Robotic manipulation of objects in cluttered dynamic scenes is challenging due to potential collisions that could make the grasp unfeasible. In our work, we propose a non-prehensile pushing strategy that can move planar objects of generic shape along a given path with an assigned time law. The control algorithm is a nonlinear model predictive controller (NMPC) based on the continuous and nonlinear dynamics of the system.