Detail publikačního výsledku

Methodology of neural design: applications in microwave engineering

Petr Poměnka, Zbyněk Raida

Originální název

Methodology of neural design: applications in microwave engineering

Anglický název

Methodology of neural design: applications in microwave engineering

Druh

Článek recenzovaný mimo WoS a Scopus

Originální abstrakt

In the paper, an original methodology for the automatic creation of neural models of microwave structures is proposed and verified. Following the methodology, neural models of the prescribed accuracy are built within the minimum CPU time. Validity of the proposed methodology is verified by developing neural models of selected microwave structures. Functionality of neural models is verified in a design – a neural model is joined with a genetic algorithm to find a global minimum of a formulated objective function. The objective function is minimized using different versions of genetic algorithms, and their mutual combinations. The verified methodology of the automated creation of accurate neural models of microwave structures, and their association with global optimization routines are the most important original features of the paper.

Anglický abstrakt

In the paper, an original methodology for the automatic creation of neural models of microwave structures is proposed and verified. Following the methodology, neural models of the prescribed accuracy are built within the minimum CPU time. Validity of the proposed methodology is verified by developing neural models of selected microwave structures. Functionality of neural models is verified in a design – a neural model is joined with a genetic algorithm to find a global minimum of a formulated objective function. The objective function is minimized using different versions of genetic algorithms, and their mutual combinations. The verified methodology of the automated creation of accurate neural models of microwave structures, and their association with global optimization routines are the most important original features of the paper.

Klíčová slova

Artificial neural networks, genetic algorithms, microwave structures.

Klíčová slova v angličtině

Artificial neural networks, genetic algorithms, microwave structures.

Autoři

Petr Poměnka, Zbyněk Raida

Vydáno

01.06.2006

ISSN

1210-2512

Periodikum

Radioengineering

Svazek

15

Číslo

2

Stát

Česká republika

Strany od

12

Strany počet

6

BibTex

@article{BUT43180,
  author="Petr {Poměnka} and Zbyněk {Raida}",
  title="Methodology of neural design: applications in microwave engineering",
  journal="Radioengineering",
  year="2006",
  volume="15",
  number="2",
  pages="6",
  issn="1210-2512"
}