• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Solution of multistage decision problems considering subjectively evaluated risks of changes in problems

Research Project

Project/Area Number 24560499
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field System engineering
Research InstitutionKyushu University

Principal Investigator

MURATA Junichi  九州大学, システム情報科学研究科(研究院, 教授 (60190914)

Co-Investigator(Renkei-kenkyūsha) TAKANO Hirotaka  九州大学, 大学院システム情報科学研究院, 助教 (50435426)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywords最適化 / 不確定性 / リスク / 機械学習 / 再生可能エネルギー
Outline of Final Research Achievements

Methods have been developed for multistage decision problems with changes.
A multistage decision problem finds a sequence of appropriate alternatives such that their overall evaluation is optimized. The typical evaluation is finding a shortest path in a network of streets. The changes considered are those in the set of alternatives which corresponds to street closures in street networks.
The following have been developed: a method for subjective evaluation of risks based on the probability of and the damages caused by changes, a reinforcement learning algorithm that solves the problem considering the subjective risks, and learning classifier systems that acquire multiple solutions and switch one from another in response to the changes. Also, operation planning schema have been developed for power systems with photovoltaic generation units whose outputs changes non-deterministically.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (17 results)

All 2015 2014 2013 2012

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (13 results)

  • [Journal Article] Novelty-Organizing Team of Classifiers - a Team-Individual Multi-Objective Approach to Reinforcement Learning2014

    • Author(s)
      Danilo Vasconcellos Vargas, Hirotaka Takano, Junichi Murata
    • Journal Title

      Proceedings of SICE Annual Conference 2014

      Volume: 1 Pages: 1785-1792

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improving the Search Ability of Tabu Search in the Distribution Network Reconfiguration Problem2013

    • Author(s)
      Hirotaka Takano, Junichi Murata, Yukino Maki, Makoto Yasuda
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 17 Pages: 681-689

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Acceleration of Reinforcement Learning with an Incomplete Prior Information2013

    • Author(s)
      Kento Terashima, Hirotaka Takano, Junichi Murata
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 17 Pages: 721-730

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Reinforcement learning approach to multi-stage decision making problems with changes in action sets2012

    • Author(s)
      Takuya Etoh, Hirotaka Takano, Junichi Murata
    • Journal Title

      Artificial Life and Robotics

      Volume: 17 Issue: 2 Pages: 293-299

    • DOI

      10.1007/s10015-012-0058-9

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Determination of Optimal Sizes and Locations of Renewable Distributed Generations Considering Uncertainty by Differential Evolution2015

    • Author(s)
      Madihah Md Rasid, Junichi Murata, Hirotaka Takano
    • Organizer
      The 4th International Conference on Microgeneration and Related Technology
    • Place of Presentation
      東京都文京区
    • Year and Date
      2015-10-28 – 2015-10-30
    • Related Report
      2014 Annual Research Report
  • [Presentation] Novelty-Organizing Team of Classifiers in Noisy and Dynamic Environments2015

    • Author(s)
      Danilo Vasconcellos Vargas, Hirotaka Takano, Junichi Murata
    • Organizer
      2015 IEEE Congress on Evolutionary Computation
    • Place of Presentation
      仙台市
    • Year and Date
      2015-05-25 – 2015-05-28
    • Related Report
      2014 Annual Research Report
  • [Presentation] PVの導入拡大に対応した配電NW事故復旧に関する検討2015

    • Author(s)
      高野浩貴,大賀博文,村田純一
    • Organizer
      平成27年 電気学会 全国大会
    • Place of Presentation
      東京都世田谷区
    • Year and Date
      2015-03-24 – 2015-03-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] エージェントに特徴を与えた群強化学習2015

    • Author(s)
      So Jae Woo, 高野 浩貴, 村田 純一
    • Organizer
      第42回知能システムシンポジウム
    • Place of Presentation
      神戸市
    • Year and Date
      2015-03-17 – 2015-03-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] PV の不確実性に対応した配電ネットワーク復旧問題の一解法2014

    • Author(s)
      高野浩貴,大賀博文,村田純一,飯坂達也,樺澤明裕
    • Organizer
      平成26年 電気学会 電力技術・電力系統技術合同研究
    • Place of Presentation
      堺市
    • Year and Date
      2014-09-24 – 2014-09-25
    • Related Report
      2014 Annual Research Report
  • [Presentation] 太陽光発電の時間帯毎最大可能出力に基づくロバスト最適化を用いた配電系統事故復 旧構成決定法2014

    • Author(s)
      大賀博文,高野浩貴,村田純一,飯坂達也,樺澤明裕
    • Organizer
      平成26年 電気学会 電力・エネルギー部門大会
    • Place of Presentation
      京田辺市
    • Year and Date
      2014-09-10 – 2014-09-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] Novelty-Organizing Classifiers Applied to Classification and Reinforcement Learning: Towards Flexible Algorithms2014

    • Author(s)
      Danilo Vasconcellos Vargas, Hirotaka Takano, Junichi Murata
    • Organizer
      Genetic and Evolutonary Computation Conference 2014
    • Place of Presentation
      バンクーバー
    • Related Report
      2013 Research-status Report
  • [Presentation] 不確実性をもって低下する品質を検査・改善する行動の簡易準最適選択2013

    • Author(s)
      大坪良介,江藤拓也,高野浩貴,村田純一
    • Organizer
      第23回インテリジェント・システム・シンポジウム
    • Place of Presentation
      福岡市
    • Related Report
      2013 Research-status Report
  • [Presentation] 確率的変動を伴う意思決定問題に対する 主観的リスク評価を考慮した強化学習法2013

    • Author(s)
      江藤拓也,大坪良介,高野浩貴,村田純一
    • Organizer
      第23回インテリジェント・システム・シンポジウム
    • Place of Presentation
      福岡市
    • Related Report
      2013 Research-status Report
  • [Presentation] PV出力の不確かさが配電系統事故復旧問題に与える影響2013

    • Author(s)
      大賀博文,高野浩貴,村田純一,飯坂達也,樺澤明裕
    • Organizer
      平成26年電気学会全国大会
    • Place of Presentation
      松山市
    • Related Report
      2013 Research-status Report
  • [Presentation] 行動選択肢の確率的変動を伴う多段意思決定問題に対する強化学習法2012

    • Author(s)
      江藤拓也,高野浩貴,村田純一
    • Organizer
      第22回インテリジェント・システム・シンポジウム
    • Place of Presentation
      浦添市
    • Related Report
      2012 Research-status Report
  • [Presentation] 再生可能エネルギーの不確定性に対応した小規模グリッドの電源運用最適化に関する基礎検討2012

    • Author(s)
      高野浩貴,村田純一,張鵬,橋口卓平,合田忠弘,飯坂達也,中西要祐
    • Organizer
      平成24年 電気学会電力・エネルギー部門大会
    • Place of Presentation
      札幌市
    • Related Report
      2012 Research-status Report
  • [Presentation] マイクログリッドを対象とした需給計画問題の一解法2012

    • Author(s)
      高野浩貴,張鵬,村田純一,橋口卓平,合田忠弘,飯坂達也,中西要祐
    • Organizer
      第31回計測自動制御学会九州支部学術講演会
    • Place of Presentation
      熊本市
    • Related Report
      2012 Research-status Report

URL: 

Published: 2013-05-31   Modified: 2019-07-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi