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A Theory of Super-Distributed Autonomous Load Control for New Electric Power Systems Based on Intermittent Generators

Research Project

Project/Area Number 15K05924
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 InstitutionTohoku University

Principal Investigator

Saitoh Hiroumi  東北大学, 工学研究科, 教授 (10202079)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2016: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords電力システム / 負荷制御 / 強化学習 / 合意制御 / 周波数制御 / ヒートポンプ / 電気自動車 / マルチエージェント / 平均合意アルゴリズム / 平均合意
Outline of Final Research Achievements

Penetration of renewable energy sources such as photovoltaic and wind power of which the electric power outputs intermittently fluctuate, requires the advancement of power system operation in order to maintain stable electricity supply. The purpose of my study is to develop a theory of autonomous decentralized load control to achieve the advancement. In the study, by the simulation of an integrated model of appliances and electric power system, it was clarified how reinforcement learning can be applied to control system of heat pumped air conditioner, and average consensus algorithm is useful to reduce the bias in the use of many appliances for the load control.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (22 results)

All 2018 2017 2016 2015

All Journal Article (3 results) (of which Peer Reviewed: 3 results) Presentation (19 results) (of which Int'l Joint Research: 6 results)

  • [Journal Article] 風力発電導入時の周波数制御に貢献するバッテリーアシスト型LFCの所要蓄電池容量の評価2018

    • Author(s)
      織原大、斎藤浩海
    • Journal Title

      電気学会論文誌B

      Volume: 138

    • NAID

      130007387024

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improvement of frequency stability by using battery to compensate rate shortage of LFC reserve2016

    • Author(s)
      Dai Orihara, Hiroumi Saitoh
    • Journal Title

      Journal of International Council on Electrical Engineering

      Volume: 6 Issue: 1 Pages: 146-152

    • DOI

      10.1080/22348972.2016.1202398

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] 風力発電連系系統における電源出力変化速度に適応的なバッテリーアシスト型負荷周波数制御2016

    • Author(s)
      織原大、斎藤浩海
    • Journal Title

      電気学会論文誌B

      Volume: 136

    • NAID

      130005149205

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] 自律分散LFCにおける平均合意アルゴリズムに基づく最適な調整力配分係数の推定法2018

    • Author(s)
      高田聖也、織原大、斎藤浩海
    • Organizer
      電気学会全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 周波数制御支援を目的とした需要側機器使用の偏りを低減するコンセンサス負荷制御の提案2018

    • Author(s)
      斎藤浩海、織原大
    • Organizer
      電気学会全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 平均合意アルゴリズムに基づくSOC同期機能を備えた電気自動車群による周波数変動抑制制御2017

    • Author(s)
      木村昇太、織原大、斎藤浩海
    • Organizer
      電気学会 全国大会
    • Place of Presentation
      富山大学(富山県・富山市)
    • Year and Date
      2017-03-15
    • Related Report
      2016 Research-status Report
  • [Presentation] LFCを支援する電気自動車群の平均合意アルゴリズムによる広域SOC同期手法2017

    • Author(s)
      木村昇太、織原大、斎藤浩海
    • Organizer
      電気学会 電力・エネルギー部門大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 電力ネットワークの潮流変動制約を考慮したLFC調整容量の最適配分に関する基礎検討2017

    • Author(s)
      織原大、斎藤浩海
    • Organizer
      電気学会電力技術・電力系統技術合同研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 平均合意アルゴリズムを活用した電源の運転状態に適応的な自律分散負荷周波数制御2017

    • Author(s)
      高田聖也、織原大、斎藤浩海
    • Organizer
      電気学会電力技術・電力系統技術合同研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] SOC同期機能を備えたLFC支援EVネットワークにおける通信接続構成が周波数制御性能に与える影響2017

    • Author(s)
      木村昇太、織原大、斎藤浩海
    • Organizer
      電気学会電力技術・電力系統技術合同研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Hybrid Real-Time Simulator for Evaluation of Direct Load Control to Assist Power System Control2017

    • Author(s)
      Hiroumi Saitoh, Yasuhiko Koshi, Takahiro Sato, Masahiro Abe, Dai Orihara, Daisuke Iioka, Atsushi Okamoto, Yukihide Shibata and Koji Tanifuji
    • Organizer
      Proceedings of ISGT Asia 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Saving of Secondary Reserves by Battery-Assisted Load Frequency Control2016

