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The development of iterative constraint satisfaction problem solving methods for combinational optimization problems

Research Project

Project/Area Number 22700231
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Sensitivity informatics/Soft computing
Research InstitutionTokyo Institute of Technology

Principal Investigator

NAGATA Yuichi  東京工業大学, 情報生命博士教育院, 特任准教授 (70334795)

Project Period (FY) 2010-04-01 – 2013-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2012: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2011: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2010: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsメタ戦略 / 制約充足 / 組合せ最適化 / vehicle routing / timetabling / 制約充足問題 / スケジューリング問題 / 配送計画問題 / タプ探索
Research Abstract

In this research, I have developed a new local search-based search framework called guided ejection search (GES) and constructed a very powerful solution method for the job shop scheduling problem, which is one of the most studied scheduling problems in the OR community. The framework of GES is based on local search but has the following features; it efficiently enumerates bottlenecks of the current best solution in improving the quality and preferably resolves one that is not resolved recently. The basic idea of GES can be straightforwardly applied to other combinational optimization problems, and I have developed very powerful solution methods for the vehicle routing problem and timetabling problem.

Report

(4 results)
  • 2013 Final Research Report ( PDF )
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (23 results)

All 2014 2013 2012 2011 2010

All Journal Article (8 results) (of which Peer Reviewed: 8 results) Presentation (15 results)

  • [Journal Article] A Powerful Genetic Algorithm using Edge Assembling Crossover for the Traveling Salesman Problem2013

    • Author(s)
      Y.Nagata and S.Kobayashi
    • Journal Title

      Informs Journal on Computing

      Volume: vol.25, no.2 Pages: 346-363

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A new genetic algorithm for the asymmetric traveling salesman problem2012

    • Author(s)
      Y.Nagata and D.Soler
    • Journal Title

      Expert Systems with Applications

      Volume: vol.39, no.10 Pages: 8947-8953

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Powerful Genetic Algorithm using Edge Assembling Crossover for the Traveling Salesman Problem2012

    • Author(s)
      Yuichi Nagata, Shigenobu Kobayashi
    • Journal Title

      Informs Journal on Computing

      Volume: (採録決定)

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A new genetic algorithm for the asymmetric traveling salesman problem2012

    • Author(s)
      Y.Nagata, D.Soler
    • Journal Title

      Expert Systems with Applications

      Volume: 39 Issue: 10 Pages: 8947-8953

    • DOI

      10.1016/j.eswa.2012.02.029

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The mixed capacitated general routing problem with turn penalties2011

    • Author(s)
      O.Braysy, E.Martinez, Y.Nagata, D.Soler
    • Journal Title

      Expert Systems With Applications

      Volume: 38 Issue: 10 Pages: 12954-12966

    • DOI

      10.1016/j.eswa.2011.04.092

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Hybrid Genetic/Tabu Search Algorithm for the Job Shop Scheduling Problem2011

    • Author(s)
      Yuichi Nagata, Shigenobu Kobayashi
    • Journal Title

      In Post conference Revised and Selected Volume Papers of 8th Metaheuristics International Conference, Springer

      Volume: (In press)

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Guided Ejection Search for the Pickup and Delivery Problem with Time Windows2010

    • Author(s)
      Yuichi Nagata, Shigenobu Kobayashi
    • Journal Title

      10th European Conference on Evolutionary Computation in Combinatorial Optimization

      Volume: LNCS 6022 Pages: 202-213

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Memetic Algorithm for the Pickup and Delivery Problem with Time Windows using Route Exchange Crossover2010

    • Author(s)
      Yuichi Nagata, Shigenobu Kobayashi
    • Journal Title

      11th International Conference on Parallel Problem Solving from Nature

      Volume: LNCS 6238 Pages: 536-545

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] Random Partial Neighborhood Search for University Course Timetabling Problem2014

    • Author(s)
      Y.Nagata and I.Ono
    • Organizer
      Proceedings of the 13th International Conference on Parallel Problem Solving from Nature (PPSN 2014)
    • Place of Presentation
      Ljubljana, Slovenia (Ljubljana, Slovenia (発表予定))
    • Related Report
      2013 Final Research Report
  • [Presentation] An Enhancement of Edge Assembly Crossover for the Capacitated Vehicle Routing Problem2013

    • Author(s)
      Y.Nagata and I.Ono
    • Organizer
      Proceedings of the 10th Metaheuristics International Conference (MIC 2013)
    • Place of Presentation
      Singapore (243-245)
    • Year and Date
      2013-08-07
    • Related Report
      2013 Final Research Report
  • [Presentation] A Parallel Genetic Algorithm with Edge Assembly Crossover for 100,000-City Scale TSPs2013

