008

    • Author(s)
      L. Lin, M. Gen, J. Gan
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems vol.128, no.3

      Pages: 424-431

    • NAID

      10021131721

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A hybrid genetic and variable neighborhood descent algorithm for flexible job shop scheduling problems2008

    • Author(s)
      J. Gao, L. Sun, M. Gen
    • Journal Title

      Computer&Operations Research vol.35, no.9

      Pages: 2892-2907

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Evolutionary techniques for optimization problems in integrated manufacturing system : state-of-the-art survey2008

    • Author(s)
      M. Gen, L. Lin, H. Zhang
    • Journal Title

      Computers and Industrial Engineering

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Assembly line balancing problem with worker allocation using multi-objective genctic algorithm2008

    • Author(s)
      Y. Cheng, L. Lin, M, Gen
    • Journal Title

      Computers and Industrial Engineering

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A multiobjective genetic algorithm based approach to assembly line balancing problem wit worker allocation2008

    • Author(s)
      W. Zhang, L. Lin, M. Gen
    • Journal Title

      Jourmal of the Society of Plant Engineering Japan vol.18, no.4

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Auto-tuning strategy for evolutionary algorithms : balancing between exploration and exploitation2008

    • Author(s)
      L. Lin, M. Gen
    • Journal Title

      Soft Computing

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Integrated multistage logistics network design by using hybrid evolitionary algorithm2008

    • Author(s)
      L. Lin, M. Gen, X. Wang
    • Journal Title

      Computers and Industrial Engineering

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] 生産・物流情報システムにおける最適化問題への進化技術応用2008

    • Author(s)
      玄 光男, 林 林
    • Journal Title

      電気学会論文誌C 128

      Pages: 416-423

    • NAID

      10021131545

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ランダムキー型遺伝的アルゴリズムによる資源制約付き多重プロジェクト・スケジューリング問題の解法2008

    • Author(s)
      岡田 幾太郎、林 林、玄 光男
    • Journal Title

      電気学会論文誌C 128

      Pages: 441-449

    • NAID

      10021131770

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An effective evolutionary approach for bicriteria shortest path routing problems2008

    • Author(s)
      L.Lin and M.Gen
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems 128

      Pages: 416-423

    • NAID

      10021131692

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimization and improvement in robot-based assembly line system by hybrid genetic algorithm2008

    • Author(s)
      L.Lin, M.Gen and J.Gao
    • Journal Title

      IEEJ Transactions on Electroics, Information and Systems 128

      Pages: 424-431

    • NAID

      10021131721

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A hybrid genetic and variable neighborhood descent algorithm for flexible job shop scheduling problems2008

    • Author(s)
      J.Gao, L.Sun and M.Gen
    • Journal Title

      Computers & Operations Research 35

      Pages: 2892-2907

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Auto-tuning strategy for evolutionary algorithms: balancing between exploration and exploitation2008

    • Author(s)
      L.Lin and M.Gen
    • Journal Title

      Soft Computing

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 優先順位型遺伝的アルゴリズムによる多段階サプライチェーン・ネットワークのシミュレーション設計問題の応用2007

    • Author(s)
      井上 古樹, 玄 光男
    • Journal Title

      日本ロジスティクスシステム学会誌 vol.7,no.1

      Pages: 3-19

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Case study on optimal routing in logistics network by priority-based genetic algorithm2007

    • Author(s)
      X.Wang, L.Lin, M.Gen and M.Shiota
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems vol.127, no.1

      Pages: 10-16

    • NAID

      10018660554

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Assembly Line Balancing with Multi-Objective Genetic Algorithm2007

    • Author(s)
      ReaKook Hwang, H.Katayama, M.Gen
    • Journal Title

      International Journal of Production Research (印刷中)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A hybrid of genetic algorithm and bottleneck shifting for multiobjective flexible job shop scheduling problems2007

    • Author(s)
      J.Gao, M.Gen, L.Sun and X.Zhao
    • Journal Title

      Computers & Industrial Engineering vol.53,no.1

      Pages: 149-162

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A steady-state genetic algorithm for multi-product supply chain network design2007

    • Author(s)
      F.Altiparmak, M.Gen, L.Lin and I.Karaoglan
    • Journal Title

      Computers and Industrial Engineering (Available online)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Design and simulation for Multi-stage Supply Chain Network by Priority-based Genetic Algorithm2007

