Carl D. Laird

A simultaneous approach for training neural differential-algebraic systems of equations

Abstract Neural differential-algebraic systems of equations (DAEs) are a modeling paradigm where some unknown relationships within a DAE are modeled with a neural network and learned from data. Training neural DAEs is more challenging than training neural ordinary-differential eq...