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

Himanshu Sharma, Lukáš Novák, Michael D. Shields

We present a novel physics-constrained polynomial chaos expansion as a surrogate modeling method capable of performing both scientific machine learning (SciML) and uncertainty quan…