Neural-Initialized Newton: Accelerating Nonlinear Finite Elements via Operator Learning

Kianoosh Taghikhani, Yusuke Yamazaki, Jerry Paul Varghese +3

We propose a Newton-based scheme, initialized by neural operator predictions, to accelerate the parametric solution of nonlinear problems in computational solid mechanics. First, a…