Dealing with Dynamics through a Data-informed Dynamical Systems Theory

Address the presence of significant non-linearities, oscillations, and other complex dynamics and feedback loops: We will employ dynamical systems, real algebraic geometry, and topology to develop data-informed algorithms that satisfy mathematical constraints during operation of intelligent machines and provide performance guarantees in terms of safety, efficiency, and robustness.