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A Study on a Unified Evaluation Method for Static and Dynamic Network Systems Considering Virtual Nodes

Research Project

Project/Area Number 20K04964
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 InstitutionTokyo Metropolitan University

Principal Investigator

Yamamoto Hisashi  東京都立大学, システムデザイン研究科, 客員教授 (60231677)

Co-Investigator(Kenkyū-buntansha) 肖 霄  東京都立大学, システムデザイン研究科, 准教授 (30707477)
秋葉 知昭  千葉工業大学, 社会システム科学部, 教授 (60505767)
新行内 康慈  十文字学園女子大学, 社会情報デザイン学部, 教授 (90267774)
中村 太信  東海大学, 情報理工学部, 特任助教 (50880720)
Project Period (FY) 2020-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2022: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2021: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2020: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords信頼度計算 / consecutive k system / ネットワーク型システム / 最適配置 / 最適構成 / consecutive k-system / 信頼度 / 最適保全方策 / ネットワークシステム / システム評価 / 仮想ノード
Outline of Research at the Start

本課題は社会基盤を支える大規模・複雑化したネットワーク構造を持つシステムに対して、ネットワークシステムの評価項目とネットワークトポロジー(ノードとエッジの連結性)に注目し、システムを部分ネットワーク(仮想ノード)から構成される「小さなネットワーク」に変換することにより(a)変化が少ない静的ネットワーク及び(b)時間変化を伴う動的ネットワークの評価項目の効率的な導出方法を提案することにより、静的・動的ネットワークの統一的評価項目導出方法の提案を行う。

Outline of Final Research Achievements

In this research, we mainly focus on "consecutive k-systems," which is a generic term for systems that fail (operate) when a part of the system fails (operates), and propose 1) a unified solution method for efficient reliability calculation methods that have been proposed for each system, 2) a theorem for deriving approximate system reliability, and 3) An efficient unified solution method for the optimal assignment problem is presented, and the necessary conditions for optimal assignment are derived and validated for some systems. The results will provide useful guidelines for proposing a unified analysis method for static and dynamic networked systems (NTS). Furthermore, by extending and applying the above ideas, we have demonstrated that optimal maintenance policy problems, production scheduling problems and production control problems can be obtained equally efficiently.

Academic Significance and Societal Importance of the Research Achievements

本研究課題の学術的特色は,① 複数の部分ネットワークに分割可能な、ネットワークシステムの性能評価指標を求める際に(似た構成の)部分ネットワークを一つのノードとみなすことにより効率的な算出方法を提案し、② 一部のシステムに対して、従来より広い条件で成立する極限定理を提案し、③最適配置の必要条件を新たに明らかしたことにより、従来よりも正確な設計指針の提案が可能になることにある。
社会的意義については,上記の成果を利用することにより、ネットワークシステムを総合的に評価可能な指標の効率的な算出およびシステムの最適な構成の有用な指針を与えることにある。

Report

(4 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • Research Products

    (53 results)

All 2023 2022 2021 2020

All Journal Article (18 results) (of which Peer Reviewed: 16 results,  Open Access: 2 results) Presentation (35 results) (of which Int'l Joint Research: 16 results,  Invited: 3 results)

  • [Journal Article] Number of Failed Components in Consecutive-<i>k</i>-out-of-<i>n</i>:G Systems and Their Applications in Optimization Problems2022

    • Author(s)
      ZHOU Lei、YAMAMOTO Hisashi
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E105.A Issue: 6 Pages: 943-951

    • DOI

      10.1587/transfun.2021EAP1042

    • NAID

      130008129964

    • ISSN
      0916-8508, 1745-1337
    • Year and Date
      2022-06-01
    • Related Report
      2022 Annual Research Report 2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Generalization of Limit Theorems for Connected-(<i>r</i>, <i>s</i>)-out-of- (<i>m</i>, <i>n</i>):F Lattice Systems2022

    • Author(s)
      YAMADA Koki、NAKAMURA Taishin、YAMAMOTO Hisashi
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E105.A Issue: 3 Pages: 562-570

    • DOI

      10.1587/transfun.2020EAP1145

    • NAID

      130008165338

    • ISSN
      0916-8508, 1745-1337
    • Year and Date
      2022-03-01
    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimal Arrangement of Linear Connected-(1,2)-or-(2,1)-out-of-(2,<i>n</i>):F System2022

