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Study on Shipping process optimization in logistics bases for reducing redelivery and packages

Research Project

Project/Area Number 16K17199
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Commerce
Research InstitutionWaseda University

Principal Investigator

Sato Tetsuya  早稲田大学, 理工学術院, 講師(任期付) (00772956)

Project Period (FY) 2016-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2019: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2018: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2017: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2016: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Keywordsロジスティクス / サプライチェーン・マネジメント / 生産管理学 / 多段階最適化 / モデル構築 / 遺伝的アルゴリズム / シミュレーション / ビッグデータ / 生産管理 / シミュレーション工学 / 流通 / 多段階最適化問題 / 商学
Outline of Final Research Achievements

In recent years, it is difficult to meet the demand of logistics industry due to increasing of the number of handled packages and shortage of truck drivers. In this study, we examined deepening the optimization problems from production, shipping and delivering products to customers, which have been studied individually. Moreover, we proposed and analyzed the multi-stage optimization models which integrate them for realizing overall optimization.
On the other hand, building, improving and management of supply chain is an important issue in various industries not only production and logistics industry. Therefore, we also examined the transfer of supply chain designing and improving technology in production and logistics industries to other fields.

Academic Significance and Societal Importance of the Research Achievements

個々に独立してモデル化がなされ解かれてきた複数の最適化問題について、近似解法である遺伝的アルゴリズムを用いた多段階最適化問題として実装を行うことで、近年の計算機性能の向上もあり、実用的な規模の問題を解くことも可能になりつつある。さらに、線形計画法や非線形計画法、整数計画法、確率モデルなどオペレーションズ・リサーチにおける各種手法の他、局所解法、逐次処理シミュレーションなどと遺伝的アルゴリズムを組み合わせた多段階モデルについても検討を進めており、本研究で扱ったサプライチェーン・マネジメントやスケジューリングなどの問題以外にも、手法を広く応用できることが期待される。

Report

(5 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (56 results)

All 2020 2019 2018 2017 2016 Other

All Int'l Joint Research (1 results) Journal Article (14 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 12 results,  Open Access: 3 results) Presentation (41 results) (of which Int'l Joint Research: 21 results)

  • [Int'l Joint Research] 中国科技大学(台湾)

    • Related Report
      2016 Research-status Report
  • [Journal Article] Solution Method for Delivery Center Location Problem Considering Inventory Cost and Profit Ratio2020

    • Author(s)
      Hiroto Tanikawa, Tomoki Fukuba, Tetsuya Sato and Takayuki Shiina
    • Journal Title

      ICIC Express Letters

      Volume: 14 Issue: 05 Pages: 457

    • DOI

      10.24507/icicel.14.05.457

    • ISSN
      1881-803X
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] On Location Strategy Model of Vending Machines: Impact Analysis of Their Relocation for Competitive Advantage2018

    • Author(s)
      Tetsuya Sato and Hiroshi Katayama
    • Journal Title

      Proceedings of the 2018 International Symposium on Semiconductor Manufacturing Intelligence (ISMI 2018)

      Volume: - Pages: 1-6

    • Related Report
      2017 Research-status Report
  • [Journal Article] On Stability of Supply Performance by Work-in-Progress Management: A Case Analysis of Photovoltaics-based Electricity Supply System with Storage Batteries2017

    • Author(s)
      Tetsuya Sato, Koichi Murata and Hiroshi Katayama
    • Journal Title

      Procedia Manufacturing

      Volume: 11 Pages: 1077-1084

    • DOI

      10.1016/j.promfg.2017.07.220

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Bottleneck Management of Multi-stage Sorting-Packing Operations with Large-Scale Warehouse System2017

    • Author(s)
      Tetsuya Sato and Hiroshi Katayama
    • Journal Title

      Proceedings of the Eleventh International Conference on Management Science and Engineering Management. ICMSEM 2017. Lecture Notes on Multidisciplinary Industrial Engineering. Springer, Cham

      Volume: - Pages: 1054-1066

    • DOI

      10.1007/978-3-319-59280-0_87

    • ISBN
      9783319592794, 9783319592800
    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Performance Analysis on Electric Power Supply Chain for Smart-Grid with Conventional Large-Scale Distance Supplier: An Application of Inventory Control Model2017

    • Author(s)
      Tetsuya Sato, Koichi Murata and Hiroshi Katayama
    • Journal Title

