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Studies on Calculation of a Set of the Pareto Solutions for Multi-objective Optimization in Transmission Network Expansion Planning with the Uncertainties

Research Project

Project/Area Number 23560342
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Power engineering/Power conversion/Electric machinery
Research InstitutionMeiji University

Principal Investigator

MORI Hiroyuki  明治大学, 総合数理学部, 教授 (70174381)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2011: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywords多目的最適化 / 進化的計算 / メタヒューリスティクス / パレート解 / 送電ネットワーク拡張計画 / 確率的供給信頼度 / 不確定性 / モンテカルロシミュレーション / 送電ネットワーク / 拡張計画 / Memetic Algorithm / 階層的最適化 / ネットワーク
Research Abstract

In this project, transmission network expansion planning methods have been studied with multi-objective metaheuristics that calculates a set of the Pareto solutions in multi-objective optimization problems. To improve the performance of multi-objective metaheuristics, this project proposed a sort of Memetic Algorithm that integrates multi-objective metaheuristics of the GA-based method with metaheuristics. The former was used to evaluate a set of the Pareto solutions while the latter was utilized to improve the obtained Pareto solution set. Also, probabilistic power supply reliability index EENS (Expected Energy Not Supplied) was considered to deal with the uncertainties due to the changes of load and/or renewable energy such as wind firms in transmission networks. Furthermore, the network decomposition methods were studied to obtain the optimal subnetworks efficiently.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (34 results)

All 2014 2013 2012 2011 Other

All Journal Article (7 results) (of which Peer Reviewed: 7 results) Presentation (22 results) (of which Invited: 2 results) Remarks (5 results)

  • [Journal Article] Multi-objective Metaheuristics for Network Decomposition2013

    • Author(s)
      Tatsuki Nakadoi and Hiroyuki Mori
    • Journal Title

      Proc. of ISAP2013 (17-th International Conference on Applications of Intelligent Systems)

      Volume: 6(Tokyo, Japan)

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Multi-objective Metaheuristics for Network Decomposition2013

    • Author(s)
      Tatsuki Nakadoi and Hiroyuki Mori
    • Journal Title

      Proc. of ISAP2013

      Volume: 1

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Probabilistic Reliability Evaluation with Multi-objective Meta-heuristics in Consideration of Solution Diversity2012

    • Author(s)
      角田広樹, 森啓之
    • Journal Title

      IEEJ Transactions on Power and Energy

      Volume: 132 Issue: 1 Pages: 125-132

    • DOI

      10.1541/ieejpes.132.125

    • NAID

      10030525537

    • ISSN
      0385-4213, 1348-8147
    • Related Report
      2013 Final Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Parallel Dual Tabu Search for Capacitor Placement in Smart Grids2012

    • Author(s)
      Y. Ogita and H. Mori
    • Journal Title

      Procedia Computer Science (Elsevier)

      Volume: 12 Pages: 307-3

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Multi-objective Transmission Network Expansion Planning in Consideration of Wind Farms2011

    • Author(s)
      Hiroyuki Mori and Hiroki Kakuta
    • Journal Title

      Proc. of IEEE PES ISGT Europe 2011

      Volume: Manchester, UK (2011-12) Pages: 7-7

    • DOI

      10.1109/isgteurope.2011.6162676

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Modified SPEA2 for Probabilistic Reliability Assessment in Smart Grids2011

    • Author(s)
      Hiroyuki Mori and Hiroki Kakuta
    • Journal Title

      Procedia Computer Science(Elsevier)

      Volume: Vol. 6(Complex Adaptive Systems) Pages: 435-440

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Modified SPEA2 for Probabilistic Reliability Assessment in Smart Grids2011

    • Author(s)
      H. Mori and H. Kakuta
    • Journal Title

      Procedia Computer Science(Elsevier)

      Volume: 6 Pages: 435-440

    • DOI

      10.1016/j.procs.2011.08.082

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] 多目的Memetic Algorithmの系統分割への応用2014

