Course - Adaptive Control - TTK4215
TTK4215 - Adaptive Control
About
Examination arrangement
Examination arrangement: Home exam
Grade: Passed/Failed
| Evaluation | Weighting | Duration | Grade deviation | Examination aids |
|---|---|---|---|---|
| Home exam | 100/100 | 4 hours |
Course content
The course gives and introduction to methods for adaptation and learning in control of dynamic systems with uncertain parameters. On-line parameter estimation: On-line parameter estimation: gradient methods and least squares methods in continuous and discrete time. Parameter estimation with projection. Extremum seeking methods. Direct and indirect adaptive control: pole placement control (PPC), adaptive pole placement control (APPC), model reference control (MRC), model reference adaptive control (MRAC), adaptive backstepping with tuning functions. Machine learning methods: neuroadaptive control and reinforcement learning control.
Learning outcome
Knowledge: The student should posess: - detailed knowledge of on-line parameter estimation and the development and properties of the various methods. - detailed knowledge of adaptive and learning control systems and their development and properties. - detailed knowledge of methods and tools for stability analysis of adaptive and learning systems. Skills: The student should independently be able to: - apply methods for on-line parameter estimation. - develop adaptive and learning control systems. - analyze a problem and select an appropriate method. - analyze existing methods with respect to stability. General skills: The student should be able to: - communicate technical issues with both experts and laymen. - communicate independent work in writing. - contribute to creative processes.
Learning methods and activities
Lectures and compulsory homework assignments.
Compulsory assignments
- Exercises
Further on evaluation
A final written exam is the basis for the final grade in the subject (letter grade). The compulsory activities must be approved to be eligible for the exam. If there is a re-sit examination, the examination form may change from written to oral.
Specific conditions
Compulsory activities from previous semester may be approved by the department.
Recommended previous knowledge
Courses TTK4105 Control Systems and TTK4115 Linear System Theory.
Course materials
To be announced.
No
Version: 1
Credits:
7.5 SP
Study level: Second degree level
Term no.: 1
Teaching semester: AUTUMN 2021
Language of instruction: -
Location: Trondheim
- Technological subjects
Department with academic responsibility
Department of Engineering Cybernetics
Examination
Examination arrangement: Home exam
- Term Status code Evaluation Weighting Examination aids Date Time Examination system Room *
-
Autumn
ORD
Home exam (1)
100/100
Release
2022-01-17Submission
2022-01-17
09:00
INSPERA
13:00 -
Room Building Number of candidates
- * The location (room) for a written examination is published 3 days before examination date. If more than one room is listed, you will find your room at Studentweb.
- 1) Merk at eksamensform og karakterregel er endret som et smittevernstiltak i den pågående koronasituasjonen.
For more information regarding registration for examination and examination procedures, see "Innsida - Exams"