      Conference Proceedings of 21st Cambridge International Manufacturing Symposium

      Volume: - Pages: 95-106

    • Related Report
      2017 Research-status Report
    • Open Access
  • [Journal Article] On Location Design Model of Beverage Vending Machines: Its Performance Analysis by Purchasing Behavioral and Distribution Design Models2017

    • Author(s)
      Tetsuya Sato and Hiroshi Katayama
    • Journal Title

      Proceedings of 47th International Conference on Computers & Industrial Engineering (CIE47)

      Volume: - Pages: 1-8

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Basic Research on Opportunity Loss of Backyards in Retail Industry2016

    • Author(s)
      Yoshihide Ikushima, Tetsuya Sato, Yutaka Karasawa and Keizo Wakabayashi
    • Journal Title

      Proceeding Book of the 11th International Congress on Logistics and SCM System (ICLS 2016)

      Volume: - Pages: 41-48

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Partical on the Optimum Site Selection in the Real World2016

    • Author(s)
      Angela YY Chen, Tetsuya Sato, Yutaka Karasawa, Keizo Wakabayashi, Jun Toyotani and Jui-Chung Lu
    • Journal Title

      Proceeding Book of the 11th International Congress on Logistics and SCM System (ICLS 2016)

      Volume: - Pages: 363-373

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Basic Research on a Delivery Cost Settings to End Users Supported by the Optimum Site Selection Model2016

    • Author(s)
      Angela YY Chen, Tetsuya Sato, Keizo Wakabayashi, Jun Toyotani and Yutaka Karasawa
    • Journal Title

      Proceeding Book of the 11th International Congress on Logistics and SCM System (ICLS 2016)

      Volume: - Pages: 350-354

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 自動倉庫における機会損失の低減に関する基本的研究2016

    • Author(s)
      生島義英, 佐藤哲也, 唐澤豊, 若林敬造
    • Journal Title

      日本ロジスティクスシステム学会誌

      Volume: 15 Pages: 21-34

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] 最適立地選定モデル支援型配送単価設定に関する基本的研究2016

    • Author(s)
      陳玉燕, 佐藤哲也, 唐澤豊, 豊谷純, 若林敬造
    • Journal Title

      日本ロジスティクスシステム学会誌

      Volume: 15 Pages: 43-76

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 最適立地選定モデルに基づく最適グローバルハブネットワークシステム構築に関する基本的研究2016

    • Author(s)
      Sarinya Sala-ngam, 佐藤哲也, 唐澤豊, 豊谷純, 若林敬造
    • Journal Title

      日本ロジスティクスシステム学会誌

      Volume: 15 Pages: 85-120

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] 小売業におけるバックヤードの機会損失に関する基本的研究2016

    • Author(s)
      生島義英, 佐藤哲也, 唐澤豊, 若林敬造
    • Journal Title

      日本ロジスティクスシステム学会誌

      Volume: 15 Pages: 121-138

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] 配送コスト低減のためのインターネット通信販売における商品配送の実態調査と商品出荷タイミング最適化の提案2016

    • Author(s)
      佐藤哲也, 藤本鈴也, 若林敬造
    • Journal Title

      日本情報ディレクトリ学会誌

      Volume: 13 Pages: 114-123

    • NAID

      40021911950

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Presentation] 再生可能エネルギーを用いたマイクログリッドの系統負荷平準化モデルの提案と評価2020

    • Author(s)
      佐藤哲也, 片山博, 椎名孝之
    • Organizer
      経営システム工学会2020年春季大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Stochastic Nonlinear Programming Model for Power Plant Operation via Piecewise Linearization2019

    • Author(s)
      Tomoki Fukuba, Tetsuya Sato, Takayuki Shiina and Ken-ichi Tokoro
    • Organizer
      2019 International Conference on Industrial Engineering & Engineering Management (IEEE IEEM 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] L-shaped Method for the Stochastic Vehicle Routing Problem2019

    • Author(s)
      Shuichi Isomura, Tetsuya Sato, Takayuki Shiina and Jun Imaizumi
    • Organizer
      2019 International Conference on Industrial Engineering & Engineering Management (IEEE IEEM 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Stochastic Programming Model for Energy Storage Equipment in a Residential Building2019