    • Author(s)
      H. Inoue, M. Gen
    • Journal Title

      Journal of The Japan Society of Logistics system vol.7, no.1

      Pages: 3-19

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Case study on optimal routing in logistics network by priority-based genetic algorithm2007

    • Author(s)
      X. Wang, L. Lin, M. Gen, M. Shiota
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems vol.127, no.1

      Pages: 10-16

    • NAID

      10018660554

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Assembly Line Balancing with Multi-Objective Gentic Algorithm2007

    • Author(s)
      Reakook Hwang, H. Katayama, M. Gen
    • Journal Title

      International Journal of Prodection Research

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A hybrid of genetic algorithm and bottleneck shifting for multiobjective flexible job shop scheduling problems2007

    • Author(s)
      J. Gao, M. Gen, L. Sun, X. Zhao
    • Journal Title

      Computers&Industrial Engineering vol.53, no.1

      Pages: 149-162

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A steady-state genctic algorithm for multi-product supply chain netwokr design2007

    • Author(s)
      F. Altiparmak, M. Gen, L. Lin, I. Karaoglan
    • Journal Title

      Computers&Industrial Engineering Available online

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] 優先順位型遺伝的アルゴリズムによる多段階サプライチェーン・ネットワークのシミュレーション設計問題の応用2007

    • Author(s)
      井上 古樹, 玄 光男
    • Journal Title

      日本ロジスティクスシステム学会誌 7

      Pages: 3-19

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Case study on optimal routing in logistics network by priority-based geneticalgorithm2007

    • Author(s)
      X.Wang, L.Lin, M.Gen and M.Shiota
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems 127

      Pages: 10-16

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Assembly Line Balancing with Multi-Objective Genetic Algorithm2007

    • Author(s)
      ReaKook Hwang, H. Katayama, M.Gen
    • Journal Title

      International Journal of Production Research In Press

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A hybrid of genetic algorithm and bottleneck shifting for multiobjective flexible job shop scheduling problems2007

    • Author(s)
      J.Gao, M.Gen, L.Sun and X.Zhao
    • Journal Title

      Computers & Industrial Engineering 53

      Pages: 149-162

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A steady-state genetic algorithm for multi-product supply chain network design2007

    • Author(s)
      F.Altiparmak, M.Gen, L.Lin and I.Karaoglan
    • Journal Title

      Computers and Industrial Engineering (Available-Online)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] U-shaped assembly line balancing problem with genetic algorithm2007

    • Author(s)
      R.Hwang, H.Katayama, M.Gen
    • Journal Title

      International Journal of Production Research

      Pages: 4637-4649

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] U-shaped Assembly Line Balancing Problem with Genetic Algoritym2007

    • Author(s)
      R.K.Hwang, Katayama, H., Gen, M.
    • Journal Title

      International Journal of Production Research accepted in January

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 優先順位型遺伝的アルゴリズムによる多段階サプライチェーン・ネットワークのシミュレーション設計問題の応用2007

    • Author(s)
      井上古樹, 玄光男
    • Journal Title

      日本ロジスティクスシステム学会誌 vol.7, no.1

      Pages: 3-19

    • Related Report
      2006 Annual Research Report
  • [Journal Article] A hybrid genetic and variable neighborhood descent algorithm for flexible job shop scheduling problems2007

    • Author(s)
      J.Gao, L.Sun, M.Gen
    • Journal Title

      Couputers & Operations Research (in Press)

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Case study on optimal routing in logistics network by priority-based genetic algorithm2007

    • Author(s)
      X.Wang, L.Lin, M.Gen, M.Shiota
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems vol.127, no.1

      Pages: 10-16

    • NAID

      10018660554

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Network model and effective evolutionary approach for AGV dispatching in manufacturing system2006

    • Author(s)
      L.Lin, S.W.Shinn, M.Gen and H.Hwang
    • Journal Title

      Journal of Intelligent Manufacturing vol.17,no.4

      Pages: 465-477

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A genetic algorithm for two-stage transportation problem using priority-based encoding2006

    • Author(s)
      M.Gen, F.Altiparamk and L.Lin
    • Journal Title

      OR Spectrum vol.28,no.3

      Pages: 337-354

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Effective Designing Chromosome for Optimizing Advanced Planning and Scheduling2006

    • Author(s)
      M.Gen and H.Zhang
    • Journal Title

      Intelligent Engineering Systems Through Artificial Neural Networks vol.16

      Pages: 61-66

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A genetic algorithm approach for multi-objective optimization of supply chain networks2006

