Course EIT-AUT-460-K-7
Fault Diagnosis and Fault Tolerant Control (2V, 3.0 LP)
Course Type
SWS | Type | Course Form | CP (Effort) | Presence-Time / Self-Study | |
---|---|---|---|---|---|
2 | V | Lecture | 3.0 CP | 28 h | 62 h |
(2V) | 3.0 CP | 28 h | 62 h |
Basedata
SWS | 2V |
---|---|
CP, Effort | 3.0 CP = 90 h |
Position of the semester | 1 Sem. in SuSe |
Level | [7] Master (Advanced) |
Language | [EN] English |
Lecturers | |
Area of study | [EIT-AUT] Automation Control |
Livecycle-State | [NORM] Active |
Contents
- Fault analysis methods (fault tree analysis, failure modes and effect analysis, criticality analysis)
- Maintenance strategies (e.g. preventive maintenance, risk-based maintenance) and the integration of fault diagnosis in maintenance
- Model-based process monitoring and fault diagnosis methods (observer based approaches, parity space approach)
- Residual generation, residual evaluation and threshold selection
- Methods of fault isolation and identification
- Key performance indices of fault diagnosis systems
- Data-driven fault diagnosis, multivariable statistical data analysis (e.g. principle component analysis, partial least squares, subspace based approaches)
- Fault tolerant control (active fault tolerant control, passive fault tolerant control)
- Basic procedure of carrying out fault diagnosis projects
- Plant asset management (concept, key components and realization).
Literature
- M. Blanke, M. Kinnaert, J. Lunze, M. Staroswiecki. Diagnosis and Fault Tolerant Control. Springer Verlag, 2016.
- S.X. Ding. Model-Based Fault Diagnosis Techniques: Design Schemes, Algorithms and Tools. Springer Verlag, 2013.
- E.L. Russell, L.H. Chiang, R.D. Braatz: Data-driven Methods for Fault Detection and Diagnosis in Chemical Processes. Springer Verlag, 2013.
Materials
Lecture notes
Requirements for attendance (informal)
Modules:
- [EIT-AUT-457-M-4] Fundamentals of Automation (M, 5.0 LP)
- [EIT-LRS-504-M-3] Linear Control (M, 5.0 LP)
Requirements for attendance (formal)
None
References to Course [EIT-AUT-460-K-7]
Module | Name | Context | |
---|---|---|---|
[EIT-AUT-460-M-7] | Fault Diagnosis and Fault Tolerant Control | P: Obligatory | 2V, 3.0 LP |