Parametric Variational Principle for Elastoplasticity was improved to adapt for the computation based on neural networks. The structure and parameters of the neural networks, which is used to solve the elastoplasticity are given. By using the method, the solution of the elstoplasticity can be obtained within an elapsed time of the circuit time\|constant(ns).