    • Author(s)
      Shota Kimata, Tetsuya Sato, Takayuki Shiina and Ken-ichi Tokoro
    • Organizer
      The 20th Asia Pacific Industrial Engineering and Management Systems (APIEMS 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Stochastic Programming Model for Negawatt Planning2019

    • Author(s)
      Masahiro Yamada, Tetsuya Sato, Takayuki Shiina and Ken-ichi Tokoro
    • Organizer
      The 20th Asia Pacific Industrial Engineering and Management Systems (APIEMS 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The Lateral Transshipment Problem considering rentals and returns via Multi-period Stochastic Programming Model2019

    • Author(s)
      Koji Aragane, Tetsuya Sato and Takayuki Shiina
    • Organizer
      The 20th Asia Pacific Industrial Engineering and Management Systems (APIEMS 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The Multi-Period Stochastic Programming Model of a Lateral Transshipment Problem Considering Rentals and Returns2019

    • Author(s)
      Koji Aragane, Tetsuya Sato and Takayuki Shiina
    • Organizer
      2019 Asian Association of Management Science and Applications (ACMSA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Negawatt Plannning via Stochastic Programming2019

    • Author(s)
      Masahiro Yamada, Takayuki Shiina, Tetsuya Sato and Ken-ichi Tokoro
    • Organizer
      2019 Asian Association of Management Science and Applications (ACMSA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimal Operation Plan for Energy Storage Equipment in a Residential Building2019

    • Author(s)
      Shota Kimata, Takayuki Shiina, Tetsuya Sato and Ken-ichi Tokoro
    • Organizer
      2019 Asian Association of Management Science and Applications (ACMSA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 分割を許す配送計画問題の列生成法による解法2019

    • Author(s)
      手塚洸佑, 今泉淳, 椎名孝之, 佐藤哲也
    • Organizer
      スケジューリング・シンポジウム2019
    • Related Report
      2019 Annual Research Report
  • [Presentation] Operational Plan for an Energy Plant Considering the Fluctuation of the Spot Price of Electricity2019

    • Author(s)
      MASATO DEI, Tomoki Fukuba, Takayuki Shiina, Ken-ichi Tokoro, Tetsuya Sato
    • Organizer
      Operations Research 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Branch-and-price for the Split Delivery Vehicle Routing Problem2019

    • Author(s)
      Kosuke Tezuka, Jun Imaizumi, Takayuki Shiina, Tetsuya Sato
    • Organizer
      Operations Research 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 確率計画によるネガワット計画2019

    • Author(s)
      山田真大, 椎名孝之, 佐藤哲也, 所健一
    • Organizer
      第22回日本ロジスティクスシステム学会全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 時間と費用のトレードオフを考慮したプロジェクトスケジューリング問題2019

    • Author(s)
      北村拓海, 嶋洋生, 椎名孝之, 佐藤哲也
    • Organizer
      第22回日本ロジスティクスシステム学会全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 不確実性を考慮した配送と回収を同時に行う共有自転車配置問題2019

    • Author(s)
      閻語, 椎名孝之, 佐藤哲也
    • Organizer
      第22回日本ロジスティクスシステム学会全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Stochastic Programming with Nonlinear Recourse by Piecewise Linearization -Application to Operation to Power Plant-2019

    • Author(s)
      Tomoki Fukuba, Masato Dei, Takayuki Shiina, Ken-ichi Tokoro, and Tetsuya Sato
    • Organizer
      International Symposium on Scheduling 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] トレードオフを考慮したプロジェクトスケジューリング問題に対する確率計画モデルと解法2019

    • Author(s)
      北村拓海, 佐藤哲也, 今泉淳, 椎名孝之
    • Organizer
      日本オペレーションズ・リサーチ学会2019年春季研究発表会
    • Related Report
      2018 Research-status Report
  • [Presentation] 貸出と返却を考慮した在庫融通問題の多期間確率計画モデル2019

    • Author(s)
      荒金弘司, 佐藤哲也, 椎名孝之
    • Organizer
      日本オペレーションズ・リサーチ学会2019年春季研究発表会
    • Related Report
      2018 Research-status Report
  • [Presentation] 確率計画法による貸出と返却を考慮した在庫融通問題2019

    • Author(s)
      荒金弘司, 佐藤哲也, 椎名孝之
    • Organizer
      日本経営工学会2019年春季大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 自動販売機の設置戦略モデルによる収益改善に関する研究2019