    • Author(s)
      Taishin Nakamura, Hisashi Yamamoto, Tomoaki Akiba
    • Journal Title

      Journal of Japan Industrial Management Association

      Volume: 72 Issue: 4E Pages: 295-303

    • DOI

      10.11221/jima.72.295

    • NAID

      130008141909

    • ISSN
      1342-2618, 2187-9079
    • Year and Date
      2022-01-15
    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] The optimal design of consecutive-k systems2022

    • Author(s)
      H. Yamamoto, T. Nakamura, T. Akiba and L. Zhou
    • Journal Title

      Reliability and Maintenance Modeling with Optimization: Advances and Applications

      Volume: - Pages: 943-951

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Birnbaum importance-based simulated annealing algorithm for solving the component assignment problem of linear connected-(r,?s)-out-of-(m,?n):F lattice systems2022

    • Author(s)
      Nakamura Taishin、Homma Isshin、Yamamoto Hisashi
    • Journal Title

      International Journal of System Assurance Engineering and Management

      Volume: - Issue: 4 Pages: 1407-1414

    • DOI

      10.1007/s13198-022-01848-2

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Algorithm for Computing the System Signatures of Linear and Circular Connected-(1,2)-or-(2,1)-out-of-(m,n):F Lattice Systems2022

    • Author(s)
      Nakamura Taishin、Yamamoto Hisashi
    • Journal Title

      International Journal of Reliability, Quality and Safety Engineering

      Volume: 29 Issue: 04 Pages: 329-338

    • DOI

      10.1142/s0218539321410072

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Ant Colony Optimization Algorithm with Three Types of Pheromones for?the?Component Assignment Problem in?Linear Consecutive-k-out-of-n:F Systems2022

    • Author(s)
      Nakamura Taishin、Homma Isshin、Yamamoto Hisashi
    • Journal Title

      Predictive Analytics in System Reliability (eds. Vijay Kumar and Hoang Pham)

      Volume: - Pages: 81-96

    • DOI

      10.1007/978-3-031-05347-4_6

    • ISBN
      9783031053467, 9783031053474
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Evaluation methods for the reliability of a Linear Connected-(1,2)-or-(2,1)-out-of-(m,n):F Lattice System2022

    • Author(s)
      Taishin Nakamura, Hisashi Yamamoto, Takashi Shinzato, and Tomoaki Akiba
    • Journal Title

      Intelligent Engineering and Management for Industry 4.0

      Volume: - Pages: 45-55

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Study of Production Seat Booking System in a Make-to-Stock Manufacturing Process with Fixed-Lot-Size Production2021

    • Author(s)
      林 千宏、山本 久志、大場 允晶、丸山 友希夫、中邨 良樹
    • Journal Title

      Journal of Japan Industrial Management Association

      Volume: 72 Issue: 2 Pages: 110-122

    • DOI

      10.11221/jima.72.110

    • NAID

      130008074715

    • ISSN
      1342-2618, 2187-9079
    • Year and Date
      2021-07-15
    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Topological Optimization Problem for a Network System with Separate Subsystems2021

    • Author(s)
      MURASHIMA Yoshihiro、NAKAMURA Taishin、YAMAMOTO Hisashi、XIAO Xiao
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E104.A Issue: 5 Pages: 797-804

    • DOI

      10.1587/transfun.2020EAP1066

    • NAID

      130008032766

    • ISSN
      0916-8508, 1745-1337
    • Year and Date
      2021-05-01
    • Related Report
      2021 Research-status Report 2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Evaluation of System Reliability and Optimal Design: The Case of Consecutive-<i>k</i> Systems2021

    • Author(s)
      山本 久志, 秋葉 知昭, 中村 太信, 周 蕾
    • Journal Title

      IEICE ESS Fundamentals Review

      Volume: 14 Issue: 4 Pages: 287-296

    • DOI

      10.1587/essfr.14.4_287

    • NAID

      130008020098

    • ISSN
      1882-0875
    • Year and Date
      2021-04-01
    • Related Report
      2021 Research-status Report 2020 Research-status Report
    • Open Access
  • [Journal Article] Branch‐and‐bound‐based algorithm for solving the multi‐type component assignment problem in a consecutive‐k‐out‐of‐n:F system2021

