Model order reduction using singularly perturbed systems

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• 作者：Kasra Mohaghegh^a ; ^{kasra@unizar.es" class="auth_mail" title="E-mail the corresponding author} ; Roland Pulch^b ; ^{pulchr@uni-greifswald.de" class="auth_mail" title="E-mail the corresponding author} ; Jan ter Maten^c ; ^d ; ^{Jan.ter.Maten@math.uni-wuppertal.de" class="auth_mail" title="E-mail the corresponding author} ; ^{E.J.W.ter.Maten@tue.nl" class="auth_mail" title="E-mail the corresponding author}
• 关键词：Differential algebraic equations ; Semi-explicit systems ; Direct approach ; ε-Embedding ; Linear model order reduction ; Parametric model reduction
• 刊名：Applied Numerical Mathematics
• 出版年：2016
• 出版时间：May 2016
• 年：2016
• 卷：103
• 期：Complete
• 页码：72-87
• 全文大小：751 K

文摘

Nowadays electronic circuits comprise about a hundred million components on slightly more than one square centimeter. The model order reduction (MOR) techniques are among the most powerful tools to conquer this complexity and scale, although the nonlinear MOR is still an open field of research. On the one hand, the MOR techniques are well developed for linear ordinary differential equations (ODEs). On the other hand, we deal with differential algebraic equations (DAEs), which result from models based on network approaches. There are the direct and the indirect strategy to convert a DAE into an ODE. We apply the direct approach, where an artificial parameter is introduced in the linear system of DAEs. This results in a singular perturbed problem. On compact domains, uniform convergence of the transfer function of the regularized system towards the transfer function of the system of DAEs is proved in the general linear case. This convergence is for the transfer functions of the full model. We apply and investigate two different ways of MOR techniques in this context. We have two test examples, which are both TL models.