  This paper proposed a novel PINN-based viscosity solution for HJB equations.
Although there exists work using PINN to solve HJB, but none of them gives the
solution in viscosity sense. This paper reveals the fact that using the convex
neural network, one can guarantee the viscosity solution and thus the neural
network can easily converge to the true solution of HJB despite of the starting
point.
