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Adaptive Control: Introduction, Overview, and Applications

Adaptive Control: Introduction, Overview, and ApplicationsRobust and Adaptive Control WorkshopAdaptive Control: Introduction, Overview, and ApplicationsEugene Lavretsky, : 714-235-7736E. LavretskyE. Lavretsky2 Adaptive Control: Introduction, Overview, and ApplicationsRobust and Adaptive Control WorkshopCourse Overview Motivating Example Review of Lyapunov Stability Theory Nonlinear systems and equilibrium points Linearization Lyapunov s direct method Barbalat s Lemma, Lyapunov-like Lemma, Bounded Stability Model Reference Adaptive Control Basic concepts 1storder systems nthorder systems Robustness to Parametric / Non-Parametric Uncertainties Neural Networks, (NN) Architectures Using sigmoids Using Radial Basis Functions, (RBF) Adaptive NeuroControl Design Example.

Robust and Adaptive Control Workshop Adaptive Control: Introduction, Overview, and Applications Lyapunov Functions • Definition: If in a ball B R the function V(x) is positive definite, has continuous partial derivatives, and if its time derivative along any state trajectory of the system is negative semi-definite, i.e., then V(x)

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