    • Author(s)
      中土居樹, 森啓之
    • Organizer
      平成26年電気学会全国大会
    • Place of Presentation
      愛媛大学(予稿集,講演番号6-047)
    • Related Report
      2013 Final Research Report
  • [Presentation] 多目的Memetic Algorithmの系統分割への応用2014

    • Author(s)
      中土居、森 啓之
    • Organizer
      電気学会平成26年全国大会会全国大会予稿集,講演番号6-047
    • Place of Presentation
      愛媛大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] 多目的メタヒューリスティクスの送電系統拡張計画への応用2013

    • Author(s)
      角田広樹, 森啓之, 田村滋, 福山良和
    • Organizer
      電子情報通信学会技術研究報告
    • Place of Presentation
      明治大学、東京(Vol. 113, No. 362, pp.5-8, SSS2013-29)
    • Related Report
      2013 Final Research Report
  • [Presentation] 送電系統分割の多目的最適化2013

    • Author(s)
      中土居樹, 森啓之
    • Organizer
      平成25年電気学会全国大会
    • Place of Presentation
      名古屋大学(予稿集,講演番号6-031)
    • Related Report
      2013 Final Research Report
  • [Presentation] 電力システムへの多目的メタヒューリスティクスの応用2013

    • Author(s)
      森啓之
    • Organizer
      関西電気関連学会専門講習会「電力システムの最適化技術:入門から最先端まで」
    • Place of Presentation
      (大阪)中央電気倶楽部 317号室
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] 多目的メタヒューリスティクスの送電系統拡張計画への応用2013

    • Author(s)
      角田広樹,森 啓之, 田村 滋, 福山良和
    • Organizer
      電子情報通信学会技術研究報告 SSS2013-29
    • Place of Presentation
      明治大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] 送電系統分割の多目的最適化2013

    • Author(s)
      中土居樹,森啓之
    • Organizer
      平成25年電気学会全国大会
    • Place of Presentation
      名古屋大学
    • Related Report
      2012 Research-status Report
  • [Presentation] A Hierarchical Optimization Approach to Large-scale Transmission Network Expansion Planning2012

    • Author(s)
      Tatsuki Nakadoi and Hiroyuki Mori
    • Organizer
      2012 International Conference on Modeling, Analysis and Simulation (ICMAS 2012)
    • Place of Presentation
      Meiji University, Tokyo, Japan
    • Related Report
      2013 Final Research Report
  • [Presentation] DRを考慮した送電系統拡張計画2012

    • Author(s)
      中土居樹, 森啓之
    • Organizer
      平成24年電力技術・電力系術合同研会
    • Place of Presentation
      東京大学(資料番号PE-12-143/PSE-12-159)
    • Related Report
      2013 Final Research Report
  • [Presentation] スマートグリッド環境下におけるウインドファームを考慮した多目的送電系統拡充計画測2012

    • Author(s)
      角田広樹, 森啓之
    • Organizer
      2011年度第1回電気学会東京支部神奈川支所研究発表会
    • Place of Presentation
      慶応大学(講演番号TK-0000216)
    • Related Report
      2013 Final Research Report
  • [Presentation] GRASP-SPEA2による負荷の不確定性を考慮した多目的送電系統拡充計画2012

    • Author(s)
      角田広樹, 森啓之
    • Organizer
      平成24年電気学会全国大会
    • Place of Presentation
      広島工業大学(予稿集,論文番号6-044)
    • Related Report
      2013 Final Research Report
  • [Presentation] 配電系統再構成問題に対する多目的メタヒューリスティクスの適2012

    • Author(s)
      横山 裕久,森 啓之
    • Organizer
      平成24年電気学会電力技術・電力系統技術合同研究会
    • Place of Presentation
      東京大学
    • Related Report
      2012 Research-status Report
  • [Presentation] DRを考慮した送電系統拡張計2012

