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An optimization transportation system capable of handling real-time data

Research Project

Project/Area Number 18K04625
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 25010:Social systems engineering-related
Research InstitutionKansai University

Principal Investigator

Murakami Keisuke  関西大学, 商学部, 准教授 (90646457)

Project Period (FY) 2018-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2020: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2019: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2018: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords組合せ最適化 / 輸送システム / アルゴリズム / 最適化モデル / 数理モデル
Outline of Final Research Achievements

In this study, we first constructed an optimization model. Specifically, in order to respond flexibly to data fluctuations, we constructed an optimization model that can predict data fluctuations and easily change plans in response to changes, as well as a model that finds efficient routes and takes customer satisfaction into account.
Next, optimization algorithms were developed. Concretely, multiple approaches were developed depending on the scale of the problem, and a heuristic solution method was developed for the problem with multiple numbers of transport vehicles. Numerical simulations were then conducted to verify that the developed algorithms worked.

Academic Significance and Societal Importance of the Research Achievements

本研究は,近年のIT技術の発展に伴い現代社会が要求している答えと,数理としての最適化問題の解との差を縮める役割を果たす.その意味で学術的に重要な課題であると考える.また,コミュニティバスの例におけるバス・バス停・住民を,それぞれ輸送車・営業所・顧客と置き換えると,宅配などの物流業者の輸送システムにも応用できる.
また学術的にも,最適化問題でありながら最適解を敢えて放棄して,解の変更のしやすさを追求するという点で新しい発想であり,非常に特色のあるアプローチであると思われる.

Report

(6 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (6 results)

All 2022 2020 2018 2017

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

  • [Journal Article] Time-space network model and MILP formulation of the conflict-free routing problem of a capacitated AGV system2020

    • Author(s)
      Murakami Keisuke
    • Journal Title

      Computers & Industrial Engineering

      Volume: 141 Pages: 106270-106270

    • DOI

      10.1016/j.cie.2020.106270

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimization algorithm for k-anonymization of datasets with low information loss2018

    • Author(s)
      Murakami Keisuke、Uno Takeaki
    • Journal Title

      International Journal of Information Security

      Volume: 17 Issue: 6 Pages: 631-644

    • DOI

      10.1007/s10207-017-0392-y

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Iterative Column Generation Algorithm for Generalized Multi-Vehicle Covering Tour Problem2018

    • Author(s)
      Murakami Keisuke
    • Journal Title

      Asia-Pacific Journal of Operational Research

      Volume: 35 Issue: 04 Pages: 1850021-1850021

    • DOI

      10.1142/s0217595918500215

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] A generalized model and a heuristic algorithm for the large-scale covering tour problem2018

    • Author(s)
      Murakami Keisuke
    • Journal Title

      RAIRO - Operations Research

      Volume: 52 Issue: 2 Pages: 577-594

    • DOI

      10.1051/ro/2017090

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Formulation and algorithms for route planning problem of plug-in hybrid electric vehicles2017

    • Author(s)
      Keisuke Murakami
    • Journal Title

      Operational Reserach

      Volume: 印刷中 Issue: 2 Pages: 497-519

    • DOI

      10.1007/s12351-016-0274-5

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] An optimization approach for temporary staff scheduling problem in service industry2022

    • Author(s)
      Keisuke Murakami
    • Organizer
      The 6th World Conference on Production and Operations Management
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research

URL: 

Published: 2018-04-23   Modified: 2025-11-20  

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