    • Author(s)
      Nakamura Taishin、Yamamoto Hisashi
    • Journal Title

      Quality and Reliability Engineering International

      Volume: - Issue: 6 Pages: 3033-3050

    • DOI

      10.1002/qre.3013

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimal Assignment with Three Groups in Reset Limited-Cycle Multiple Periods2020

    • Author(s)
      趙暁,山本久志,孫晶,肖霄,大岡龍佑
    • Journal Title

      Journal of Japan Industrial Management Association

      Volume: 71 Issue: 3 Pages: 111-122

    • DOI

      10.11221/jima.71.111

    • NAID

      130007939939

    • ISSN
      1342-2618, 2187-9079
    • Year and Date
      2020-10-15
    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Number of Failed Components in Coherent Systems2020

    • Author(s)
      L. Zhou, H. Yamamoto and X. Xiao
    • Journal Title

      Journal of Japan Industrial Management Association

      Volume: 71 Issue: 2E Pages: 92-98

    • DOI

      10.11221/jima.71.92

    • NAID

      130007873339

    • ISSN
      1342-2618, 2187-9079
    • Year and Date
      2020-07-15
    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimization Problems for Consecutive-<i>k</i>-out-of-<i>n</i>:G Systems2020

    • Author(s)
      ZHOU Lei、YAMAMOTO Hisashi、NAKAMURA Taishin、XIAO Xiao
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E103.A Issue: 5 Pages: 741-748

    • DOI

      10.1587/transfun.2019EAP1126

    • NAID

      130007838817

    • ISSN
      0916-8508, 1745-1337
    • Year and Date
      2020-05-01
    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimization problems for consecutive-2-out-of-n:G system2020

    • Author(s)
      Zhou Lei、Yamamoto Hisashi、Nakamura Taishin、Xiao Xiao
    • Journal Title

      Communications in Statistics - Theory and Methods

      Volume: 49 Issue: 15 Pages: 3792-3807

    • DOI

      10.1080/03610926.2020.1772980

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Optimal Assignment with Three Special Workers in a Reset Limited-Cycle Problem with Multiple Periods, An optimal assignment with discrete target variable of processing time in reset limited-cycle multiple production periods2020

    • Author(s)
      X. Zhao, H. Yamamoto and J. Sun
    • Journal Title

      Asian J. Management Science and Applications

      Volume: 5 Pages: 93-110

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] 連続型k-システムの過去,現在,未来2020

    • Author(s)
      山本久志、秋葉知昭、中村太信
    • Journal Title

      経営システム

      Volume: 30 Pages: 193-198

    • Related Report
      2020 Research-status Report
  • [Presentation] Optimal Assignment Problem in Consecutive-k Systems2023

    • Author(s)
      Hisashi Yamamoto
    • Organizer
      Pusan University department of IE
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Periodic inspection policy for a consecutive-k-out-of-n: G system2022

    • Author(s)
      L. Zhou and H. Yamamoto
    • Organizer
      the 27th ISSAT International Conference on Reliability and Quality in Design
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Inspection Model for a Linear Consecutive-k-out-of-n: G System2022

    • Author(s)
      周 蕾,山本 久志
    • Organizer
      電子情報通信学会 信頼性研究会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 衝撃を考慮した連続型 k-システムの信頼性評価について2022

    • Author(s)
      周 蕾,山本 久志
    • Organizer
      RIMS 共同研究(公開型)確率的環境下での数理的意思決定とその周辺
    • Related Report
      2022 Annual Research Report
  • [Presentation] Reliability Evaluation of Multi-State Linear Consecutive-k Systems2022

    • Author(s)
      周 蕾,山本 久志
    • Organizer
      日本オペレーションズリサーチ学会2023春季研究発表会
    • Related Report
      2022 Annual Research Report
  • [Presentation] リセット多期間制約サイクルモデルにおける作業者配置の最適化 ―2つの直列ラインを同時に考慮する場合―2022

    • Author(s)
      Xiaowen Zhao,孫 晶,山本 久志
    • Organizer
      日本経営工学会2022年春季大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Workers Assignment Optimization in Parallel Production Line when Number of Processes in Each Line is Different2022

    • Author(s)
      Xiaowen Zhao, Jing Sun, Hisashi Yamamoto
    • Organizer
      The 6th World Conference on Production and Operations Management P&OM 2022
    • Related Report
      2022 Annual Research Report
  • [Presentation] InQross システムを用いて並列型リセット多期間制約サイクルモデルの数値考察の検討2022

