Control systems in robotics serve as the essential link between intended motions and physical actions, addressing complexities such as uncertainties and variable dynamics. This chapter covers a variety of advanced control strategies including PID enhancement, adaptive control, robust control, optimal control, nonlinear control, and specialized methods for underactuated and nonholonomic systems. The application of these techniques is crucial in achieving desired robotic behaviors across various advanced robotic systems.