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Black box optimization methods including large-scaled simulation by using a response surface method

Research Project

Project/Area Number 16K06435
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Control engineering/System engineering
Research InstitutionThe Institute of Statistical Mathematics (2017-2020)
Japan Institure of Lifelong Learning (2016)

Principal Investigator

Aiyoshi Eitaro  統計数理研究所, 大学共同利用機関等の部局等, 客員教授 (90137985)

Co-Investigator(Kenkyū-buntansha) 安田 恵一郎  東京都立大学, システムデザイン研究科, 教授 (30220148)
Project Period (FY) 2016-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2020: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2019: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2018: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2017: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywordsシステム最適化 / システムモデリング / プラックボックス最適化 / モデル構築型最適化 / 能動学習統合型最適化 / メタヒューリスティクス / モデル構築型最適化法 / 能動学習統合型最適化法 / ブラックボックス最適化 / ラジアル基底関数 / 2レベル最適化 / 一様入出力近似 / 社会基盤システム最適化 / モデル構築型最適化手法 / 応答曲面法 / 一様写像近似 / 螺旋型システムズアプローチ / 逐次更新型最適化手法 / システム連携 / 応答局面法 / シミュレーション
Outline of Final Research Achievements

For black-box optimization that is system optimization with some of un-modeled elements, we proposed "integrated optimization methods with active learning" in which modelling mechanism are included into optimization mechanism. Concretely, on an approximated model by linear combination of bases functions, errors of sampling data are acceptable uniformly and approximation accuracy increases near an optimal solution. Proposed methods are applied to construct following models: (1) a model of an objective function, (2) a model of a static system as equality constraints, (3) a model of response solution to a lower problem in a two-level optimization problem, (4) a model of Pareto solution set in response to weighting coefficients in a multi-objective preference optimization problems, and others.

Academic Significance and Societal Importance of the Research Achievements

システム科学やシステム工学の分野における基盤技法である「システム最適化」と「システムモデリング」に関し,後者の機能を前者の機能に内包させた新たな方法論を創出した点で,当研究課題の成果の学術的意義が高く,これに類する研究成果も国内外において見受けられない。同時に,本手法を社会的課題解決のための新しい概念的方法論である「螺旋型システムズアプローチ」に位置付け、さらに近年話題となっているスマート社会のプラットフォームの設計・計画・運用するための新しいシステム方法論を提供する点で,当成果は社会的意義を有している。

Report

(6 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (32 results)

All 2021 2020 2019 2018 2017 2016

All Journal Article (18 results) (of which Peer Reviewed: 18 results,  Open Access: 10 results) Presentation (12 results) (of which Int'l Joint Research: 5 results) Book (2 results)

  • [Journal Article] Preference Optimization Methods for Multi-objective Problems by Using Integrated Optimization Methods with Active Learning2021

    • Author(s)
      相吉英太郎,田村健一,安田恵一郎
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 141 Issue: 2 Pages: 228-236

    • DOI

      10.1541/ieejeiss.141.228

    • NAID

      130007979610

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2021-02-01
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A three-compartment non-linear model of myocardial cell conduction block during photosensitization2021

    • Author(s)
      Emiyu Ogawa,Eitaro Aiyoshi,Tsunenori Arai
    • Journal Title

      Medical & Biological Engineering & Computing

      Volume: 59 Issue: 3 Pages: 703-710

    • DOI

      10.1007/s11517-021-02329-7

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Conceptual Framework for Designing, Planning and Operating Smart Platforms as Societal Foundations from a System-Optimization Standpoint2020

    • Author(s)
      相吉英太郎,村田純一
    • Journal Title

      Journal of The Society of Instrument and Control Engineers

      Volume: 59 Issue: 12 Pages: 895-901

    • DOI

      10.11499/sicejl.59.895

    • NAID

      130007957652

    • ISSN
      0453-4662, 1883-8170
    • Year and Date
      2020-12-10
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Black-Box Optimization and Its Applications2020

    • Author(s)
      安田恵一郎,熊谷渉
    • Journal Title

      Journal of The Society of Instrument and Control Engineers

      Volume: 59 Issue: 12 Pages: 914-917

    • DOI

      10.11499/sicejl.59.914

    • NAID

      130007957638

    • ISSN
      0453-4662, 1883-8170
    • Year and Date
      2020-12-10
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Distributed Algorithm based 2-level Optimization for Multi-area Optimal Power Flow with Discrete Variables2020

