書誌事項
- タイトル別名
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- An Improved Genetic Algorithm Based on Evaluation of Genes and Its Application to Evolution of Robot Behavior
- イデンシ ヒョウカ オ ドウニュウ シタ イデンテキ アルゴリズム ニ ヨル ジリツ イドウ ロボット ノ コウドウ ルール カクトク
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抄録
Designing a robot which works under unknown environment is a difficult problem. Evolutionary approach such as Genetic Algorithms (GA) is a possible solution to this problem. In this paper we propose a new improved GA incorporating gene evaluation into conventional GA and apply it to evolution of robot behavior. In the proposed method mutation probability of each gene is determined independently based on the evaluation value (fitness) of the gene. The proposed method prevents mutation of good genes which have high fitness so as to preserve scheme which is good for robot behavior, and promotes mutation of bad genes which have low fitness. We demonstrate the advantages of the proposed method by applying it to a problem of carrying a baggage by robot. Computational experiments show that the proposed method constructs a robot which has better ability of carrying a baggage comparing conventional GA.
収録刊行物
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- 電気学会論文誌C(電子・情報・システム部門誌)
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電気学会論文誌C(電子・情報・システム部門誌) 119 (12), 1535-1541, 1999
一般社団法人 電気学会
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詳細情報 詳細情報について
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- CRID
- 1390282679588182400
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- NII論文ID
- 130006845979
- 10004438916
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- NII書誌ID
- AN10065950
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- ISSN
- 13488155
- 03854221
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- NDL書誌ID
- 4924041
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- データソース種別
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- NDL
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