In this study, we introduce a Graph network-enhanced Finite Element approach to accelerate simulations. We utilize the discretized geometry from pre-processor establish graph and use Neural Network solve boundary value problem of domain. The advantage neural networks is that they have similar structure as compared domain with nodes elements. underlying dynamics system are computed via learned m...