The neural network never reaches to minimum gradient

Hi,

I am using neural network for solving a dynamic economic model. The problem is that the neural network doesn't reach to minimum gradient even after many iterations (more than 122 iterations). It stops mostly because of validation checks or, but this happens too rarely, due to maximum epoch reach. What could I change to increase the performance of my neural network?\

This is how it looks like.