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Physics-constrained polynomial chaos expansion for scientific machine learning and uncertainty quantification

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Publication:6609828
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DOI10.1016/j.cma.2024.117314MaRDI QIDQ6609828

Himanshu Sharma, Michael D. Shields, Lukáš Novák

Publication date: 24 September 2024

Published in: Computer Methods in Applied Mechanics and Engineering (Search for Journal in Brave)



zbMATH Keywords

machine learninguncertainty quantificationsurrogate modelpolynomial chaos expansionphysical constraints


Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Stochastic particle methods (65C35)








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