Structure-preserving Lift & Learn: Scientific machine learning for nonlinear conservative partial differential equations

Harsh Sharma, Juan Diego Draxl Giannoni, Boris Kramer

This work presents structure-preserving Lift & Learn, a scientific machine learning method that employs lifting variable transformations to learn structure-preserving reduced-order…