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Lecture
Multivariable Control: Linear Quadratic Gaussian Control
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Multivariable Control: State Estimation and Kalman Filtering
Explores state estimation and Kalman filtering for multivariable control systems, with applications in communication channels and vehicle navigation.
Learning and Control for Complex Systems
Explores learning and control for complex systems, addressing challenges and opportunities in technology and interdisciplinary research.
Multivariable Control: Correlated Noise
Explores the handling of correlated noise in multivariable control systems, emphasizing the Kalman Filter's adaptation and performance evaluation.
Multivariable Control: Weighting Matrices and Gaussian Random Vectors
Discusses the design of weighting matrices for LQR and Gaussian random vectors.
Steady-state Kalman Predictor: Examples and Comparison
Discusses the steady-state Kalman predictor, provides examples, and compares Luenberger and Kalman filtering.
Linear Quadratic Gaussian Control: Kalman Filtering and LQG Control
Covers innovation-based tests for Kalman filtering, LQG control, and the linearized Kalman filter.
Linear Quadratic (LQ) Optimal Control: Proof of Theorem
Covers the proof of the recursive formula for the optimal gains in LQ control over a finite horizon.
Model Reference Method: PID Regulator Design
Explores the Model Reference Method for designing PID regulators and cascade controllers for complex systems.
State Observers and Output-Feedback Controllers
Covers the design and implementation of state observers and output-feedback controllers in multivariable control systems.
Multivariable Control: Eigenvalue Assignment and Disturbance Estimation
Discusses closed-loop eigenvalue selection and disturbance impact in multivariable control systems.