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A nonintrusive adaptive reduced order modeling approach for a molten salt reactor system

Authors: Fahad Alsayyari; Marco Tiberga; Zoltán Perkó; Danny Lathouwers; Jan Leen Kloosterman;

A nonintrusive adaptive reduced order modeling approach for a molten salt reactor system

Abstract

We use a novel nonintrusive adaptive Reduced Order Modeling method to build a reduced model for a molten salt reactor system. Our approach is based on Proper Orthogonal Decomposition combined with locally adaptive sparse grids. Our reduced model captures the effect of 27 model parameters on keff of the system and the spatial distribution of the neutron flux and salt temperature. The reduced model was tested on 1000 random points. The maximum error in multiplication factor was found to be less than 50 pcm and the maximum L2 error in the flux and temperature were less than 1%. Using 472 snapshots, the reduced model was able to simulate any point within the defined range faster than the high-fidelity model by a factor of 5×106. We then employ the reduced model for uncertainty and sensitivity analysis of the selected parameters on keff and the maximum temperature of the system.

Country
Netherlands
Keywords

Molten salt reactor, Locally adaptive sparse grids, Proper Orthogonal Decomposition, 600, Data-driven, Nonintrusive, Reduced Order Modelling, Machine learning, Greedy, Sensitivity analysis, Uncertainty quantification

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    download downloads 120
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download
citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
OpenAIRE UsageCountsDownloads provided by UsageCounts
19
Top 10%
Top 10%
Top 10%
70
120
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hybrid
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Energy Research