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Analysis of Modular Network Evolution and Application to Smart-grid Design

Research Project

Project/Area Number 25870260
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent mechanics/Mechanical systems
Web informatics, Service informatics
Research InstitutionMeijo University (2015)
University of Toyama (2013-2014)

Principal Investigator

Ikemoto Yusuke  名城大学, 理工学部, 准教授 (10377822)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2014: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2013: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords制御理論 / ネットワーク / モジュラリティ / ロバストネス / 制御工学
Outline of Final Research Achievements

Biological networks often represent modular networks, which is defined as the degree of decomposing a network into several subnetworks. We investigate an alternative evolutionary constraint entailing increased robustness to noise.
To examine this, we study noise-interfused network models involving an analytically solvable linear system and biologically inspired nonlinear systems. (1) It was shown that the evolutionary constraint enforces to find well-balanced noise-sensitivities of multiple noise sources, and leads to a modular network underlying a modular structure in goals. (2) The simple model was proposed for the modular network evolution based on non-linearity denosing in a node-activity. The model suggest that the modular networks can evolve under conditions; if the given goals to networks, input and target output pairs, involve modular feature; and if the signal transfer in a node is carried out with non-linear manners in the sense of a saturation at upper and lower bounds.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (6 results)

All 2016 2015 2014

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Acknowledgement Compliant: 2 results) Presentation (4 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Evolution of Modular Networks under Selection for Non-linearly Denoising2016

    • Author(s)
      Y. Ikemoto and K. Sekiyama
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: in press

    • NAID

      130007673343

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Modular network evolution under selection for robustness to noise2014

    • Author(s)
      Yusuke Ikemoto, Kosuke Sekiyama
    • Journal Title

      Physical Review E

      Volume: 89, 4 Issue: 4 Pages: 042705-042705

    • DOI

      10.1103/physreve.89.042705

    • Related Report
      2014 Research-status Report 2013 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] Modular Networks Emerge from Non-linearly Noise Reductions2015

    • Author(s)
      Y. Ikemoto and K. Sekiyama
    • Organizer
      International Symposium on Swarm behavior and Bio-inspired Robotics
    • Place of Presentation
      Kyoto
    • Year and Date
      2015-10-28
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ノイズ低感度設計に基づくモジュラーネットワーク進化2015

    • Author(s)
      池本有助,関山浩介
    • Organizer
      第25回インテリジェント・システム・シンポジウム
    • Place of Presentation
      仙台
    • Year and Date
      2015-09-24
    • Related Report
      2015 Annual Research Report
  • [Presentation] モノアラガイの学習・記憶を成立させる細胞内遺伝子発現制御の数理モデル2015

    • Author(s)
      池本有助,伊藤悦朗
    • Organizer
      第27回自律分散システム・シンポジウム
    • Place of Presentation
      東京
    • Year and Date
      2015-01-22 – 2015-01-23
    • Related Report
      2014 Research-status Report
  • [Presentation] モジュラーネットワーク進化のコトミメティクス2014

    • Author(s)
      池本有助,関山浩介
    • Organizer
      第26回自律分散システム・シンポジウム
    • Place of Presentation
      東京
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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