In this project we analyzed time-optimal control problems with linear dynamics and numerical methods for solving them. When discretizing such a problem and solving it using a gradient based optimizer, we show that under certain assumptions the order of discretization and optimization does not matter. The computed gradient is identical. Further, we investigate the properties of different numerical solvers for the linear time-optimal control problem.