Browsing School of Engineering by Author "Novak, Lukas"
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Constrained non-intrusive polynomial chaos expansion for physics-informed machine learning regression
Sharma, Himanshu; Novak, Lukas; Shields, Michael; ICASP14 (2023)This work presents a constrained polynomial chaos expansion (PCE) as a physics-informed machine learning (ML) technique to supplement data with physical constraints in the regression framework. PCE is a popular metamodeling ...