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Constraint oriented metaheuristics system for the vehicle routing problem

Research Project

Project/Area Number 17K00342
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Soft computing
Research InstitutionThe University of Tokushima

Principal Investigator

NAGATA Yuichi  徳島大学, 大学院社会産業理工学研究部(理工学域), 准教授 (70334795)

Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2019: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2018: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords車両配送問題 / タブ探索 / 3Dパッキング / 遺伝的アルゴリズム / 巡回セールスマン問題 / 絵画的迷路作成問題 / 最適化システム / 3Dパッキング / 3次元パッキング / 動的スケジューリング / 配送計画問題 / 制約指向 / メタ戦略
Outline of Final Research Achievements

I have formulated a vehicle routing problem (3L-CVRP) that takes into account 3D packing of a delivery package. I have devised an efficient algorithm for 3D packing using a method that focuses on the free space in the container during packing, and have confirmed its effectiveness in benchmark problems. A simple tabu search was used to solve the vehicle routing problem, which was combined with the proposed packing algorithm to construct a solution method. The effectiveness of the proposed method is demonstrated on a set of benchmark problems.

Academic Significance and Societal Importance of the Research Achievements

現実の車両配送では,配送経路の最適化だけでなく,車両に積み込む荷物の3次元配置の最適化も込みで考える必要がある.これまで,配送経路の最適化(車両配送問題)と3次元物体の詰込み(パッキング問題)の研究は多くなされていたが,これらを同時に行う研究はあまり多くはなされていなかった.本研究では,これらの最適化を同時に行うためのアルゴリズム開発を行った.
3次元パッキングを行う際には,現実に想定される様々な制約(積み上げた時の安定性など)があり,これらを考慮した定式化を行った.また,これらの制約を満たしているかどうかの判定を効率的に行うためのデータ構造やアルゴリズムを開発した.

Report

(5 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (14 results)

All 2020 2019 2018 2017

All Journal Article (8 results) (of which Peer Reviewed: 8 results) Presentation (6 results)

  • [Journal Article] High-Order Entropy-based Population Diversity Measures in the Traveling Salesman Problem2020

    • Author(s)
      Yuichi Nagata
    • Journal Title

      Evolutionary Computation

      Volume: 28 Issue: 4 Pages: 595-619

    • DOI

      10.1162/evco_a_00268

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A genetic algorithm for the picture maze generation problem2020

    • Author(s)
      Nagata Yuichi、Imamiya Akinori、Ono Norihiko
    • Journal Title

      Computers & Operations Research

      Volume: 115 Pages: 104860-104860

    • DOI

      10.1016/j.cor.2019.104860

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Modeling of a Vehicle Routing Problem with Actual Constraints and Re-scheduling for Dynamic Requests2019

    • Author(s)
      31.沖 展彰,小野 典彦,永田 裕一
    • Journal Title

      Transactions of the Society of Instrument and Control Engineers

      Volume: 55 Issue: 4 Pages: 313-323

    • DOI

      10.9746/sicetr.55.313

    • NAID

      130007633062

    • ISSN
      0453-4654, 1883-8189
    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Escherization with a Distance Function Focusing on the Similarity of Local Structure2018

    • Author(s)
      Yuichi Nagata
    • Journal Title

      Proceedings of the 15th International Conference on Parallel Problem Solving from Nature (PPSN 2018)

      Volume: LNCS 11101 Pages: 108-120

    • DOI

      10.1007/978-3-319-99253-2_9

    • ISBN
      9783319992525, 9783319992532
    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Partial Neighborhood Search for the Post-Enrollment Course Timetabling Problem2018

    • Author(s)
      Yuicih Nagata
    • Journal Title

      Computers & Operations research

      Volume: 90 Pages: 84-96

    • DOI

      10.1016/j.cor.2017.09.014

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Guided Local Search with Iterative Ejections of Bottleneck Operations for the Job Shop Scheduling Problem2018

    • Author(s)
      Yuichi Nagata and Isao Ono
    • Journal Title

      Yuichi Nagata and Isao Ono

      Volume: 90 Pages: 60-71

    • DOI

      10.1016/j.cor.2017.09.017

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Modeling of the Simultaneous Table Scheduling Problem and Dynamic Scheduling for this Problem2018

    • Author(s)
      山吹 卓矢,小野 典彦,永田 裕一
    • Journal Title

      Transactions of the Society of Instrument and Control Engineers

      Volume: 54 Issue: 3 Pages: 346-356

    • DOI

      10.9746/sicetr.54.346

    • NAID

      130006512935

    • ISSN
      0453-4654, 1883-8189
    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Parallelization of GA-EAX using Identical Population in all Processes2018

    • Author(s)
      寺尾 圭一郎,小野 典彦,永田 裕一
    • Journal Title

      Transaction of the Japanese Society for Evolutionary Computation

      Volume: 8 Issue: 3 Pages: 100-110

    • DOI

      10.11394/tjpnsec.8.100

    • NAID

      130006668421

    • ISSN
      2185-7385
    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Presentation] 遺伝的アルゴリズムによる絵画的迷路作成迷路の作成2020

    • Author(s)
      永田裕一
    • Organizer
      電気学会システム研究会2020
    • Related Report
      2019 Research-status Report
  • [Presentation] 経路と積載の同時最適化を考慮した車両配送問題の解法2018

    • Author(s)
      森口 裕人,小野 典彦,永田 裕一
    • Organizer
      第46回知能システムシンポジウム
    • Related Report
      2018 Research-status Report
  • [Presentation] 絵画的迷路生成問題に対する遺伝的アルゴリズムの開発と最長経路問題への適用2018

    • Author(s)
      永田裕一
    • Organizer
      進化計算シンポジウム2018
    • Related Report
      2018 Research-status Report
  • [Presentation] 車両配送問題における追加注文を考慮した配送計画システムの提案2017

    • Author(s)
      織田雄大,小野典彦,永田裕一
    • Organizer
      第12回コンピューテーショナル・インテリジェンス研究会
    • Related Report
      2017 Research-status Report
  • [Presentation] 一般化距離尺度を用いたエッシャー風タイリング問題の網羅的解法2017

    • Author(s)
      永田裕一,今堀慎治
    • Organizer
      進化計算学会進化計算シンポジウム2017
    • Related Report
      2017 Research-status Report
  • [Presentation] MAを用いた絵画的迷路の自動生成2017

    • Author(s)
      今宮明則,小野典彦,永田裕一
    • Organizer
      第12回コンピューテーショナル・インテリジェンス研究会
    • Related Report
      2017 Research-status Report

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Published: 2017-04-28   Modified: 2022-01-27  

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