This paper describes an application of the structured genetic algorithm to the construction of microwave circuit neural network models. The algorithm is used to create a neural network model of a high electron mobility transistor (HEMT) power amplifier. Results are compared to other neural network training algorithms such as back-propagation and the Levenberg-Marquardt algorithm. Models of one and two-stage amplifiers created with the ADS circuit simulator give good predictions of measurement results. © 2005 IEEE.

Deh, K., Prasad, S., Colantonio, P., Giofre', R. (2005). Microwave circuit models using the structured genetic algorithm. In TELSIKS 2005 - 7th International Conference on Telecommunications in Moderm Satellite, Cable and Broadcasting Services, Proceedings of Papers (pp.367-372) [10.1109/TELSKS.2005.1572129].

Microwave circuit models using the structured genetic algorithm

COLANTONIO, PAOLO;GIOFRE', ROCCO
2005-01-01

Abstract

This paper describes an application of the structured genetic algorithm to the construction of microwave circuit neural network models. The algorithm is used to create a neural network model of a high electron mobility transistor (HEMT) power amplifier. Results are compared to other neural network training algorithms such as back-propagation and the Levenberg-Marquardt algorithm. Models of one and two-stage amplifiers created with the ADS circuit simulator give good predictions of measurement results. © 2005 IEEE.
TELSIKS 2005 - 7th International Conference on Telecommunications in Moderm Satellite, Cable and Broadcasting Services
Serbia and Montenegro
28 September 2005 through 30 September 2005
Rilevanza internazionale
contributo
2005
Settore ING-INF/01 - ELETTRONICA
English
Backpropagation; Genetic algorithms; High electron mobility transistors; Mathematical models; Neural networks; Power amplifiers; Circuit simulators; Marquardt algorithms; Neural network training algorithms; Microwave circuits
Intervento a convegno
Deh, K., Prasad, S., Colantonio, P., Giofre', R. (2005). Microwave circuit models using the structured genetic algorithm. In TELSIKS 2005 - 7th International Conference on Telecommunications in Moderm Satellite, Cable and Broadcasting Services, Proceedings of Papers (pp.367-372) [10.1109/TELSKS.2005.1572129].
Deh, K; Prasad, S; Colantonio, P; Giofre', R
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/49528
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