Long time average of mean field games

We consider a model of mean field games system defined on a time interval $[0,T]$ and investigate its asymptotic behavior as the horizon T tends to infinity. We show that the system, rescaled in a suitable way, converges to a stationary ergodic mean field game.The convergence holds with exponential rate and relies on energy estimates and the Hamiltonian structure of the system.