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Lecture
Optimal Control Theory: Basics
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Related lectures (26)
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Asset Selling Problem
Explores the Asset Selling Problem to maximize long-term reward without a deadline.
Linear Quadratic Optimal Control: Analysis and Solution
Explores Linear Quadratic optimal control, analyzing cost, and presenting the solution to the FH-LQ problem.
Linear Quadratic Optimal Control: Theory and Applications
Explores Linear Quadratic optimal control theory, covering FH-LQ and IH-LQ problems and the importance of observability in control systems.
Learning and Control for Complex Systems
Explores learning and control for complex systems, addressing challenges and opportunities in technology and interdisciplinary research.
Advanced Machine Learning: Discrete Reinforcement Learning
Introduces the basics of Reinforcement Learning, covering discrete states, actions, policies, value functions, MDPs, and optimal policies.
Differential Calculus: Applications and Reminders
Covers differential calculus applications and reminders, emphasizing the importance of differentiability in mathematical analysis.
Value Iteration Acceleration: PID and Operator Splitting
Explores accelerating the Value Iteration algorithm using control theory and matrix splitting techniques to achieve faster convergence.
Calculus of Variations
Covers topics in Calculus of Variations, including regularity results and implicit function theorems.
Infinite-Horizon LQ Control: Solution & Example
Explores Infinite-Horizon Linear Quadratic (LQ) optimal control, emphasizing solution methods and practical examples.
Multivariable Control: System Theory and Applications
Covers system theory, classic feedback control, and applications in green building and natural gas refrigeration plants.