We focus on finding sparse and least-l1 -norm solutions for unconstrained nonlinear optimal control problems. Such optimization problems are non-convex and non-smooth, nevertheless recent versions of Newton method for under-determined equations can be applied successively for such problems. We demonstrate the approach for pendulum control and inverted pendulum stabilization.