Special Topics in Nonlinear Dynamical Systems: Lyapunov Methods (ECEN 689)
by Dr. Takis Zourntos
Introduction to nonlinear systems
– Mathematical preliminaries
– Difference betwen linear and nonlinear response
– Qualitative behavior of linear systems: phase portraits
– Nonlinear systems’ phase portraits: multiple equilibria, limit cycles, finite escape time, local stability
Fundamental properties
– Existence and uniqueness
– Locally Lipschitz and globally Lipschitz nonlinearities
– Boundedness: Comparison principle
Lyapunov stability
– Lyapunov stability for autonomous systems, LaSalle invariance principle
– Lyapunov stability for non-autonomous systems: Barbalat's lemma
– Converse theorems
– Asymptotic stability, uniform stability, global asymptotic stability, exponential stability
Nonlinear control techniques
– Gain scheduling
– Lyapunov redesign
– Backstepping
– Sliding mode control
|