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Development of new evolutionary multi-criterion optimization approaches for very large scale combinatorial optimization problems and its solution analysis

Research Project

Project/Area Number 26330269
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Soft computing
Research InstitutionMuroran Institute of Technology

Principal Investigator

WATANABE Shinya  室蘭工業大学, 工学研究科, 准教授 (30388136)

Co-Investigator(Kenkyū-buntansha) 榊原 一紀  富山県立大学, 工学部, 准教授 (30388110)
廣安 知之  同志社大学, 生命医科学部, 教授 (20298144)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords進化型多目的最適化 / 大規模問題 / 組み合わせ最適化 / 解分析 / Nurse Scheduling Problem / Vehicle Routing Problem / 大規模組合わせ最適化問題 / 大規模組み合わせ問題 / 看護師勤務表作成問題
Outline of Final Research Achievements

New evolutionary multi-criterion optimization (EMO) approaches specified for very large scale combinatorial optimization problems has been developed. In this research, we picked vehicle routing problem (VRP)and nurse scheduling problem (NSP) up, and new EMO approaches considering the characteristic of each problem were developed. Through numerical experiments, the effectiveness of these approaches could be verified.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (34 results)

All 2017 2016 2015 2014 Other

All Journal Article (12 results) (of which Peer Reviewed: 10 results,  Open Access: 5 results,  Acknowledgement Compliant: 4 results) Presentation (21 results) (of which Int'l Joint Research: 9 results) Remarks (1 results)

  • [Journal Article] Escaping from Local Optima and Convergence Mechanisms Based on Search History in Evolutionary Multi-criterion Optimization2017

    • Author(s)
      左文字響,渡邉真也
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 32 Issue: 3 Pages: E-GB1_1-12

    • DOI

      10.1527/tjsai.E-GB1

    • NAID

      130005632080

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Technical Trend of Analysis Approaches for Pareto Optimal Solutions2016

    • Author(s)
      渡邉 真也
    • Journal Title

      SYSTEMS, CONTROL AND INFORMATION

      Volume: 60 Issue: 7 Pages: 272-277

    • DOI

      10.11509/isciesci.60.7_272

    • NAID

      130005475634

    • ISSN
      0916-1600, 2424-1806
    • Related Report
      2016 Annual Research Report
  • [Journal Article] 看護師勤務表作成問題に対するヒューリスティクスおよび厳密解法に基づくアプローチの現在2016

    • Author(s)
      渡邉 真也,稲船 淳也
    • Journal Title

      オペレーションズ・リサーチ誌

      Volume: 62 Pages: 178-184

    • Related Report
      2016 Annual Research Report
  • [Journal Article] A Proposal on new Search Framework Based on Problem Decomposition and Adaptive Combination of Subproblems for Large Scale Vehicle Routing Problems2016

    • Author(s)
      伊藤匡志,渡邉真也,榊原一紀
    • Journal Title

      Transaction of the Japanese Society for Evolutionary Computation

      Volume: 6 Issue: 3 Pages: 146-158

    • DOI

      10.11394/tjpnsec.6.146

    • NAID

      130005125254

    • ISSN
      2185-7385
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Structurisation and visualisation of design space for launch vehicle with hybrid rocket engine2016

    • Author(s)
      Chiba, K., Kanazaki, M., Watanabe, S., Kitagawa, K., and Shimada, T
    • Journal Title

      International Journal of Automation and Logistics

      Volume: 2 Issue: 1/2 Pages: 26-44

    • DOI

      10.1504/ijal.2016.074912

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] フーリエスペクトル特性を考慮した進化型多目的最適化による少数投影CTの再構成2015

    • Author(s)
      長舟 和馬,渡邉 真也,塩谷 浩之
    • Journal Title

      情報処理学会論文誌数理モデル化と応用(TOM)

      Volume: 8 Pages: 45-61

    • NAID

      110009886643

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Detecting Foggy Images and Estimating the Haze Degree Factor2014

    • Author(s)
      Jun Mao, Uthai Phommasak, Shinya Watanabe and Hiroyuki Shioya
    • Journal Title

      J. Comput. Sci. and Syst. Biol.

      Volume: 7 Pages: 226-228

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Proposal on an Approach Based on Evolutionary Multi-criterion Optimization for Nurse Scheduling Problem2014

    • Author(s)
      渡邉 真也,奥寺 将至
    • Journal Title

      Transaction of the Japanese Society for Evolutionary Computation

      Volume: 5 Issue: 3 Pages: 32-44

    • DOI

      10.11394/tjpnsec.5.32

    • NAID

      130004707788

    • ISSN
      2185-7385
    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Conceptual design of single-stage launch vehicle with hybrid rocket engine using design informatics2014

    • Author(s)
      千葉 一永, 渡邉 真也, 金崎 雅博, 北川 幸樹, 嶋田 徹
    • Journal Title

      Transactions of the JSME (in Japanese)

      Volume: 80 Issue: 818 Pages: TRANS0287-TRANS0287

    • DOI

      10.1299/transjsme.2014trans0287

    • NAID

      130004701534

    • ISSN
      2187-9761
    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Revised Algorithm for Solving the Sum of Linear Ratios Problem with Lower Dimension Using Linear Relaxation2014

