書誌事項
- タイトル別名
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- Evolutionary Construction of Block-Based Neural Networks in Consideration of Failure
- コショウ オ コウリョ シタ ブロック コウゾウ ニューラル ネットワーク ノ シンカテキ コウチク
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抄録
In this paper we propose a modified gene coding and an evolutionary construction in consideration of failure in evolutionary construction of Block-Based Neural Networks. In the modified gene coding, we arrange the genes of weights on a chromosome in consideration of the position relation of the genes of weight and structure. By the modified gene coding, the efficiency of search by crossover is increased. Thereby, it is thought that improvement of the convergence rate of construction and shortening of construction time can be performed. In the evolutionary construction in consideration of failure, the structure which is adapted for failure is built in the state where failure occured. Thereby, it is thought that BBNN can be reconstructed in a short time at the time of failure. To evaluate the proposed method, we apply it to pattern classification and autonomous mobile robot control problems. The computational experiments indicate that the proposed method can improve convergence rate of construction and shorten of construction and reconstruction time.
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) 124 (4), 1004-1011, 2004
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
- 1390001204604593920
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- NII論文ID
- 10012703781
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- NII書誌ID
- AN10065950
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- BIBCODE
- 2004ITEIS.124.1004T
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- ISSN
- 13488155
- 03854221
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- NDL書誌ID
- 6909904
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- 本文言語コード
- ja
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- データソース種別
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- JaLC
- NDL
- Crossref
- CiNii Articles
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- 抄録ライセンスフラグ
- 使用不可