Result Details

High-Speed High-Accuracy Neural Networks for Automated Modeling of Electromagnetic Structures

P. Šmíd, Z. Raida, J. Láčík, Z. Lukeš. High-Speed High-Accuracy Neural Networks for Automated Modeling of Electromagnetic Structures. In Proceedings of joint 9-th International Conference on Electomagnetics in Advanced Applications ICEAA '05 and 11-th European Electromagnetic Structures Conference. Torino, Italy: Politecnico di Torino, 2005. 4 p. ISBN: 88-8202-094-0.
Type
conference paper
Language
English
Authors
Šmíd Petr, Ing., Ph.D., UREL (FEEC)
Raida Zbyněk, prof. Dr. Ing., UREL (FEEC)
Láčík Jaroslav, doc. Ing., Ph.D., UREL (FEEC)
Lukeš Zbyněk, Ing., Ph.D.
Abstract

Developing the original design method based on genetic models of designed electromagnetic structures is the motivation of this work.
The paper deals with original genetic neural networks for modeling EM structures. A novel approach to learning artificial neural networks (ANN) by genetic algorithms (GA) and Levenberg–Marquardt (LM) method is described. Trai–ned ANN are used for the optimization of a H-shaped waveguide and a shielded microstrip transmission line.

Keywords

waveguide, shielded transmission line, artificial neural network, genetic algorithm, Levenberg-Marquardt method, optimization

Published
2005
Pages
4
Proceedings
Proceedings of joint 9-th International Conference on Electomagnetics in Advanced Applications ICEAA '05 and 11-th European Electromagnetic Structures Conference
Edition
1
Conference
International Conference on Electromagnetics in Advanced Applications ICEAA 2005
ISBN
88-8202-094-0
Publisher
Politecnico di Torino
Place
Torino, Italy
BibTeX
@inproceedings{BUT15382,
  author="Petr {Šmíd} and Zbyněk {Raida} and Jaroslav {Láčík} and Zbyněk {Lukeš}",
  title="High-Speed High-Accuracy Neural Networks for Automated Modeling of Electromagnetic Structures",
  booktitle="Proceedings of joint 9-th International Conference on Electomagnetics in Advanced Applications ICEAA '05 and 11-th European Electromagnetic Structures Conference",
  year="2005",
  number="1",
  pages="4",
  publisher="Politecnico di Torino",
  address="Torino, Italy",
  isbn="88-8202-094-0"
}
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