    • Author(s)
      Yongwen Hu, Jianming Shi and Shinya Watanabe
    • Journal Title

      International Journal of Operations Research

      Volume: 11 Pages: 28-39

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Proposal on Analysis Support System Based on Association Rule Analysis for Non-dominated Solutions2014

    • Author(s)
      渡邉 真也, 千葉 祐大, 金崎 雅博
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 29 Issue: 2 Pages: 219-233

    • DOI

      10.1527/tjsai.29.219

    • NAID

      130003391332

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] ユーザシステム協調型進化計算を用いたアバタ作成支援システムの提案2014

    • Author(s)
      渡邉真也, 斗澤将大, 中野啓佑, 小野智司
    • Journal Title

      情報処理学会論文誌「数理モデル化と応用」

      Volume: 7 Pages: 22-33

    • NAID

      110009579811

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Presentation] A proposal on a new efficient framework dedicated to large scale vehicle routing problems -FOCUS-2016

    • Author(s)
      Masashi Ito, Shinya Watanabe and Kazutoshi Sakakibara
    • Organizer
      Proceedings of The 2016 International Symposium on Nonlinear Theory and Its Applications (NOLTA2016)
    • Place of Presentation
      Yugawara, JAPAN
    • Year and Date
      2016-11-27
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A proposal of a new approach for strengthening the search ability of EMO algorithm -SPLASH2016

    • Author(s)
      Hibiki Samonji and Shinya Watanabe
    • Organizer
      The 2016 International Symposium on Nonlinear Theory and Its Applications (NOLTA2016)
    • Place of Presentation
      Yugawara, JAPAN
    • Year and Date
      2016-11-27
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A New Approach Based on Simplifying Problem and Partially Fixing Customers Sequence for Large Scale Vehicle Routing Problem2016

    • Author(s)
      Shinya Watanabe, Tetsuya Sato, Kazutoshi Sakakibara
    • Organizer
      EUROSIM 2016 (9th Congress on Modelling and Simulation)
    • Place of Presentation
      Oulu, Finland
    • Year and Date
      2016-09-12
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The effectiveness of considering the intrinsic characteristics for nurse scheduling problem2016

    • Author(s)
      Junya Inafune and Shinya Watanabe
    • Organizer
      Proccedings of Joint 8th International Conference on Soft Computing and Intelligent Systems and 17th International Symposium on Advanced Intelligent Systems (SCIS&ISIS 2016)
    • Place of Presentation
      Sapporo,JAPAN
    • Year and Date
      2016-08-25
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] On-demand correlation-based information hierarchical structuring method (CIHSM) for non-dominated solutions2016

    • Author(s)
      Shinya Watanabe, Sho Nakano, Kazuhisa Chiba and Masahiro Kanazaki
    • Organizer
      2016 IEEE Congress on Evolutionary Computation (CEC2016)
    • Place of Presentation
      Vancouver Convention Centre, Vancouver, Canada
    • Year and Date
      2016-07-24
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] On-demand correlation-based information hierarchical structuring method (CIHSM) for non-dominated solutions2016

    • Author(s)
      Shinya Watanabe, Sho Nakano, Kazuhisa Chiba and Masahiro Kanazaki
    • Organizer
      2016 IEEE Congress on Evolutionary Computation (CEC2016)
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      2016-06-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Physical Construction of Local Design Information for Sounding Hybrid Rocket Design via Correlation-based Information Hierarchical Structure2016

    • Author(s)
      Kazuhisa Chiba, Shinya Watanabe, and Masahiro Kanazaki
    • Organizer
      2016 IEEE Congress on Evolutionary Computation (CEC2016)
    • Place of Presentation
      Vancouver, Canada
    • Year and Date
      2016-06-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 看護師勤務表作成問題における満足解導出後の解洗練アプローチの提案2016

    • Author(s)
      奥寺将至, 渡邉真也
    • Organizer
      第10回進化計算学会研究会
    • Place of Presentation
      神奈川県川崎市(富士通研究所)
    • Year and Date
      2016-03-17
    • Related Report
      2015 Research-status Report
  • [Presentation] 局所解脱出に基づく新たな進化型多目的最適化アルゴリズムの開発2015

    • Author(s)
      左文字 響,渡邉 真也
    • Organizer
      第9回進化計算学会研究会
    • Place of Presentation
      兵庫県神戸市(理化学研究所)
    • Year and Date
      2015-09-07
    • Related Report
      2015 Research-status Report
  • [Presentation] A Specialized Approach based on Integration of Customers and Deliberate Restoration Mechanisms for Very Large Scale Vehicle Routing Problem2015

    • Author(s)
      Shinya Watanabe, Tetsuya Sato and Kazutoshi Sakakibara
    • Organizer
      International Conference on Electronics and Software Science (ICESS2015)
    • Place of Presentation
      Takamatsu, Japan
    • Year and Date
      2015-07-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Proposal on a Decomposition-Based Evolutionary Multiobjective Optimization for Large Scale Vehicle Routing Problems2015

