探索状態の評価と制御に基づく適応型Cuckoo Search

カテゴリ: 論文誌(論文単位)

グループ名: 【C】電子・情報・システム部門

発行日: 2016/11/01

タイトル(英語): Adaptive Cuckoo Search Based on Evaluation and Control of Search State

著者名: 熊谷　渉（首都大学東京），田村　健一（首都大学東京），土屋　淳一（首都大学東京），安田　恵一郎（首都大学東京）

著者名(英語): Wataru Kumagai (Tokyo Metropolitan University), Kenichi Tamura (Tokyo Metropolitan University), Junichi Tsuchiya (Tokyo Metropolitan University), Keiichiro Yasuda (Tokyo Metropolitan University)

キーワード: メタヒューリスティクス，Cuckoo Search，適応化，多様化，集中化，パラメータ調整　　Metaheuristics，Cuckoo Search，Adaptation，Diversification，Intensification，Parameter Adjustment

要約(英語): In this paper, to improve the search performance and usability of Cuckoo Search (CS), we develop a new Adaptive Cuckoo Search (ACS) based on evaluation and control of its search state by adjusting one of its parameters. ACS consists of a new evaluation indicator and a feedback control mechanism. Using the results of the quantitative analysis of the relationship between the parameter and random numbers in Levy Flight, we clarify the effects of the parameter on the search dynamics of CS in terms of the metaheuristics strategy (diversification / intensification). After the analysis, the indicator which evaluates the search state is defined. The mechanism makes an ideal state (a target of the indicator) and controls the search state to the ideal state by adjusting the parameter. Overall, ACS is expected to improve the search performance of CS by adequately realizing diversification and intensification during a search. The performance and adaptability of ACS are verified through numerical simulations for 9 typical benchmark functions.

本誌: 電気学会論文誌C（電子・情報・システム部門誌） Vol.136 No.11 （2016） 特集：電気関係学会関西連合大会

本誌掲載ページ: 1596-1609 p

原稿種別: 論文／日本語

電子版へのリンク: https://www.jstage.jst.go.jp/article/ieejeiss/136/11/136_1596/_article/-char/ja/