    • Author(s)
      F.Altiparmak, M.Gen, L.Lin and T.Paksoy
    • Journal Title

      Computers and Industrial Engineering vol.51,no.1

      Pages: 196-251

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Scheduling jobs and maintenances in flexible job shop with a hybrid genetic algorithm2006

    • Author(s)
      J.Gao, M.Gen and L.Sun
    • Journal Title

      Journal of Intelligent Manufacturing vol.17,no.4

      Pages: 493-508

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] An effective coding approach for multiobjective integrated resource selection and operation sequences problem2006

    • Author(s)
      H.Zhang, M.Gen and Y.Seo
    • Journal Title

      Journal of Intelligent Manufacturing vol.17,no.4

      Pages: 385-398

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Integrated data structure and scheduling approach for manufacturing and transportation using hybrid genetic algorithm2006

    • Author(s)
      A.Okamoto, M.Gen and M.Sugawara
    • Journal Title

      Journal of Intelligent Manufacturing vol.17,no.4

      Pages: 411-422

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Integrated Scheduling Problem of Manufacturing and Transportation with Pickup and Delivery2006

    • Author(s)
      A.Okamoto, M.Gen and M.Sugawara
    • Journal Title

      International Journal of Logistics and SCM Systems vol.1

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Adaptive genetic algorithm for advanced planning in manufacturing supply chain2006

    • Author(s)
      C.Moon, Y.Seo, Y.Yun and M.Gen
    • Journal Title

      Journal of Intelligent Manufacturing vol.17,no.4

      Pages: 509-522

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Network model and effective evolutionary approach for AGV dispatching in manufacturing system2006

    • Author(s)
      L. Lin, S. W. Shinn, M. Gen, H. Hwang
    • Journal Title

      Journal of Intelligent Manufactuning vol.17, no.4

      Pages: 465-477

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A genetic algorithm for two-stage transportation problem using priority-based encoding2006

    • Author(s)
      M. Gen, F. Altiparamk, L. Lin
    • Journal Title

      OR Spectrum vol.28, no.3

      Pages: 337-354

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Effective Designing Chormosome for Optimizing Advanced Planning and Scheduling2006

    • Author(s)
      M. Gen, H. Zhang
    • Journal Title

      Interlligent Engineering Systems Through Artificial Neural Networks vol.16

      Pages: 61-66

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] A genetic algorithm approach for multi-objective optimization of supply chain networks2006

    • Author(s)
      F.Altiparmak, M. Gen, L. Lin, T. Paksoy
    • Journal Title

      Computers&Industrial Engineering vol.51, no.1

      Pages: 196-215

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Scheduling jobs and maintenances in flexible job shop with a hybrid genetic algorithm2006

    • Author(s)
      J. Gao, M. Gen, L. Sun
    • Journal Title

      Journal of Intelligent Manufactuning vol.17, no.4

      Pages: 493-508

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] An effective coding approach for mltibjective integrated resource selection and oepration sequences problems2006

    • Author(s)
      H. Zhang, M. Gen, Y. Seo
    • Journal Title

      Journal of Intelligent Manufactuning vol.17, no.4

      Pages: 385-398

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Integrated data structure and scheduling approach for manufacturing and transportation using hybrid genetic algorithm2006

    • Author(s)
      A. Okamoto, M. Gen, M. Sugawara
    • Journal Title

      Journal of Intelligent Manufactuning vol.17, no.4

      Pages: 411-422

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Scheduling Problem of Manufacturing and Transportation with Pickup and Delivery2006

    • Author(s)
      A. Okamoto, M. Gen, M. Sugawara
    • Journal Title

      Interatged Internationa Journal of Logistics and SCM Systems vol.1

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Adaotive genetic algorithm for advanced planning in manufacturing supply chain2006

    • Author(s)
      C. Moon, Y. Seo, Y. Yun, M. Gen
    • Journal Title

      Journal of Intelligent Manufactuning vol.17, no.4

      Pages: 509-522

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Recent network design techniques using evolutionary algorithms2006

    • Author(s)
      M. Gen, A. Kumar, J. R. Kim
    • Journal Title

      Economics vol.98, no.2

      Pages: 251-261

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Network model and effective evolutionary approach for AGV dispatching in manufacturing system2006

