間欠性カオス写像を用いた遺伝的アルゴリズムのパラメータ動的制御

• 斉 天

  関東学院大学

• 川名 学

  関東学院大学

• 平松 友康

  関東学院大学

• 宮崎 道雄

  関東学院大学

書誌事項

タイトル別名

• Dynamical Control of Genetic Algorithm's Parameters by using Intermittency Chaos
• カンケツセイ カオス シャゾウ オ モチイタ イデンテキ アルゴリズム ノ パ

抄録

The Genetic Algorithms (GA) which is often used as an optimization algorithms is based on simulation of nature genetic inheritance and Darwinian striving for survival. And it is well known because of its good performance for the optimization problems. However, when the GA is used as an optimization method, it has some problems. The most difficult one is that users must determine the GA's parameters which are used for genetic processing and often affect the results sensitively. So users need a great skill of GA. For the determination problem of GA's parameters, many methods have been proposed. But such methods seem to have a high interdependence with experience. In this paper, we propose a new method for dynamical control of the GA's parameters by using the intermittency chaos. This method was applied to the De Jong's 5 functions and the knapsack problem as GA's task problems. As the result, good performances of it were obtained. Algorithms of this method are also easy to be understood. So we can expect this method as a general method for the determination problems of the GA's parameters.

収録刊行物

• 電気学会論文誌Ｃ（電子・情報・システム部門誌）

  電気学会論文誌Ｃ（電子・情報・システム部門誌） 117 (9), 1238-1244, 1997

  一般社団法人 電気学会

キーワード

• 遺伝的アルゴリズム
• 間欠性カオス
• GAパラメータ
• 動的制御

詳細情報

• CRID: 1390001204606953728
• NII論文ID: 130006842953
• NII論文ID: 10004438124
• NII論文ID: 10002811394
• NII書誌ID: AN10065950
• DOI: 10.1541/ieejeiss1987.117.9_1238
• ISSN: 13488155
• ISSN: 03854221
• NDL書誌ID: 4284305
• Web Site: https://ndlsearch.ndl.go.jp/books/R000000004-I4284305
• Web Site: https://www.jstage.jst.go.jp/article/ieejeiss1987/117/9/117_9_1238/_pdf
• データソース種別:
  • JaLC
  • NDL
  • Crossref
  • CiNii Articles
• 抄録ライセンスフラグ: 使用不可