. . . . "Radioengineering" . . "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 objectivee 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."@en . "6"^^ . "485102" . "[5BE2011394D5]" . "RIV/00216305:26220/06:PU58279" . "2"^^ . "CZ - \u010Cesk\u00E1 republika" . . "1210-2512" . . "RIV/00216305:26220/06:PU58279!RIV06-GA0-26220___" . "V \u010Dl\u00E1nku je pops\u00E1na p\u016Fvodn\u00ED metodika automatick\u00E9ho vytv\u00E1\u0159en\u00ED neuronov\u00FDch model\u016F mikrovlnn\u00FDch struktur. D\u00EDky metodice lze vytv\u00E1\u0159et neuronov\u00E9 modely o p\u0159edepsan\u00E9 p\u0159esnosti s minim\u00E1ln\u00EDm v\u00FDpo\u010Detn\u00EDm v\u00FDkonem. Platnost metodiky je ov\u011B\u0159ena v\u00FDvojem neuronov\u00FDch model\u016F vybran\u00FDch mikrovlnn\u00FDch struktur. Funk\u010Dnost neuronov\u00FDch model\u016F je testov\u00E1na n\u00E1vrhem - neuronov\u00FD model je spojen s genetick\u00FDm algoritmem s c\u00EDlem nal\u00E9zt glob\u00E1ln\u00ED minimum formulovan\u00E9 kriteri\u00E1ln\u00ED funkce. Kriteri\u00E1ln\u00ED funkce je minimalizov\u00E1na r\u016Fzn\u00FDmi verzeemi genetick\u00FDch algoritm\u016F a jejich vz\u00E1jemn\u00FDmi kombinacemi. Ov\u011B\u0159en\u00E1 metodika automatick\u00E9ho vytv\u00E1\u0159en\u00ED p\u0159esn\u00FDch neuronov\u00FDch model\u016F a jejich spojen\u00ED s genetick\u00FDmi algoritmy je p\u016Fvodn\u00EDm p\u0159\u00EDnosem \u010Dl\u00E1nku."@cs . . "2"^^ . "Methodology of neural design: applications in microwave engineering"@en . "26220" . . . "Artificial neural networks, genetic algorithms, microwave structures."@en . . "12-17" . "2" . . "Methodology of neural design: applications in microwave engineering" . "Methodology of neural design: applications in microwave engineering"@en . "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 objectivee 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." . . "15" . "Metodika neuronov\u00E9ho n\u00E1vrhu: vyu\u017Eit\u00ED v mikrovlnn\u00E9m in\u017Een\u00FDrstv\u00ED"@cs . "P(GA102/04/1079), Z(MSM0021630513)" . "Metodika neuronov\u00E9ho n\u00E1vrhu: vyu\u017Eit\u00ED v mikrovlnn\u00E9m in\u017Een\u00FDrstv\u00ED"@cs . "Raida, Zbyn\u011Bk" . . "Methodology of neural design: applications in microwave engineering" . . . . "Pom\u011Bnka, Petr" . .