Generalized Empirical Interpolation Method With H1 Regularization: Application to Nuclear Reactor Physics

The generalized empirical interpolation method (GEIM) can be used to estimate the physical field by combining observation data acquired from the physical system itself and a reduced model of the underlying physical system. In presence of observation noise, the estimation error of the GEIM is blurred...

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Veröffentlicht in:Frontiers in energy research 2022-01, Vol.9
Hauptverfasser: Gong, Helin, Chen, Zhang, Li, Qing
Format: Artikel
Sprache:eng
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Zusammenfassung:The generalized empirical interpolation method (GEIM) can be used to estimate the physical field by combining observation data acquired from the physical system itself and a reduced model of the underlying physical system. In presence of observation noise, the estimation error of the GEIM is blurred even diverged. We propose to address this issue by imposing a smooth constraint, namely, to constrain the H 1 semi-norm of the reconstructed field of the reduced model. The efficiency of the approach, which we will call the H 1 regularization GEIM (R-GEIM), is illustrated by numerical experiments of a typical IAEA benchmark problem in nuclear reactor physics. A theoretical analysis of the proposed R-GEIM will be presented in future works.
ISSN:2296-598X
2296-598X
DOI:10.3389/fenrg.2021.804018