A PCA compression method for reactor core transient multiphysics simulation
The paper deals with the adaptation and application of the data compression algorithms to reactor core multiphysics analysis. Large capacity makes the storage, transfer and processing of multiphysics data cumbersome and expensive. The general purpose lossy compression methods are not able to guarant...
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Veröffentlicht in: | Progress in nuclear energy (New series) 2020-10, Vol.128, p.103441, Article 103441 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | The paper deals with the adaptation and application of the data compression algorithms to reactor core multiphysics analysis. Large capacity makes the storage, transfer and processing of multiphysics data cumbersome and expensive. The general purpose lossy compression methods are not able to guarantee the accuracy of compressed information with respect to the uniform norm which is important for nuclear reactor safety analysis. Therefore we developed another algorithm that reduces the data capacity in up to two folds and at the same time preserves the peak fluctuations of multiphysics parameters. The new method decomposes multiphysics data into strong and weak correlation parts. The strong correlation part is approximated by the principal components, while the weak correlation part is saved in memory using a sparse matrix format. The compression ratio of this approach has been tested to the series of the rod ejected accidents in reactor core OPR-1000 at the different fuel burnups.
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•3D pin-by-pin multiphysics simulation produces a large amount of data.•General purpose lossy compression methods do not guarantee the accuracy with respect to the uniform norm.•Compression algorithm based on PCA and sparse matrix format preserves multiphysics parameter's fluctuations.•Compression ratio of the new method has been verified to the rod ejection accident simulation test. |
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ISSN: | 0149-1970 1878-4224 |
DOI: | 10.1016/j.pnucene.2020.103441 |