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2013 Fiscal Year Final Research Report

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

Research Project

  • PDF
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
Keywordsメタ戦略
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.

  • Research Products

    (13 results)

All 2014 2013 2012 2011 2010

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (11 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

    • 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

    • 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))
    • Year and Date
      20140900
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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

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Published: 2015-06-25  

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