    • Author(s)
      鈴木亮平,安田恵一郎,相吉英太郎
    • Journal Title

      IEEJ Transactions on Power and Energy

      Volume: 140 Issue: 11 Pages: 786-794

    • DOI

      10.1541/ieejpes.140.786

    • NAID

      130007934101

    • ISSN
      0385-4213, 1348-8147
    • Year and Date
      2020-11-01
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Integrated Optimization Method with Active Learning for Bi-level Optimization Problems2020

    • Author(s)
      相吉英太郎,田村健一,安田恵一郎
    • Journal Title

      Transactions of the Society of Instrument and Control Engineers

      Volume: 56 Issue: 5 Pages: 317-326

    • DOI

      10.9746/sicetr.56.317

    • NAID

      130007842353

    • ISSN
      0453-4654, 1883-8189
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Artificial Bee Colony Algorithm with Rotational Invariance Based on Hypersphere2020

    • Author(s)
      W. Kumagai, Z. Xu, K. Tamura, K. Yasuda
    • Journal Title

      IEEE Transactions on Electrical and Electronic Engineering

      Volume: 15 Issue: 9 Pages: 1405-1407

    • DOI

      10.1002/tee.23209

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Integrated Optimization Method with Active Learning Using Iteratively Produced Input-Output Data2019

    • Author(s)
      相吉英太郎,田村健一,安田恵一郎
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 139 Issue: 11 Pages: 1348-1356

    • DOI

      10.1541/ieejeiss.139.1348

    • NAID

      130007740588

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2019-11-01
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Adaptive Particle Swarm Optimization with Rotational Invariance2019

    • Author(s)
      熊谷渉,安田恵一郎
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 139 Issue: 10 Pages: 1201-1214

    • DOI

      10.1541/ieejeiss.139.1201

    • NAID

      130007722377

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2019-10-01
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Three-Compartment Pharmacokinetic Model to Predict the Interstitial Concentration of Talaporfin Sodium in the Myocardium for Photodynamic Therapy2019

    • Author(s)
      Y. Uno, E. Ogawa, E. Aiyoshi, and T. Arai
    • Journal Title

      Bioengineering

      Volume: 6 Issue: 1 Pages: 1-11

    • DOI

      10.3390/bioengineering6010001

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Higher Structure Solution Space Based Multi-point Combinatorial Optimization Method with Diversification and Intensification Strategy2018

    • Author(s)
      橋本,田村,土屋,安田
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 138 Issue: 7 Pages: 860-869

    • DOI

      10.1541/ieejeiss.138.860

    • NAID

      130007387051

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2018-07-01
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Search Point Ranking Based Adaptive Cuckoo Search2018

    • Author(s)
      Y. Miyake, W. Kumagai, K. Tamura, and K. Yasuda
    • Journal Title

      IEEJ Transactions on Electrical and Electronic Engineering

      Volume: 13 Issue: 7 Pages: 1075-1076

    • DOI

      10.1002/tee.22667

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] 機能分担に基づく多目的最適化手法2017

    • Author(s)
      森田聖惇,田村健一,安田恵一郎
    • Journal Title

      電気学会電子・情報・システム部門誌

      Volume: 137 Pages: 750-758

    • NAID

      130005631927

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Making Rotational Invariance of Particle Swarm Optimization Based on Correlativity2017

    • Author(s)
      W. Kumagai, K. Yasuda
    • Journal Title

      IEEJ Transactions on Electrical and Electronic Engineering

      Volume: 12 Issue: S2

    • DOI

      10.1002/tee.22559

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Multi-point Combinatorial Optimization Method with Estimation Mechanism for Landscape of Combinatorial Optimization Problems2016

    • Author(s)
      森田真英,落合広樹木,田村健一,安田恵一郎
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 136 Issue: 7 Pages: 963-976

    • DOI

      10.1541/ieejeiss.136.963

    • NAID

      130005160730

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] 螺旋型システムズアプローチ-大規模・複雑な社会的課題解決に向けて-2016

    • Author(s)
      相吉英太郎
    • Journal Title

      計測と制御

      Volume: 55 Pages: 650-656

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Superior Solution Set Search Problem for Single-Objective Optimization and A Firefly Algorithm Based Optimization Method2016

    • Author(s)
      大隅竜太,熊谷渉,田村健一,安田恵一郎
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 136 Issue: 10 Pages: 1497-1498

    • DOI

      10.1541/ieejeiss.136.1497

    • NAID

      130005598332

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Distributed Optimization for Energy Flow Problem by Price Coordination using Augmented Lagrangian Method2016

