Optimal and robust control

Předmět je náhradou za:

Optimální a robustní řízení (A3M35ORR)

Přednášející:

Cvičící:

Předmět zajišťuje:

katedra řídicí techniky

Anotace:

This advanced course will cover modern methods for optimal and robust control design. Emphasis will be put on practical computational design skills and realistic application problem formulations. Unifying concept of this course is that of minimizing a system norm. Depending on which norm is minimized, different properties of the resulting controller are guaranteed. Minimizing the H2 system norm leads to the celebrated LQ/LQG optimal control trading off the performance and the effort, while minimizing H∞ norm shifts the focus to robustness against uncertainties in the model. ?-synthesis is an extensions to the H∞ optimal control design methodology than takes the structure of the uncertainty into consideration. Methods for time-optimal and suboptimal control will be presented as well as they proved useful in applications with strict time constraints like positioning of a hard disk drive RW head. As a self-contained add-on to the course, introduction to the topic of semidefinite programming and linear matrix inequalities (LMI) will be made, as these constitute a very elegant theoretial and a powerful computational tool for solving all the previously introduced tasks in optimal and robust control. Methods for reduction of model and controller order complete the course.

Výsledek studentské ankety předmětu je zde: http://www.fel.cvut.cz/anketa/aktualni/courses/AE3M35ORR

Požadavky:

Basics of feedback control (frequency characteristics, feedback, stability, PID control, ...) ane matrix linear algebra (eigenvalues/eigenvectors, singular value decomposition, conditioning, ...). Passing some advanced course on linear systems (controllability/observability, minimal state-space realization, ...) is an advantage.

Stránky předmětu: https://moodle.dce.fel.cvut.cz/

Osnova přednášek:

1. Static optimization (Lagrangian, Hamiltonian)

2. Discrete-time LQ control, steady-state discrete-time LQ optimal control, Ricatti equations

3. Continuous LQ control, Loop transfer recovery (LTR)

4. H2 optimal control

5. Time-optimal and suboptimal control (bang-bang control)

6. „Sliding mode“ control

7. Analysis of robustness against unstructured and structured dynamic uncertainty (H∞-norm and structured singular value ?)

8. Design of robust controllers minimizing mixed sensitivity function, H∞-optimal control, ?-synthesis (DK iterations)

9. Design of robust controllers by loopshaping

10. Derivation of H∞-optimal control law: two coupled Riccati equations

11. LMI, semidefinite programming

12. Application of LMI in robust control: quadratic stability, H∞ optimal control

13. Linear parameter-varying control (LPV)

14. Model and controller order reduction

Osnova cvičení:

The exercises will consist of work on assigned projects.

Cíle studia:

Design advanced feedback controllers for realistically complex systems, while using existing specialized software.

Studijní materiály:

[1.] S. Skogestad and I. Postlethwaite. Multivariable Feedback Control: Analysis and Design. John Wiley & Sons, 2.vydání, 2005.

[2.] M. Green and D. J. N. Limebeer. Linear Robust Control. Prentice Hall, 1994.

[3.] F. L. Lewis and V. L. Syrmos. Optimal Control. Wiley-Interscience, 2.vydání, 1995.

Poznámka:

Web: https://moodle.dce.fel.cvut.cz/course/view.php?id=15

Další informace:

https://moodle.fel.cvut.cz/courses/A3M35ORR

Pro tento předmět se rozvrh nepřipravuje

Předmět je součástí následujících studijních plánů:

• Cybernetics and Robotics - Systems and Control (povinný předmět oboru)
• Open Informatics - Artificial Intelligence (volitelný předmět)
• Open Informatics - Computer Engineering (volitelný předmět)
• Open Informatics - Computer Vision and Image Processing (volitelný předmět)
• Open Informatics - Computer Graphics and Interaction (volitelný předmět)
• Open Informatics - Software Engineering (volitelný předmět)
• Communications, Multimedia and Electronics - Wireless Communication (volitelný předmět)
• Communications, Multimedia and Electronics - Multimedia Technology (volitelný předmět)
• Communications, Multimedia and Electronics - Electronics (volitelný předmět)
• Communications, Multimedia and Electronics - Networks of Electronic Communication (volitelný předmět)
• Electrical Engineering, Power Engineering and Management - Technological Systems (volitelný předmět)
• Electrical Engineering, Power Engineering and Management - Electrical Machines, Apparatus and Drives (volitelný předmět)
• Electrical Engineering, Power Engineering and Management - Electrical Power Engineering (volitelný předmět)
• Electrical Engineering, Power Engineering and Management - Economy and Management of Power Eng. (volitelný předmět)
• Electrical Engineering, Power Engineering and Management - Economy and Management of Electrical Eng. (volitelný předmět)
• Communications, Multimedia and Electronics - Communication Systems (volitelný předmět)
• Open Informatics - New - Software Engineering (volitelný předmět)