    • Author(s)
      Shinya Watanabe,Masashi Ito and Kazutoshi Sakakibara
    • Organizer
      2014 IEEE Congress on Evolutionary Computation (CEC2015)
    • Place of Presentation
      仙台国際センター (宮城県 仙台市)
    • Year and Date
      2015-05-25 – 2015-05-28
    • Related Report
      2014 Research-status Report
  • [Presentation] A Proposal on a Decomposition-Based Evolutionary Multiobjective Optimization for Large Scale Vehicle Routing Problems2015

    • Author(s)
      Shinya Watanabe,Masashi Ito and Kazutoshi Sakakibara,
    • Organizer
      2015 IEEE Congress on Evolutionary Computation (CEC2015)
    • Place of Presentation
      Sendai International Center(Sendai Japan)
    • Year and Date
      2015-05-25
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 看護師勤務表作成問題における禁止勤務パターンの困難性とその対応2014

    • Author(s)
      奥寺将至,渡邉真也
    • Organizer
      進化計算シンポジウム2014
    • Place of Presentation
      安芸グランドホテル(広島県廿日市市)
    • Year and Date
      2014-12-20 – 2014-12-21
    • Related Report
      2014 Research-status Report
  • [Presentation] 超大規模Vehicle Routing Problem に対する部分問題化を利用した進化型多目的最適化手法の提案2014

    • Author(s)
      伊藤匡志, 渡邉真也, 榊原一紀
    • Organizer
      進化計算シンポジウム2014
    • Place of Presentation
      安芸グランドホテル(広島県廿日市市)
    • Year and Date
      2014-12-20 – 2014-12-21
    • Related Report
      2014 Research-status Report
  • [Presentation] 高実用化のためのMOEA/D の改良2014

    • Author(s)
      左文字響, 渡邉真也, 千葉一永, 棟朝雅晴
    • Organizer
      進化計算シンポジウム2014
    • Place of Presentation
      安芸グランドホテル(広島県廿日市市)
    • Year and Date
      2014-12-20 – 2014-12-21
    • Related Report
      2014 Research-status Report
  • [Presentation] 二段階クラスタリングに基づく進化的距離学習2014

    • Author(s)
      中平顕士, 渡邉真也
    • Organizer
      進化計算シンポジウム2014
    • Place of Presentation
      安芸グランドホテル(広島県廿日市市)
    • Year and Date
      2014-12-20 – 2014-12-21
    • Related Report
      2014 Research-status Report
  • [Presentation] An Evolutionary Multi-criterion Optimization Approach Utilizing the Characteristics of Strength Distribution for Sparse CT Image Reconstruction2014

    • Author(s)
      Kazuma Nagafune, Shinya Watanabe and Hiroyuki Shioya
    • Organizer
      SCIS&ISIS 2014
    • Place of Presentation
      Kitakyushu International Conference Center(福岡県北九州市)
    • Year and Date
      2014-11-03 – 2014-11-06
    • Related Report
      2014 Research-status Report
  • [Presentation] 超大規模Vehicle Routing Problemに対する単純化の概念を用いた進化型多目的最適化アプローチの提案2014

    • Author(s)
      佐藤 哲也,渡邉 真也,榊原 一紀
    • Organizer
      スケジューリング・シンポジウム 2014
    • Place of Presentation
      富山国際会議場 (富山県富山市)
    • Year and Date
      2014-09-29 – 2014-09-30
    • Related Report
      2014 Research-status Report
  • [Presentation] フーリエスペクトル特性を考慮した進化型多目的最適化による少数投影CTへの応用2014

    • Author(s)
      長舟 和馬 , 渡邉 真也 , 塩谷 浩之
    • Organizer
      情報処理学会 数理モデル化と問題解決研究報告,Vol.2014-MPS-100
    • Place of Presentation
      東京 科学未来館(東京都江東区)
    • Year and Date
      2014-09-25 – 2014-09-26
    • Related Report
      2014 Research-status Report
  • [Presentation] 看護師勤務表作成問題に対する進化型多目的最適化に基づくアプローチの提案2014

    • Author(s)
      渡邉 真也,奥寺 将至
    • Organizer
      第7回進化計算学会研究会
    • Place of Presentation
      近畿大学 東大阪キャンパス(大阪府東大阪市)
    • Year and Date
      2014-08-28 – 2014-08-29
    • Related Report
      2014 Research-status Report
  • [Presentation] A Proposal on Analysis Support System Based on Association Rule Analysis for Non-Dominated Solutions2014

    • Author(s)
      Shinya Watanabe, Yuta Chiba and Masahiro Kanazaki
    • Organizer
      2014 IEEE Congress on Evolutionary Computation (CEC2014)
    • Place of Presentation
      Beijin International Convention Center(Beijing Chaina)
    • Year and Date
      2014-07-06 – 2014-07-11
    • Related Report
      2014 Research-status Report
  • [Remarks] 室蘭工業大学学術資源アーカイブ

    • URL

      https://muroran-it.repo.nii.ac.jp/index.php?action=pages_view_main&pcviewer_flag=1

    • Related Report
      2015 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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