    • Author(s)
      Xiaowen Zhao,孫 晶,山本 久志
    • Organizer
      日本経営工学会2022年秋季大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] The Studies on Consecutive-k Systems2022

    • Author(s)
      Hisashi Yamamoto
    • Organizer
      2022 Asia Pacific International Symposium on Advanced Reliability and Maintenance Modeling
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Birnbaum Importance Based Simulated Annealing Algorithm for the Component Assignment Problem of Linear Connected-(r,s)-out-of-(m,n):F Lattice Systems2021

    • Author(s)
      Isshin Homma, Hisashi Yamamoto, and Taishin Nakamura
    • Organizer
      5th International Conference on Mathematical Techniques in Engineering Applications (ICMTEA2021)
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] The Optimal Design of Consecutive-k Systems2021

    • Author(s)
      H.Yamamoto
    • Organizer
      Reliability and Maintenance Engineering Summit 2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Necessary Condition Based Simulated Annealing Algorithm For the Component Assignment Problem Of Linear Connected-(r, s)-out-of-(m, n):F Systems2021

    • Author(s)
      Isshin Homma, Hisashi Yamamoto, Taishin Nakamura
    • Organizer
      Reliability and Maintenance Engineering Summit 2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] On The Necessary Conditions for Optimal Arrangement in A Circular Connected-(1,2)-or-(2,1)-out-of-(2,n):F System2021

    • Author(s)
      T. Sui, H.Yamamoto, T.Nakamura
    • Organizer
      Reliability and Maintenance Engineering Summit 2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Reducing Search Space of Simulated Annealing Algorithms Using the Degree of Nodes in the Network Topology Design Problem2021

    • Author(s)
      Koji Shingyochi, Taishin Nakamura, and Hisashi Yamamoto
    • Organizer
      Reliability and Maintenance Engineering Summit 2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] System Signatures of Connected-(1,2)-or-(2,1)-out-of-(m,n):F Lattice Systems2021

    • Author(s)
      Taishin Nakamura and Hisashi Yamamoto
    • Organizer
      Reliability and Maintenance Engineering Summit 2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Birnbaum Importance Based Simuloated Annealing Algorithm for the Component Assignment Problem of Linear Connected-(r,s)-out-of-(m,n):F Lattice Systems2021

    • Author(s)
      Isshin Homma, Hisashi Yamamoto, Taishin Nakamura
    • Organizer
      International Conference on Mathematical Techniques in Engineering Applications
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Optimal Design and Replacement Policies for a Consecutive-k-out-of-n:G System Considering Number of Failed Components2021

    • Author(s)
      L. Zhou, H. Yamamoto and X. Xiao
    • Organizer
      26th ISSAT International Conference on Reliability and Quality in Design
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Study on the Optimal Assignment Rule in Parallel Production Systems with Three Special Workers2021

    • Author(s)
      Xiaowen Zhao, Hisashi Yamamoto, Jing Sun
    • Organizer
      The 26th International Conference on Production Research (ICPR2021)
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] 線形連続k-out-of-n:G システムの経時保全問題に関する研究2021

    • Author(s)
      周 蕾,山本 久志,シャオ シャオ
    • Organizer
      日本経営工学会 2021年春季大会
    • Related Report
      2021 Research-status Report
  • [Presentation] Investigating properties of the optimal arrangement in connected-(1,2)-or-(2,1)-out-of-(m,n):F systems2021

    • Author(s)
      Takahiro Sui、Taishin Nakamura、Hisashi Yamamoto
    • Organizer
      電子情報通信学会・信頼性研究会
    • Related Report
      2021 Research-status Report
  • [Presentation] 3 グループが存在する並列型多期間サイクルシステにおける最適配置に関する研究― n_1=2,n_2=n,m=2の場合2021

    • Author(s)
      張 キン,山本 久志,チョウ・ギョウブン、孫 晶
    • Organizer
      日本経営工学会2021年 秋季大会
    • Related Report
      2021 Research-status Report
  • [Presentation] 生産座席システムにおける階層分析法を用いた座席枠設定2021

    • Author(s)
      林千宏, 山本久志, 大場允晶, 佐藤正一
    • Organizer
      日本経営工学会2021年 秋季大会
    • Related Report
      2021 Research-status Report
  • [Presentation] 生産座席システムにおける階層分析法を用いた座席枠設定方法の提案および適用事例2021