    • Author(s)
      佐藤哲也, 片山博
    • Organizer
      日本経営工学会2019年春季大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 住宅における蓄エネルギー機器の最適運転計画2019

    • Author(s)
      木俣翔太, 佐藤哲也, 椎名孝之, 所健一
    • Organizer
      日本経営工学会2019年春季大会
    • Related Report
      2018 Research-status Report
  • [Presentation] On Location Strategy Model of Vending Machines: Impact Analysis of Their Relocation for Competitive Advantage2018

    • Author(s)
      Tetsuya Sato and Hiroshi Katayama
    • Organizer
      2018 International Symposium on Semiconductor Manufacturing Intelligence (ISMI 2018) & 2018 IEEE International Conference on Smart Manufacturing, Industrial & Logistics Engineering (IEEE SMILE 2018)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 自動販売機設置問題のモデル化と解析に関する研究~ハフモデルと物流ネットワークモデルによる同時決定問題について~2017

    • Author(s)
      佐藤哲也, 鈴木翼, 片山博
    • Organizer
      日本経営工学会2017年春季大会(日本経営工学会)
    • Related Report
      2017 Research-status Report
  • [Presentation] On Stability of Supply Performance by Work-In-Progress Management: A Case Analysis of Photovoltaics-based Electricity Supply System with Storage Batteries2017

    • Author(s)
      Tetsuya Sato, Koichi Murata and Hiroshi Katayama
    • Organizer
      The 27th International Conference on Flexible Automation and Intelligent Manufacturing (FAIM2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Bottleneck Management of Multi-Stage Sorting-Packing Operations with Large-Scale Warehouse System2017

    • Author(s)
      Tetsuya Sato and Hiroshi Katayama
    • Organizer
      The 11th International Conference on Management Science and Engineering Management (ICMSEM 2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Performance Analysis on Electric Power Supply Chain for Smart-Grid with Conventional Large-Scale Distance Supplier: An Application of Inventory Control Model2017

    • Author(s)
      Tetsuya Sato, Koichi Murata and Hiroshi Katayama
    • Organizer
      21st Cambridge International Manufacturing Symposium
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] On Location Design Model of Beverage Vending Machines: Its Performance Analysis by Purchasing Behavioral and Distribution Design Models2017

    • Author(s)
      Tetsuya Sato and Hiroshi Katayama
    • Organizer
      47th International Conference on Computers & Industrial Engineering (CIE47)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 自動販売機の設置戦略モデルに関する研究-設置場所の変更と事業エリア拡大の効果分析-2017

    • Author(s)
      佐藤哲也, 片山博
    • Organizer
      日本経営工学会2017年秋季大会(日本経営工学会)
    • Related Report
      2017 Research-status Report
  • [Presentation] 大規模DCにおける多工程仕分け梱包システムのボトルネックマネジメントに関する研究2016

    • Author(s)
      佐藤哲也, 石川翔太, 片山博
    • Organizer
      日本経営工学会2016年度秋季大会
    • Place of Presentation
      日本教育会館 (東京都千代田区)
    • Year and Date
      2016-10-28
    • Related Report
      2016 Research-status Report
  • [Presentation] A Basic Research on a Delivery Cost Settings to End Users Supported by the Optimum Site Selection Model2016

    • Author(s)
      Angela YY Chen, Tetsuya Sato, Keizo Wakabayashi, Jun Toyotani and Yutaka Karasawa
    • Organizer
      The 11th International Congress on Logistics and SCM Systems (ICLS2016)
    • Place of Presentation
      Courtyard Bali Nusa Dua - Marriott, Bali, Indonesia
    • Year and Date
      2016-07-25
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Partical on the Optimum Site Selection in the Real World2016

    • Author(s)
      Angela YY Chen, Tetsuya Sato, Yutaka Karasawa, Keizo Wakabayashi, Jun Toyotani and Jui-Chung Lu
    • Organizer
      The 11th International Congress on Logistics and SCM Systems (ICLS2016)
    • Place of Presentation
      Courtyard Bali Nusa Dua - Marriott, Bali, Indonesia
    • Year and Date
      2016-07-25
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Basic Research on Opportunity Loss of Backyards in Retail Industry2016

