The class will be modified slightly from the last time it was taught. We will mostly follow what is below, but some additional topics may be added. Additionally, there is a non-lecture reading track that will have associated homeworks. The reading track should be read prior to the week listed / by the commencement of the week listed. Additional notes to complement the reading may be added.
Key: H - Hovakimyan, IS - Ioannou and Sun, L - Lecture Notes
Tue:Math | Thu:Control | Reading | References | |
---|---|---|---|---|
Week 01 | Syllabus Intro | Adaptive Structure Simple Example | H:Intro | |
L:00 | ||||
Week 02 | Norms Boundedness | Scalar DMRAC | Continuity, Lipschitz Continuity, Differentiability, etc. | H:1.1,4.3,5,7.1 |
L:01,07 | ||||
Week 03 | Boundedness (ctd) Trapping Region | Barbalat's Lemma Lyapunov Methods | Existence of Solutions | H:1.2, H:2.1 |
L:02,03,06p12-14 | ||||
Week 04 | Boundedness (ctd) Comparison Lemma Properties of Solutions | Lyapunov Methods (ctd) | Nonlinear Stability | H:2.2 |
L:04 | ||||
Week 05 | Lyapunov Method Examples Invariant Sets | SISO DMRAC | H:2.3 | |
L:05, 08 | ||||
Week 06 | LaSalle and Invariant Set Theorems | MIMO DMRAC | H:3,10.1 | |
Augmenting a Nominal Controller | L:08 | |||
Week 07 | Time-Varying Lyapunov Theory | Convergence of DMRAC | Augmentation of a Nominal PI Controller | H:4,8, 10.2, 10.3 |
Persistency of Excitation | L:09 | |||
Week 08 | Time-Varying Lyapunov Theory | Perturbations and Parameter Drift | H:11 L:09 |
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DMRAC Modifications $\sigma$- and e-Mod |
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Week 09 | Convex Functions | Projection Operator | H12, L:10 | |
Week 10 | Disturbance Rejection | Composite Adaptation | H:14, L:06,10 | |
Tue:Topic | Thu:Topic | Reading | References | |
Week 11 | RBF Networks Approximation Theory | Neuro-Adaptive Control | L:13 | |
Week 12 | Neuro-Adaptive Control | Backstepping | L:12 | |
Week 14 | Adaptive Backstepping | Input Constraints | H:9, L:11 | |
Week 13 | Input Constraints | Least Squares | H:9, L:11 | |
Week 15 | Concurrent Learning (CL) | CL-DMRAC | L:XX | |
Week 16 | Adaptive Output Feedback Control | H:16, L:XX | ||
Week TBD | $L_1$-Adaptive Control | H:17, L:XX |