Title :
FDTD data extrapolation using multilayer perceptron (MLP)
Author :
Göksu, Hüseyin ; Pommerenke, David J. ; Wunsch, Donald C., II
Author_Institution :
Dept. of Electr. & Comput. Eng., Missouri Univ., Rolla, MO, USA
Abstract :
This work compares MLP with the matrix pencil method, a linear eigenanalysis-based extrapolator, in terms of their effectiveness in finite difference time domain (FDTD) data extrapolation. Matrix pencil method considers the signal as superposed complex exponentials while MLP considers each time step to be a nonlinear function of previous time steps.
Keywords :
eigenvalues and eigenfunctions; extrapolation; finite difference time-domain analysis; multilayer perceptrons; EMC; FDTD; MLP; data extrapolation; finite difference time domain; linear eigenanalysis-based extrapolator; matrix pencil method; multilayer perceptron; neural networks; nonlinear function; superposed complex exponentials; time series; time step; Computational modeling; Electromagnetic compatibility; Extrapolation; Finite difference methods; Frequency; Multilayer perceptrons; Neural networks; Predictive models; Resonance; Time domain analysis;
Conference_Titel :
Electromagnetic Compatibility, 2003 IEEE International Symposium on
Print_ISBN :
0-7803-7835-0
DOI :
10.1109/ISEMC.2003.1236698
