Title :
Multiple adaptive neuro-fuzzy inference systems for accurate microwave CAD applications
Author :
Hinojosa, Juan ; Doménech-Asensi, Ginés
Author_Institution :
Dept. de Electron., Univ. Politec. de Cartagena, Cartagena
Abstract :
An approach for applying fuzzy logic for accurate CAD of microwave circuits is presented. Our proposed method combines space-mapping (SM) technology and multiple adaptive neuro-fuzzy inference systems (MANFIS) for the modeling of microwave devices. MANFIS is trained to predict a nonlinear vector multidimensional mapping function, which is obtained from SM approach. Optimization by micro-genetic algorithm is used to find nonlinear vector multidimensional mapping function for singular systems. This approach is applied to a shielded microstrip line within a region of interest. The parameter values (epsivreff(f), Zc(f)) computed with our proposed method are in excellent agreement with those obtained from electromagnetic simulations.
Keywords :
circuit CAD; circuit optimisation; fuzzy logic; fuzzy neural nets; genetic algorithms; inference mechanisms; microstrip lines; microwave circuits; accurate microwave CAD applications; fuzzy logic; micro-genetic algorithm; microwave circuits; microwave devices; multiple adaptive neuro-fuzzy inference systems; nonlinear vector multidimensional mapping function; shielded microstrip line; singular systems; space-mapping technology; Adaptive systems; Fuzzy logic; Inference algorithms; Microwave circuits; Microwave devices; Microwave technology; Microwave theory and techniques; Multidimensional systems; Samarium; Space technology;
Conference_Titel :
Circuit Theory and Design, 2007. ECCTD 2007. 18th European Conference on
Conference_Location :
Seville
Print_ISBN :
978-1-4244-1341-6
Electronic_ISBN :
978-1-4244-1342-3
DOI :
10.1109/ECCTD.2007.4529709