    • Author(s)
      中土居樹,森啓之
    • Organizer
      平成24年電気学会電力技術・電力系統技術合同研究会
    • Place of Presentation
      東京大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 階層的最適化を用いた送電系統拡張計画2012

    • Author(s)
      中土居樹,森啓之
    • Organizer
      平成24年電気学会B部門大会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 多目的メタヒューリスティクスの太陽光発電を持つ配電系統再構成への応用2012

    • Author(s)
      横山 裕久,森 啓之
    • Organizer
      平成24年電気学会B部門大会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Research-status Report
  • [Presentation] スマートグリッド環境下におけるウインドファームを考慮した多目的送電系統拡充計画2012

    • Author(s)
      角田広樹, 森 啓之
    • Organizer
      第1回電気学会東京支部神奈川支所研究発表会
    • Place of Presentation
      慶応大学
    • Related Report
      2011 Research-status Report
  • [Presentation] GRASP-SPEA2による負荷の不確定性を考慮した多目的送電系統拡充計画2012

    • Author(s)
      角田 広樹,森 啓之
    • Organizer
      平成24年電気学会全国大会
    • Place of Presentation
      広島工業大学
    • Related Report
      2011 Research-status Report
  • [Presentation] 解の多様性を考慮した多目的メタヒューリスティクスによる確率的供給信頼度評価2011

    • Author(s)
      角田広樹, 森啓之
    • Organizer
      平成23年電気学会B部門大会
    • Place of Presentation
      福井大学(論文I,論文番号22)
    • Related Report
      2013 Final Research Report
  • [Presentation] Multi-objective Meta-heuristics for ELD in Consideration of CO_2 Reduction2011

    • Author(s)
      Hiroyuki Mori
    • Organizer
      Special Invited Session Seminar of Smart Grid of KIEE(韓国電気学会)
    • Place of Presentation
      Cheju Island, South Korea
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] 解の多様性を考慮した改良型SPEA2による確率的供給信頼度評価2011

    • Author(s)
      角田広樹, 森啓之
    • Organizer
      平成23年電気学会B部門大会
    • Place of Presentation
      福井大学
    • Related Report
      2011 Research-status Report
  • [Presentation] Modified SPEA2 for Probabilistic Reliability Assessment in Smart Grids2011

    • Author(s)
      H. Mori and H. Kakuta
    • Organizer
      Complex Adaptive Systems Conference 2011 (CAS2011)
    • Place of Presentation
      Chicago,USA
    • Related Report
      2011 Research-status Report
  • [Presentation] Multi-objective Transmission Network Expansion Planning in Consideration of Wind Farms2011

    • Author(s)
      H. Mori and H. Kakuta
    • Organizer
      IEEE PES ISGT(Innovative Smart Grid Technologies) Europe 2011
    • Place of Presentation
      Manchester, UK
    • Related Report
      2011 Research-status Report
  • [Remarks] ○ホームペイジ:

    • URL

      http://www.isc.meiji.ac.jp/~hmori/pwr/

    • Related Report
      2013 Final Research Report
  • [Remarks] ○講習会講師:森 啓之,「電力システムへの多目的メタヒューリスティクスの応用」、関西電気関連学会専門講習会「電力システムの最適化技術:入門から最先端まで」、中央電気倶楽部、大阪(2013-05)

    • URL

      http://www2.iee.or.jp/ver2/kansai/sys/02-conference/05-13.html

    • Related Report
      2013 Final Research Report
  • [Remarks] 明治大学インテリジェントシウテム研究室

    • URL

      http://www.isc.meiji.ac.jp/~hmori/pwr/

    • Related Report
      2013 Annual Research Report
  • [Remarks] 明治大学総合数理学部ネットワークデザイン学科インテリジェントシステム研究室

    • URL

      http://www.isc.meiji.ac.jp/~hmori/pwr/

    • Related Report
      2012 Research-status Report
  • [Remarks]

    • URL

      http://www.isc.meiji.ac.jp/~hmori/pwr/Results/results.htm

    • Related Report
      2011 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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