Title :
Analysis of quadruple-ridged square waveguide by multilayer perceptron neural network model
Author :
Tang, Yiming ; Zhao, Jianzhong ; Wu, Wen
Author_Institution :
Nanjing Univ. of Sci. & Technol., Nanjing
Abstract :
Multilayer perceptron neural network (MLPNN) model is established to determine the characteristic parameters of quadruple-ridged square waveguides. The model is trained with backward propagation (BP) algorithm. Results obtained by MLPNN model are in good agreement with those available data. A design example is then presented for the quadruple-ridged square waveguide operating at 18-40 GHz. The proposed MLPNN model is very simple, fast and valid for designing quadruple-ridged square waveguides and other microwave devices.
Keywords :
electrical engineering computing; microwave propagation; millimetre wave propagation; multilayer perceptrons; waveguides; backward propagation algorithm; microwave devices; multilayer perceptron neural network model; quadruple-ridged square waveguide; waveguide devices; Algorithm design and analysis; Design automation; Equations; Impedance; Magnetic analysis; Microwave propagation; Microwave technology; Multi-layer neural network; Multilayer perceptrons; Neural networks; backward propagation (BP); multilayer perceptron(MLP); neural network model(NNM); quadruple-ridged; square waveguide;
Conference_Titel :
Microwave Conference, 2006. APMC 2006. Asia-Pacific
Conference_Location :
Yokohama
Print_ISBN :
978-4-902339-08-6
Electronic_ISBN :
978-4-902339-11-6
DOI :
10.1109/APMC.2006.4429782
