A Hybrid Method Based on Combining Artificial Neural Network and Fuzzy Inference System for Simultaneous Computation of Resonant Frequencies of Rectangular, Circular, and Triangular Microstrip Antennas

A hybrid method based on a combination of artificial neural network (ANN) and fuzzy inference system (FIS) is presented to calculate simultaneously the resonant frequencies of various microstrip antennas (MSAs) of regular geometries. The ANN is trained with the Bayesian regulation algorithm. An algo...

Celý popis

Uloženo v:
Podrobná bibliografie
Vydáno v:IEEE transactions on antennas and propagation Ročník 55; číslo 3; s. 659 - 668
Hlavní autoři: Guney, K., Sarikaya, N.
Médium: Journal Article
Jazyk:angličtina
Vydáno: New York, NY IEEE 01.03.2007
Institute of Electrical and Electronics Engineers
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:
Algorithms
Antennas
Applied sciences
Artificial neural networks
Backpropagation algorithms
Bayesian methods
Computer networks
Exact sciences and technology
Fuzzy
Fuzzy inference system
Fuzzy logic
Fuzzy neural networks
Fuzzy set theory
Fuzzy systems
Geometry
Inference
Inference algorithms
Learning theory
microstrip antenna (MSA)
Microstrip antennas
neural network
Neural networks
Radiocommunications
Resonant frequencies
Resonant frequency
Telecommunications
Telecommunications and information theory
Fuzzy inference system
Backpropagation algorithm
Fuzzy system
Least squares method
Resonance frequency
Microstrip antennas
microstrip antenna (MSA)
resonant frequency
Neural network
Fuzzy neural nets
ISSN:0018-926X, 1558-2221
On-line přístup:Získat plný text
Tagy: Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
Popis
Shrnutí:A hybrid method based on a combination of artificial neural network (ANN) and fuzzy inference system (FIS) is presented to calculate simultaneously the resonant frequencies of various microstrip antennas (MSAs) of regular geometries. The ANN is trained with the Bayesian regulation algorithm. An algorithm that integrates least square method and backpropagation algorithm is used to identify the parameters of FIS. The resonant frequency results of the proposed hybrid method for the rectangular, circular, and triangular MSAs are in very good agreement with the experimental results available in the literature
Bibliografie:ObjectType-Article-2
SourceType-Scholarly Journals-1
ObjectType-Feature-1
content type line 14
content type line 23
ISSN:0018-926X
1558-2221
DOI:10.1109/TAP.2007.891566