Genetic algorithms enhanced Kohonen's neural networks

Shyh-Jier Huang, Chuan Chang Hung

研究成果: Paper

8 引文 (Scopus)

摘要

A new approach of using genetic algorithms to improve the learning characteristics of Kohonen's neural networks is proposed in this paper. In the proposed scheme, genetic algorithms are applied to decide initial weights in the Kohonen's classifiers. The competitive learning is then applied to train neural networks. The proposed method was tested on the power system static security assessment and travelling salesperson problems. The results were very promising to applications.

原文English
頁面708-712
頁數5
出版狀態Published - 1995 十二月 1
事件Proceedings of the 1995 IEEE International Conference on Neural Networks. Part 1 (of 6) - Perth, Aust
持續時間: 1995 十一月 271995 十二月 1

Other

OtherProceedings of the 1995 IEEE International Conference on Neural Networks. Part 1 (of 6)
城市Perth, Aust
期間95-11-2795-12-01

指紋

Genetic algorithms
Neural networks
Classifiers

All Science Journal Classification (ASJC) codes

  • Software

引用此文

Huang, S-J., & Hung, C. C. (1995). Genetic algorithms enhanced Kohonen's neural networks. 708-712. 論文發表於 Proceedings of the 1995 IEEE International Conference on Neural Networks. Part 1 (of 6), Perth, Aust, .
Huang, Shyh-Jier ; Hung, Chuan Chang. / Genetic algorithms enhanced Kohonen's neural networks. 論文發表於 Proceedings of the 1995 IEEE International Conference on Neural Networks. Part 1 (of 6), Perth, Aust, .5 p.
@conference{7db66e4555e04b77b575f169ce3819a7,
title = "Genetic algorithms enhanced Kohonen's neural networks",
abstract = "A new approach of using genetic algorithms to improve the learning characteristics of Kohonen's neural networks is proposed in this paper. In the proposed scheme, genetic algorithms are applied to decide initial weights in the Kohonen's classifiers. The competitive learning is then applied to train neural networks. The proposed method was tested on the power system static security assessment and travelling salesperson problems. The results were very promising to applications.",
author = "Shyh-Jier Huang and Hung, {Chuan Chang}",
year = "1995",
month = "12",
day = "1",
language = "English",
pages = "708--712",
note = "Proceedings of the 1995 IEEE International Conference on Neural Networks. Part 1 (of 6) ; Conference date: 27-11-1995 Through 01-12-1995",

}

Huang, S-J & Hung, CC 1995, 'Genetic algorithms enhanced Kohonen's neural networks', 論文發表於 Proceedings of the 1995 IEEE International Conference on Neural Networks. Part 1 (of 6), Perth, Aust, 95-11-27 - 95-12-01 頁 708-712.

Genetic algorithms enhanced Kohonen's neural networks. / Huang, Shyh-Jier; Hung, Chuan Chang.

1995. 708-712 論文發表於 Proceedings of the 1995 IEEE International Conference on Neural Networks. Part 1 (of 6), Perth, Aust, .

研究成果: Paper

TY - CONF

T1 - Genetic algorithms enhanced Kohonen's neural networks

AU - Huang, Shyh-Jier

AU - Hung, Chuan Chang

PY - 1995/12/1

Y1 - 1995/12/1

N2 - A new approach of using genetic algorithms to improve the learning characteristics of Kohonen's neural networks is proposed in this paper. In the proposed scheme, genetic algorithms are applied to decide initial weights in the Kohonen's classifiers. The competitive learning is then applied to train neural networks. The proposed method was tested on the power system static security assessment and travelling salesperson problems. The results were very promising to applications.

AB - A new approach of using genetic algorithms to improve the learning characteristics of Kohonen's neural networks is proposed in this paper. In the proposed scheme, genetic algorithms are applied to decide initial weights in the Kohonen's classifiers. The competitive learning is then applied to train neural networks. The proposed method was tested on the power system static security assessment and travelling salesperson problems. The results were very promising to applications.

UR - http://www.scopus.com/inward/record.url?scp=0029488148&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=0029488148&partnerID=8YFLogxK

M3 - Paper

AN - SCOPUS:0029488148

SP - 708

EP - 712

ER -

Huang S-J, Hung CC. Genetic algorithms enhanced Kohonen's neural networks. 1995. 論文發表於 Proceedings of the 1995 IEEE International Conference on Neural Networks. Part 1 (of 6), Perth, Aust, .