    • Author(s)
      K.Honda, Y.Nagata and I.Ono
    • Organizer
      Proceedings of the 2013 Congress on Evolutionary Computation (CEC 2013)
    • Place of Presentation
      Cancun, Mexico (1278-1285)
    • Year and Date
      2013-06-21
    • Related Report
      2013 Final Research Report
  • [Presentation] High-Order Sequence Entropies for Measuring Population Diversity in the Traveling Salesman Problem2013

    • Author(s)
      Y.Nagata and I.Ono
    • Organizer
      Proceedings of the 13th European Conference on Evolutionary Computation in Combinatorial Optimization (EvoCOP 2013)
    • Place of Presentation
      Vienna, Austria (LNCS 7832, 179-190)
    • Year and Date
      2013-04-05
    • Related Report
      2013 Final Research Report
  • [Presentation] An Enhancement of Edge Assembly Crossover for the Capacitated Vehicle Routing Problem2013

    • Author(s)
      Y. Nagata and I. Ono
    • Organizer
      the 10th Metaheuristics International Conference (MIC 2013)
    • Place of Presentation
      singpore
    • Related Report
      2012 Annual Research Report
  • [Presentation] 10万都市規模TSPのための交叉EAXに基づく並列GA モデルの提案2012

    • Author(s)
      本田和麻,永田裕一,小野功
    • Organizer
      進化計算学会 進化計算シンポジウム2012
    • Place of Presentation
      軽井沢
    • Year and Date
      2012-12-16
    • Related Report
      2013 Final Research Report
  • [Presentation] 高次の依存関係を考慮したエントロピーによる遺伝的アルゴリズムの多様性維持2012

    • Author(s)
      永田裕一,小野功
    • Organizer
      進化計算学会 進化計算シンポジウム2012
    • Place of Presentation
      軽井沢
    • Year and Date
      2012-12-15
    • Related Report
      2013 Final Research Report
  • [Presentation] Guided ejection search の提案とジョブショップスケジューリング問題への適用2011

    • Author(s)
      永田裕一
    • Organizer
      電気学会 電子情報システム部門大会
    • Place of Presentation
      富山大学
    • Year and Date
      2011-09-08
    • Related Report
      2013 Final Research Report
  • [Presentation] Guided ejection searchの提案とジョブショップスケジューリング問題への適用2011

    • Author(s)
      水田裕一
    • Organizer
      電気学会・電子情報システム部門大会
    • Place of Presentation
      富山大学
    • Year and Date
      2011-09-08
    • Related Report
      2011 Annual Research Report
  • [Presentation] Memetic Algorithm using Selective Route Exchange Crossover for the Capacitated Vehicle Routing Problem2011

    • Author(s)
      Y.Nagata, I.Ono and S.Kobayashi
    • Organizer
      Proceedings of the 9th Metaheuristics International Conference (MIC 2011)
    • Place of Presentation
      Udine, Italy (329-338)
    • Year and Date
      2011-07-26
    • Related Report
      2013 Final Research Report
  • [Presentation] Memetic Algorithm using Selective Route Exchange Crossover for the Capacitated Vehicle Routing Problem2011

    • Author(s)
      Yuichi Nagata
    • Organizer
      the 9th Metaheuristics International Conference (MIC-2011)
    • Place of Presentation
      イタリア,ウーディネ
    • Year and Date
      2011-07-26
    • Related Report
      2011 Annual Research Report
  • [Presentation] A Memetic Algorithm for the Pickup and Delivery Problem with Time Windows using Route Exchange Crossover2010

    • Author(s)
      Y.Nagata and S.Kobayashi
    • Organizer
      Proceedings of the 11th International Conference on Parallel Problem Solving from Nature (PPSN 2010)
    • Place of Presentation
      Krakow, Poland (LNCS 6238, 536-545)
    • Year and Date
      2010-09-15
    • Related Report
      2013 Final Research Report
  • [Presentation] 選択的なルート交換交叉法を用いたMemetic Algorithm のPickup and Delivery Problem with Time Windows への適用2010

    • Author(s)
      永田裕一,小林重信
    • Organizer
      人工知能学会 第4回進化計算フロンティア研究会
    • Place of Presentation
      東京工業大学
    • Year and Date
      2010-06-04
    • Related Report
      2013 Final Research Report
  • [Presentation] Guided Ejection Search for the Pickup and Delivery Problem with Time Windows2010

    • Author(s)
      Y.Nagata and S.Kobayashi
    • Organizer
      Proceedings of the 10th European Conference on Evolutionary Computation in Combinatorial Optimization (EvoCOP 2010)
    • Place of Presentation
      Istanbul, Turkey (LNCS 6022, 202-213)
    • Year and Date
      2010-04-07
    • Related Report
      2013 Final Research Report
  • [Presentation] 選択的なルート交換交叉法を用いたMemetic AlgorithmのPickup and Delivery Problem with Time Windowsへの適用2010

    • Author(s)
      永田裕一, 小林重信
    • Organizer
      第4回進化計算フロンティア研究会
    • Place of Presentation
      東京工業大学・東京
    • Related Report
      2010 Annual Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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