A novel identification technique for lumped models of general distributed circuits (i.e. microwave transmission lines, monolithic integrated circuits and filters) is presented. The approach is based on a hybrid neural network having based on Multi-valued neurons network with a modified layer and learning process, whose convergence allows the validation of the circuit approximated lumped model. The modified layer is generated by symbolic analysis of the model under exam. The inputs of the network are geometrical parameters and the neural network output represents the lumped circuit parameter estimation.

A hybrid multi-valued neuron based network for the identification of lumped models / F. Grasso; A. Luchetta; S. Manetti; M. C. Piccirilli. - ELETTRONICO. - (2010), pp. 1-5. ((Intervento presentato al convegno XIth International Workshop on Symbolic and Numerical Methods, Modeling and Applications to Circuit Design (SM2ACD 2010) tenutosi a Gammath, Tunisia nel Ottobre [10.1109/SM2ACD.2010.5672354].

A hybrid multi-valued neuron based network for the identification of lumped models

GRASSO, FRANCESCO;LUCHETTA, ANTONIO;MANETTI, STEFANO;PICCIRILLI, MARIA CRISTINA
2010

Abstract

A novel identification technique for lumped models of general distributed circuits (i.e. microwave transmission lines, monolithic integrated circuits and filters) is presented. The approach is based on a hybrid neural network having based on Multi-valued neurons network with a modified layer and learning process, whose convergence allows the validation of the circuit approximated lumped model. The modified layer is generated by symbolic analysis of the model under exam. The inputs of the network are geometrical parameters and the neural network output represents the lumped circuit parameter estimation.
Proceedings of 2010 XIth International Workshop on Symbolic and Numerical Methods, Modeling and Applications to Circuit Design (SM2ACD)
XIth International Workshop on Symbolic and Numerical Methods, Modeling and Applications to Circuit Design (SM2ACD 2010)
Gammath, Tunisia
Ottobre
F. Grasso; A. Luchetta; S. Manetti; M. C. Piccirilli
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2158/397324
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