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Automatic Generation of Graph-structural Programs by Using Swarm Intelligence of Ants

Research Project

Project/Area Number 25730149
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Soft computing
Research InstitutionHiroshima City University

Principal Investigator

HARA Akira  広島市立大学, 情報科学研究科, 准教授 (70347615)

Project Period (FY) 2013-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2013: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Keywords群知能 / アリコロニー最適化法 / 遺伝的プログラミング
Outline of Final Research Achievements

The aim of this research is to develop an automatic generation method of graph-structural programs by using swarm intelligence. We have already proposed Cartesian Ant Programming (CAP) as an automatic programming method. But, CAP search tends to fall into local optima because assignments of functional symbols (program elements) to respective nodes are fixed and inflexible. In my 2013's research, we have proposed an improved CAP method, CAP with adaptive node replacements. The assignments of functional symbols changes adaptively based on the state of search in this method. In my 2014's research, for improving the search performance, we have introduced two new mechanisms into CAP, optimization of function assignments by pheromone communication, and limitation or release of the use of a part of nodes. These methods showed better performance than conventional CAP.

Report

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

    (2 results)

All 2015 2014

All Presentation (2 results)

  • [Presentation] ノードへの関数記号の割り当て機能を備えたノード開放型Cartesian Ant Programming2015

    • Author(s)
      串田淳一,溝部夏海,原章,高濱徹行
    • Organizer
      第8回進化計算学会研究会
    • Place of Presentation
      拓殖大学八王子キャンパス(東京都八王子市館町815-1)
    • Year and Date
      2015-03-05 – 2015-03-06
    • Related Report
      2014 Annual Research Report
  • [Presentation] Cartesian Ant Programming with Adaptive Node Replacements2014

    • Author(s)
      Akira Hara, Jun-ichi Kushida, Keita Fukuhara, and Tetsuyuki Takahama
    • Organizer
      2014 IEEE 7th International Workshop on Computational Intelligence and Applications
    • Place of Presentation
      広島市立大学(広島県広島市安佐南区大塚東3-4-1)
    • Year and Date
      2014-11-07 – 2014-11-08
    • Related Report
      2014 Annual Research Report

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

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