    • Author(s)
      Dai Orihara, Hiroumi Saitoh
    • Organizer
      IEEE International Conference on Power Systems Technology
    • Place of Presentation
      Wollongong, Australia
    • Year and Date
      2016-09-28
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] LFCを支援する強化学習ベース負荷制御の性能と負荷変動特性の関係2016

    • Author(s)
      徐天放、織原大、斎藤浩海
    • Organizer
      電気学会 電力技術・電力系統技術合同研究会
    • Place of Presentation
      福井大学(福井県・福井市)
    • Year and Date
      2016-09-20
    • Related Report
      2016 Research-status Report
  • [Presentation] 周波数変動抑制を目的とした空調機負荷制御への強化学習法の応用2016

    • Author(s)
      徐天放、織原大、斎藤浩海
    • Organizer
      電気学会 電力・エネルギー部門大会
    • Place of Presentation
      九州工業大学(福岡県・北九州市)
    • Year and Date
      2016-09-07
    • Related Report
      2016 Research-status Report
  • [Presentation] Reinforcement Learning Based Heat Pump Controller for Load Frequency Control in Power System2016

    • Author(s)
      Tiangfang XU, Hiroumi SAITOH, Dai ORIHARA
    • Organizer
      The International Conference on Electrical Engineering 2016
    • Place of Presentation
      Okinawa Jichikaikan,Naha, Okinawa
    • Year and Date
      2016-07-03
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Defensive Control of VSWT-PMSG System against Network Disturbance Impacts2016

    • Author(s)
      Shintaro Hoshino, Hiroumi Saitoh, Junji Tamura, Masahiro Watanabe
    • Organizer
      The International Conference on Electrical Engineering 2016
    • Place of Presentation
      Okinawa Jichikaikan, Naha, Okinawa
    • Year and Date
      2016-07-03
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Evaluation of Battery Capacity required for Assist of Balancing Control2016

    • Author(s)
      Dai ORIHARA, Hiroumi SAITOH
    • Organizer
      The International Conference on Electrical Engineering 2016
    • Place of Presentation
      Okinawa Jichikaikan, Naha, Okinawa
    • Year and Date
      2016-07-03
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] LFCの積分制御特性を考慮した所要調整容量の推定2016

    • Author(s)
      織原大、斎藤浩海
    • Organizer
      電気学会全国大会
    • Place of Presentation
      東北大学(宮城県・仙台市)
    • Year and Date
      2016-03-16
    • Related Report
      2015 Research-status Report
  • [Presentation] 周波数変動抑制を目的とした電力系統の運転状態に適した負荷制御2015

    • Author(s)
      田口公陽、織原大、斎藤浩海
    • Organizer
      電気学会電力技術・電力系統技術合同研究会
    • Place of Presentation
      東北大学(宮城県・仙台市)
    • Year and Date
      2015-09-16
    • Related Report
      2015 Research-status Report
  • [Presentation] 電源出力変化速度の低下時に負荷周波数制御に貢献する蓄電池制御2015

    • Author(s)
      織原大、斎藤浩海
    • Organizer
      電気学会電力技術・電力系統技術合同研究会
    • Place of Presentation
      東北大学(宮城県・仙台市)
    • Year and Date
      2015-09-16
    • Related Report
      2015 Research-status Report
  • [Presentation] PV用PCSの無効電力制御限界時に配電電圧適正化に貢献する負荷制御2015

    • Author(s)
      中林寛彰、飯岡大輔、斎藤浩海
    • Organizer
      電気学会電力技術・電力系統技術合同研究会
    • Place of Presentation
      東北大学(宮城県・仙台市)
    • Year and Date
      2015-09-16
    • Related Report
      2015 Research-status Report
  • [Presentation] Improvement of Frequency Stability by using Battery to Compensate Rate Shortage of LFC Reserve2015

    • Author(s)
      Dai Orihara and Hiroumi Saitoh
    • Organizer
      The International Conference on Electrical Engineering
    • Place of Presentation
      Hong Kong, China
    • Year and Date
      2015-07-05
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research

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Published: 2015-04-16   Modified: 2019-03-29  

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