    • Author(s)
      Yoshihide Ikushima, Tetsuya Sato, Yutaka Karasawa and Keizo Wakabayashi
    • Organizer
      The 11th International Congress on Logistics and SCM Systems (ICLS2016)
    • Place of Presentation
      Courtyard Bali Nusa Dua - Marriott, Bali, Indonesia
    • Year and Date
      2016-07-25
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Basic Study of Opportunity Loss Estimation by Model Simulation in Automatic Warehouse System2016

    • Author(s)
      Tetsuya Sato, Yoshihide Ikushima, Yutaka Karasawa, Keizo Wakabayashi and Akihiro Watanabe
    • Organizer
      The 11th International Congress on Logistics and SCM Systems (ICLS2016)
    • Place of Presentation
      Courtyard Bali Nusa Dua - Marriott, Bali, Indonesia
    • Year and Date
      2016-07-25
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Optimal Location for Global Hub Network Based on Optimal Site Selection Model2016

    • Author(s)
      Sarinya Sala-ngam, Tetsuya Sato, Yutaka Karawasa, Jun Toyotani and Keizo Wakabayashi
    • Organizer
      The 11th International Congress on Logistics and SCM Systems (ICLS2016)
    • Place of Presentation
      Courtyard Bali Nusa Dua - Marriott, Bali, Indonesia
    • Year and Date
      2016-07-25
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 日本のハブ空港戦略に関する研究2016

    • Author(s)
      佐藤哲也, 初芝準, 豊谷純, 唐澤豊, 若林敬造, 渡邊昭廣
    • Organizer
      第19回日本ロジスティクスシステム学会全国大会
    • Place of Presentation
      県立広島大学広島キャンパス (広島県広島市)
    • Year and Date
      2016-06-04
    • Related Report
      2016 Research-status Report
  • [Presentation] 大型小売業におけるバックヤードの機会損失に関する研究2016

    • Author(s)
      生島義英, 佐藤哲也, 唐澤豊, 若林敬造
    • Organizer
      第19回日本ロジスティクスシステム学会全国大会
    • Place of Presentation
      県立広島大学広島キャンパス (広島県広島市)
    • Year and Date
      2016-06-04
    • Related Report
      2016 Research-status Report
  • [Presentation] 最適立地戦略に基づく基本的研究2016

    • Author(s)
      陳玉燕, 佐藤哲也, 唐澤豊, 若林敬造, 豊谷純
    • Organizer
      第19回日本ロジスティクスシステム学会全国大会
    • Place of Presentation
      県立広島大学広島キャンパス (広島県広島市)
    • Year and Date
      2016-06-04
    • Related Report
      2016 Research-status Report
  • [Presentation] 配送単価に関する基本研究2016

    • Author(s)
      陳玉燕, 佐藤哲也, 唐澤豊, 若林敬造, 豊谷純
    • Organizer
      第19回日本ロジスティクスシステム学会全国大会
    • Place of Presentation
      県立広島大学広島キャンパス (広島県広島市)
    • Year and Date
      2016-06-04
    • Related Report
      2016 Research-status Report
  • [Presentation] 大手通信販売事業者における最適物流拠点立地検討手法の研究2016

    • Author(s)
      佐藤哲也, 馬場勇斗, 村井広和, 若林敬造, 渡邊昭廣
    • Organizer
      第19回日本ロジスティクスシステム学会全国大会
    • Place of Presentation
      県立広島大学広島キャンパス (広島県広島市)
    • Year and Date
      2016-06-04
    • Related Report
      2016 Research-status Report
  • [Presentation] 重力モデルによる北米経済圏における最適ハブネットワーク構築に関する研究2016

    • Author(s)
      Sarinya Sala-ngam, 豊谷純, 佐藤哲也, 唐澤豊
    • Organizer
      第19回日本ロジスティクスシステム学会全国大会
    • Place of Presentation
      県立広島大学広島キャンパス (広島県広島市)
    • Year and Date
      2016-06-04
    • Related Report
      2016 Research-status Report
  • [Presentation] ヨーロッパ経済圏におけるSCMハブネットワーク志向型最適立地問題に関する研究2016

    • Author(s)
      Sarinya Sala-ngam, 豊谷純, 佐藤哲也, 唐澤豊
    • Organizer
      第19回日本ロジスティクスシステム学会全国大会
    • Place of Presentation
      県立広島大学広島キャンパス (広島県広島市)
    • Year and Date
      2016-06-04
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2022-02-22  

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