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遺伝的アルゴリズムに...

遺伝的アルゴリズムにおける個体間の相関を用いた選択操作の検討

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遺伝的アルゴリズムにおける個体間の相関を用いた選択操作の検討

Call No. (NDL)
Z16-795
Bibliographic ID of National Diet Library
6816564
Material type
記事
Author
伊藤 稔ほか
Publisher
東京 : 電気学会
Publication date
2004-01
Material Format
Paper
Journal name
電気学会論文誌. C, 電子・情報・システム部門誌 = IEEJ transactions on electronics, information and systems 124(1) 2004.1
Publication Page
p.170~175
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Paper

Material Type
記事
Author/Editor
伊藤 稔
杉坂 政典
Periodical title
電気学会論文誌. C, 電子・情報・システム部門誌 = IEEJ transactions on electronics, information and systems
No. or year of volume/issue
124(1) 2004.1
Volume
124
Issue
1
Pages
170~175
Publication date of volume/issue (W3CDTF)
2004-01
ISSN (Periodical Title)
0385-4221
ISSN-L (Periodical Title)
0385-4221
Publication (Periodical Title)
東京 : 電気学会
Place of Publication (Country Code)
JP
Text Language Code
jpn
NDLC
Target Audience
一般
Holding library
国立国会図書館
Call No.
Z16-795
Data Provider (Database)
国立国会図書館 : 国立国会図書館雑誌記事索引
Bibliographic ID (NDL)
6816564
Bibliographic Record Category (NDL)
632

Digital

Summary, etc.
It is one of the important problems to maintain the diversity in genetic algorithm. Generally, when the diversity is not fully maintained, it is difficult to find good solution. In this paper, we propose an elite correlation selection operator as a new selection operator to improve the genotype diversity in genetic search process. The proposed method selects individuals with a fitness and a genotype correlation between individuals. As a measure of the correlation, we use the hamming distance of the genotype. The performance of the proposed method is examined with variable knapsack problem. We compare the performance of the proposed method with conventional methods. The experimental results show good performance.
DOI
10.1541/ieejeiss.124.170
Access Restrictions
インターネット公開
Data Provider (Database)
科学技術振興機構 : J-STAGE

Digital

Summary, etc.
It is one of the important problems to maintain the diversity in genetic algorithm. Generally, when the diversity is not fully maintained, it is difficult to find good solution. In this paper, we propose an elite correlation selection operator as a new selection operator to improve the genotype diversity in genetic search process. The proposed method selects individuals with a fitness and a genotype correlation between individuals. As a measure of the correlation, we use the hamming distance of the genotype. The performance of the proposed method is examined with variable knapsack problem. We compare the performance of the proposed method with conventional methods. The experimental results show good performance.
Access Restrictions
インターネット公開
Data Provider (Database)
国立情報学研究所 : CiNii Research
Original Data Provider (Database)
Japan Link Center
雑誌記事索引データベース
Crossref
CiNii Articles
Bibliographic ID (NDL)
6816564
NAID
10011820203