A Neural Network : Family Competition Genetic Algorithm and Its Applications in Electromagnetic Optimization
Joint Authors
Chen, P.-Y.
Chen, C.-H.
Wang, H.
Source
Applied Computational Intelligence and Soft Computing
Issue
Vol. 2009, Issue 2009 (31 Dec. 2009), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2009-08-03
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Information Technology and Computer Science
Abstract EN
This study proposes a neural network-family competition genetic algorithm (NN-FCGA) for solving the electromagnetic (EM) optimization and other general-purpose optimization problems.
The NN-FCGA is a hybrid evolutionary-based algorithm, combining the good approximation performance of neural network (NN) and the robust and effective optimum search ability of the family competition genetic algorithms (FCGA) to accelerate the optimization process.
In this study, the NN-FCGA is used to extract a set of optimal design parameters for two representative design examples: the multiple section low-pass filter and the polygonal electromagnetic absorber.
Our results demonstrate that the optimal electromagnetic properties given by the NN-FCGA are comparable to those of the FCGA, but reducing a large amount of computation time and a well-trained NN model that can serve as a nonlinear approximator was developed during the optimization process of the NN-FCGA.
American Psychological Association (APA)
Chen, P.-Y.& Chen, C.-H.& Wang, H.. 2009. A Neural Network : Family Competition Genetic Algorithm and Its Applications in Electromagnetic Optimization. Applied Computational Intelligence and Soft Computing،Vol. 2009, no. 2009, pp.1-12.
https://search.emarefa.net/detail/BIM-474411
Modern Language Association (MLA)
Chen, P.-Y.…[et al.]. A Neural Network : Family Competition Genetic Algorithm and Its Applications in Electromagnetic Optimization. Applied Computational Intelligence and Soft Computing No. 2009 (2009), pp.1-12.
https://search.emarefa.net/detail/BIM-474411
American Medical Association (AMA)
Chen, P.-Y.& Chen, C.-H.& Wang, H.. A Neural Network : Family Competition Genetic Algorithm and Its Applications in Electromagnetic Optimization. Applied Computational Intelligence and Soft Computing. 2009. Vol. 2009, no. 2009, pp.1-12.
https://search.emarefa.net/detail/BIM-474411
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-474411