Multi-Scale Methods for Inverse Modeling in 1-D MOS Capacitor

Multi-Scale Methods for Inverse Modeling in 1-D MOS Capacitor

Year:    2003

Journal of Computational Mathematics, Vol. 21 (2003), Iss. 1 : pp. 85–100

Abstract

  In this paper, we investigate multi-scale methods for the inverse modeling in 1-D Metal-Oxide-Silicon (MOS) capacitor. First, the mathematical model of the device is given and the numerical simulation for the forward problem of the model is implemented using finite element method with adaptive moving mesh. Then numerical analysis of these parameters in the model for the inverse problem is presented. Some matrix analysis tools are applied to explore the parameters' sensitivities. And third, the parameters are extracted using Levenberg-Marquardt optimization method. The essential difficulty arises from the effect of multi-scale physical difference of the parameters. We explore the relationship between the parameters' sensitivities and the sequence for optimization, which can seriously affect the final inverse modeling results. An optimal sequence can efficiently overcome the multi-scale problem of these parameters. Numerical experiments show the efficiency of the proposed methods.

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Journal Article Details

Publisher Name:    Global Science Press

Language:    English

DOI:    https://doi.org/2003-JCM-10285

Journal of Computational Mathematics, Vol. 21 (2003), Iss. 1 : pp. 85–100

Published online:    2003-01

AMS Subject Headings:   

Copyright:    COPYRIGHT: © Global Science Press

Pages:    16

Keywords:    Inverse problem MOS capacitor model Finite element method Adaptive moving mesh Levenberg-Marquardt method Multi-scale methods.