Sparse Representations for Uncertainty Quantification of a Coupled Field-Circuit Problem

被引:0
|
作者
Pulch, Roland [1 ]
Schoeps, Sebastian [2 ]
机构
[1] Univ Greifswald, Inst Math & Comp Sci, Greifswald, Germany
[2] Tech Univ Darmstadt, Ctr Computat Engn, Darmstadt, Germany
关键词
D O I
10.1007/978-3-030-27550-1_2
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
We consider a model of an electric circuit, where differential algebraic equations for a circuit part are coupled to partial differential equations for an electromagnetic field part. An uncertainty quantification is performed by changing physical parameters into random variables. A random quantity of interest is expanded into the (generalised) polynomial chaos using orthogonal basis polynomials. We investigate the determination of sparse representations, where just a few basis polynomials are required for a sufficiently accurate approximation. Furthermore, we apply model order reduction with proper orthogonal decomposition to obtain a low-dimensional representation in an alternative basis.
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收藏
页码:11 / 18
页数:8
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