    • Author(s)
      H. Koita, R. Maeda, E. Aiyoshi
    • Journal Title

      SICE Journal of Control, Measurment, and System Integration,

      Volume: 9 Issue: 6 Pages: 242-250

    • DOI

      10.9746/jcmsi.9.242

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Presentation] Combinatorial Optmization Method Using Expanded Search Mechanism Based on Hierarchical Interpretation in Solution Space2019

    • Author(s)
      X. Li, K. Tamura, J. Tsuchiya, K. Yasuda
    • Organizer
      IEEE International Conference on Systems, Man, and Cyberetics
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 社会基盤プラットフォームの設計・計画・運用のための概念的枠組み2019

    • Author(s)
      相吉英太郎,村田純一
    • Organizer
      計測自動制御学会 システム・情報部門学術講演会
    • Related Report
      2019 Research-status Report
  • [Presentation] 入出力データの逐次生成による能動学習統合型最適化法2018

    • Author(s)
      相吉,田村,安田
    • Organizer
      第28回インテリジェント・システム・シンポジウム
    • Related Report
      2018 Research-status Report
  • [Presentation] Particle Swarm optimization with Rotational Invariance Using Correlativity2018

    • Author(s)
      W. Kumagai and K. Yasuda
    • Organizer
      IEEE International Coference on Systems, Man, and Cybernetics
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Combinatorial Optimization Method Using Distance in Scheduling Problem2018

    • Author(s)
      Y. Obinata, K. Tamura, J. Tsuchiya, and K. Yasuda
    • Organizer
      IEEE International Coference on Systems, Man, and Cybernetics
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 2レベル最適化問題に対する能動学習統合型最適化手法2018

    • Author(s)
      相吉,田村,安田
    • Organizer
      計測自動制御学会 システム・情報部門学術講演会
    • Related Report
      2018 Research-status Report
  • [Presentation] ミクロ-マクロ結合型2レベル最適化問題に対する学習統合型最適化法2018

    • Author(s)
      相吉,田村,安田
    • Organizer
      電気学会 システム・産業計測制御合同研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] 優良解集合探索問題のための逐次近似最適化に基づく探索手法2017

    • Author(s)
      福嶋 竜 , 田村健一,土屋淳一,安田恵一郎
    • Organizer
      平成29年電気学会電子・情報・システム部門大会
    • Related Report
      2017 Research-status Report
  • [Presentation] Differential Evolutionを用いた統合的最適化によるアクチュエータの磁極形状の最適設計2017

    • Author(s)
      土屋淳一,安田恵一郎
    • Organizer
      進化計算シンポジウム
    • Related Report
      2017 Research-status Report
  • [Presentation] サンプルデータの逐次選択による一様近似モデル構築型最適化法2017

    • Author(s)
      相吉英太郎,田村健一,安田恵一郎
    • Organizer
      計測自動制御学会 システム・情報部門学術講演会
    • Related Report
      2017 Research-status Report
  • [Presentation] Novel Single-objective Optimization Problem and Firefly Algorithm-based Optimization Method2016

    • Author(s)
      R. Oosumi, K. Tamura, K. Yasuda
    • Organizer
      2016 IEEE International Conference on Systems, Man, and Cybernetics
    • Place of Presentation
      Budapest, Hungary
    • Year and Date
      2016-10-09
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Functional Specialization Based Search Strategy for Multi-objective Optimization2016

    • Author(s)
      S. Morita, K. Tamura, K.yasuda
    • Organizer
      2016 IEEE International Conference on Sysyems, Man, and Cybernetics
    • Place of Presentation
      Budapest, Hungary
    • Year and Date
      2016-10-09
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Book] Conceptual Framework for Designing, Planning, and Operating Smart Platforms as Societal Foundations: A System-Optimization Standpoint and a Spiral-up Systems Approach, in "Innovative Systems Approach for Designing Smarter World"2020

    • Author(s)
      E. Aiyoshi, J. Murata (Editor: T. Kaihara etc.)
    • Publisher
      Springer
    • ISBN
      9789811566509
    • Related Report
      2020 Annual Research Report
  • [Book] Smartification of Social Infrastructure for Efficient Power and Energy Use, in "Innovative Systems Approach for Designing Smarter World""2020

    • Author(s)
      K. Yasuda, K. Tokoro (Editor: T. Kaihara etc.)
    • Publisher
      Springer
    • ISBN
      9789811566509
    • Related Report
      2020 Annual Research Report

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Published: 2016-04-21   Modified: 2022-01-27  

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