    • Author(s)
      L.Lin, S.W.Shinn, M.Gen and H.Hwang
    • Journal Title

      Journal of Intelligent Manufacturing 17

      Pages: 465-477

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A genetie algorithm for two-stage transportation problem using priority-based encoding2006

    • Author(s)
      M.Gen, F.Altiparamk and L.Lin
    • Journal Title

      OR Spectrum 28

      Pages: 337-354

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A genetic algorithm approach for multi-objective optimization of supply chain networks2006

    • Author(s)
      F.Altiparmak, M.Gen, L.Lin and T.Paksoy
    • Journal Title

      computers and Industrial Engineering 51

      Pages: 196-215

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Integrated data structure and scheduling approach for manufacturing and transportation using hybrid genetic algorithm2006

    • Author(s)
      A.Okamoto, M.Gen and M, Sugawara
    • Journal Title

      Journal of Intelligent Manufacturing 17

      Pages: 411-422

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Integrated Scheduling Problem of Manufacturing and Transportation with Pickup and Delivery2006

    • Author(s)
      A.Okamoto, M.Gen and M.Sugawara
    • Journal Title

      International Journal of Logistics and SCM Systems 1

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Scheduling jobs and maintenances in flexible job shop with a hybrid genetic algorithm2006

    • Author(s)
      J.Gao, M.Gen and L.Sun
    • Journal Title

      Journal of Intelligent Manufacturing 17

      Pages: 493-508

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An effective coding approach for multiobjective integrated resource selection and operation sequences problem2006

    • Author(s)
      H.Zhang, M.Gen and Y.Seo
    • Journal Title

      Journal of Intelligent Manufacturing 17

      Pages: 385-398

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Adaptive genetic algorithm for advanced planning in manufacturing supply chain2006

    • Author(s)
      C.Moon, Y.Seo, Y.Yun and M.Gen
    • Journal Title

      Journal of Intelligent Manufacturing 17

      Pages: 509-522

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A genetic algorithm for two-stage transportation problem using priority-based encoding2006

    • Author(s)
      M.Gen, F.Altiparamk, L.Lin
    • Journal Title

      OR Spectrum vol.28, no.3

      Pages: 337-354

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Effetive Designing Chromosome for Optimizing Advanced Planning and Scheduling2006

    • Author(s)
      M.Gen, H.Zhang
    • Journal Title

      C. H. Dagli et al. edit, Intelligent Engineering Systems Through Artificial Neural Networks Volume 16

      Pages: 61-66

    • Related Report
      2006 Annual Research Report
  • [Journal Article] A genetic algorithm approach for multi-objective optimization of supply chain networks2006

    • Author(s)
      F.Altiparmak, M.Gen, L.Lin, T.Paksoy
    • Journal Title

      Computers and Industrial Engineering vol.51, no.1

      Pages: 196-215

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Scheduling jobs and maintenances in flexible job shop with a hybrid genetic algorithm2006

    • Author(s)
      J.Gao, M.Gen, L.Sum
    • Journal Title

      Journal of Intelligent Manufacturing vol.17, no.4

      Pages: 493-508

    • Related Report
      2006 Annual Research Report
  • [Journal Article] An effective coding approach for multiobjective integrated resource selection and operation sequences problem2006

    • Author(s)
      H.Zhang, M.Gen, Y.Seo
    • Journal Title

      Journal of Intelligent Manufacturing vol.17, no.4

      Pages: 385-398

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Integrated data structure and scheduling approach for manufacturing and transportation using hybrid genetic algorithm2006

    • Author(s)
      A.Okamoto, M.Gen, M.Sugawara
    • Journal Title

      Journal of Intelligent Manufacturing vol.17, no.4

      Pages: 411-422

    • Related Report
      2006 Annual Research Report
  • [Journal Article] A comparison of multiprocessor task scheduling algorithms with communication costs2006

    • Author(s)
      R.Hwang, M.Gen, H.Katayama
    • Journal Title

      Computers & Operations Research (in press)

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Integrated Scheduling Problem of Manufacturing and Transportation with Pickup and Delivery2006

    • Author(s)
      A.Okamoto, M.Gen, M.Sugawara
    • Journal Title

      International Journal of Logistics and SCM Systems vol.1

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Network model and effective evolutionary approach for AGV dispatching in manufacturing system2006

    • Author(s)
      L.Lin, S.W.Shinn, M.Gen, H.Hwang
    • Journal Title

      Journal of Intelligent Manufacturing vol.17, no.4

      Pages: 465-477

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Adaptive genetic algorithm for advanced planning in manufacturing supply chain2006

