In chapter 1, we study the investment behavior of firms faced with uncertainty, irreversibility and non-convex adjustment costs when output can be stored. A discrete-time dynamic optimization problem is solved numerically using neural networks to study the investment problem. Our numerical results suggest that whether or not firms can store...