Time-Invariant Neural Operators with Applications in Solving Time-Dependent PDEs

Zihan Zhou, Wenzhong Zhang, Lizuo Liu

The deep operator network (DeepONet) is one of the basic architectures for learning nonlinear operators with neural networks. However, for operators that describe the dynamic respo…