    • Author(s)
      c.Moon, Y.Seo, Y.Yun, M.Gen
    • Journal Title

      Journalof Intelligent Manufacturing vol.17, no.4

      Pages: 509-522

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Multi-objective hybrid genetic algorithm for bicriteria network design problem2005

    • Author(s)
      M.Gen and Lin Lin
    • Journal Title

      Complexity International vol.11

      Pages: 73-83

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Recent network design techniques using evolutionary algorithms2005

    • Author(s)
      M.Gen, A.Kumar and J.R.Kim
    • Journal Title

      International Journal of Production Economics vol.98, no.2

      Pages: 251-261

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Hybrid genetic algorithm for multi-time period production/distribution planning2005

    • Author(s)
      M.Gen and A.Syalif
    • Journal Title

      Computers & Industrial Engineering vol.48,no.4

      Pages: 799-809

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] 菅原光政:スケジューラmoGAとXMLによるAPSシステム2005

    • Author(s)
      岡本 東, 玄 光男
    • Journal Title

      日本設備管理学会誌 第17巻2号

      Pages: 41-50

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Hybrid genetic algorithm for multi-time period prodution/distribution planning2005

    • Author(s)
      M. Gen, A. Syalif
    • Journal Title

      Computers&Industrual Engineering vol48, no.4

      Pages: 799-809

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] APS System Design By moGA&XML-based Schduler2005

    • Author(s)
      A. Okamoto, M. Gen, M. Sugawara
    • Journal Title

      Journal of the Society of Plant Engineers Japan vol.17, no.2

      Pages: 41-50

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Multistage-based genetic algorithm for flexible job-shop scheduling problem2005

    • Author(s)
      H.Zhang, M.Gen
    • Journal Title

      Complexity International 11

      Pages: 223-232

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Bicriteria real-time tasks scheduling using genetic algorithm2005

    • Author(s)
      M.Yoo, M.Gen
    • Journal Title

      Complexity International 11

      Pages: 233-242

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Multi-objective Hybrid Genetic Algorithm for Bicriteria Network Design Problem2005

    • Author(s)
      M.Gen, L.Lin
    • Journal Title

      Complexity International 11

      Pages: 73-83

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Recent network design techniques using evolutionary algorithms2005

    • Author(s)
      M.Gen, A.Kumar, J.R.Kim
    • Journal Title

      International Journal of Production Economics 98

      Pages: 251-261

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Hybrid genetic algorithm for multi-time period production/distribution planning2005

    • Author(s)
      M.Gen, A.Syalif
    • Journal Title

      Computers & Industrial Engineering 48

      Pages: 799-809

    • Related Report
      2005 Annual Research Report
  • [Journal Article] スケジューラmoGAとXMLによるAPSシステム2005

    • Author(s)
      岡本 東, 玄 光男, 菅原光政
    • Journal Title

      日本設備管理学会誌 17

      Pages: 41-50

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Preventive Maintenance Scheduling in Semiconductor Manufacturing with Hybrid Genetic Algorithms2005

    • Author(s)
      J.Gao, M.Gen
    • Journal Title

      J.the Society of Plant Engineering Japan 17

      Pages: 31-40

    • Related Report
      2005 Annual Research Report
  • [Journal Article] A genetic algorithm with modified crossover operator and search area adaptation for the job-shop scheduling problem2005

    • Author(s)
      M.Watanabe, K.Ida, M.Gen
    • Journal Title

      Computers & Industrial Engineering 48

      Pages: 743-752

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Hybrid genetic algorithm with adaptive abilities for resource-constrained multiple project scheduling2005

    • Author(s)
      K.W.Kim, Y.Yun, J.Yoon, M.Gen, G.Yamazaki
    • Journal Title

      Computers in Industry 56

      Pages: 143-160

    • Related Report
      2005 Annual Research Report
  • [Book] ネットワークモデルと多目的GA2008

    • Author(s)
      玄 光男、林 林
    • Total Pages
      256
    • Publisher
      1
    • Related Report
      2007 Annual Research Report
  • [Book] Network Models and Optimization: Multobjective Genetic Algorithm Approach2008

    • Author(s)
      M.Gen, R.Cheng and Lin Lin
    • Total Pages
      710
    • Publisher
      1
    • Related Report
      2007 Annual Research Report

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Published: 2005-04-01   Modified: 2016-04-21  

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