    • Author(s)
      林千宏, 山本久志, 大場允晶, 佐藤正一
    • Organizer
      日本設備管理学会2021年秋季研究大会
    • Related Report
      2021 Research-status Report
  • [Presentation] 並列型生産ラインを考慮した多期間最適配置モデル ―2グループの人数が少ない場合―2021

    • Author(s)
      チョウ・ギョウブン;, 山本久志, 孫晶
    • Organizer
      日本設備管理学会2021年秋季研究大会
    • Related Report
      2021 Research-status Report
  • [Presentation] 2種類の作業者による並列型生産システムにおける最適配置法則に関する研究2021

    • Author(s)
      チョウ・ギョウブン, 山本久志, 孫晶
    • Organizer
      日本経営工学会2021年 秋季大会
    • Related Report
      2021 Research-status Report
  • [Presentation] 隣接三角形型格子システムに対する信頼度算出問題 ~ 再帰方程式とマルコフ連鎖を用いた方法の比較 ~2021

    • Author(s)
      中村太信, 秋葉知昭, 山本久志
    • Organizer
      電子情報通信学会・信頼性研究会
    • Related Report
      2021 Research-status Report
  • [Presentation] Circular Connected-(1,2)-or-(2,1)-out-of-(m,n):F システムを対象とした最適配置の必要条件の検討 ~ m=2,3の場合 ~2021

    • Author(s)
      須井教大, 山本久志, 中村太信
    • Organizer
      電子情報通信学会・信頼性研究会
    • Related Report
      2021 Research-status Report
  • [Presentation] Condition-based Maintenance Policy for a Linear Consecutive-k-out-of-n: G System2021

    • Author(s)
      Lei Zhou, Hisashi Yamamoto, Xiao Xiao
    • Organizer
      電子情報通信学会・信頼性研究会
    • Related Report
      2021 Research-status Report
  • [Presentation] Optimization problems for a consecutive-k-out-of-n:G system with exchangeable components2020

    • Author(s)
      L. Zhou, H. Yamamoto and X. Xiao
    • Organizer
      The 9th Asia-Pacific International Symposium on Advanced Reliability and Maintenance Modeling (APARM 2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Algorithm for Finding the Optimal Arrangement of Consecutive-k-out-of-n:F Systems with Multiple Types of Components2020

    • Author(s)
      Taishin Nakamura, Sawa Murata, and Hisashi Yamamoto
    • Organizer
      The 9th Asia-Pacific International Symposium on Advanced Reliability and Maintenance Modeling (APARM 2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] 長方形型Connected-(1,2)-or-(2,1)-out-of-(2,n):F システムの最適配置に関する研究2020

    • Author(s)
      須井教大,山本久志,中村太信,秋葉知昭,新里隆
    • Organizer
      電子情報通信学会 信頼性研究会(R)
    • Related Report
      2020 Research-status Report
  • [Presentation] 並列型生産システムにおける最適配置法則に関する研究―目標作業時間が連続分布に従う場合―2020

    • Author(s)
      趙暁、山本久志,孫晶
    • Organizer
      第11回横幹連合コンファレンス
    • Related Report
      2020 Research-status Report
  • [Presentation] Birnbaum重要度と最適配置の必要条件に基づいたACOによるLinear-Consecutive-k-out-of-n:Fシステムの最適配置探索アルゴリズム2020

    • Author(s)
      本間一新,山本久志,中村太信
    • Organizer
      電子情報通信学会 信頼性研究会(R)
    • Related Report
      2020 Research-status Report
  • [Presentation] Algorithm for the Component Assignment Problem in Linear Sliding Window Systems2020

    • Author(s)
      Taishin Nakamura
    • Organizer
      The 4th International Conference on Mathematical Techniques in Engineering Applications (ICMTEA2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Bi-objective Optimization of Network Reliability by Genetic Algorithm2020

    • Author(s)
      Natsumi Takahashi, Tomoaki Akiba, Hisashi Yamamoto, Shao-Chin Sung
    • Organizer
      The 9th Asia-Pacific International Symposium on Advanced Reliability and Maintenance Modeling (APARM 2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research

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Published: 2020-04-28   Modified: 2024-01-30  

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