This book shows how to plan trajectories (i.e. time-dependent paths) for autonomous robots using a dynamic model within the A* framework. It develops a paradigm called Sampling Based Model Predictive Optimization (SBMPO). For researchers, engineers, and advanced students in motion planning and control for robotic and autonomous systems.