- Docente: Andrea Paoli
- Crediti formativi: 8
- SSD: ING-INF/04
- Lingua di insegnamento: Inglese
- Modalità didattica: Convenzionale - Lezioni in presenza
- Campus: Bologna
- Corso: Laurea Magistrale in Ingegneria informatica (cod. 0937)
Conoscenze e abilità da conseguire
Introduzione alle metodologie di analisi dei malfunzionamenti dei sistemi dinamici e alle tecniche di progetto di sistemi di controllo in grado di riconfigurarsi e di garantire funzionamenti di impianto comparabili con le specifiche.
Contenuti
Introduction to dependability and RAMS;
Reliability and Availability;
- Main definitions and concepts;
- Non state space methods;
- State space methods;
Functional Safety;
- Safety critical systems;
- Safety life cycle;
- The IEC61508 standard;
- SIL levels;
- Fault Analysis techniques (HAZOP, FMEA, FTA)
- Layer of Protection Analysis (LOPA);
- The ALARP philosophy;
Model Based Fault Detection;
- Basics on Fault Detection (FD);
- Observer based FD;
- Unknown Input Observers (UIO);
- Kalman Filters;
- Parity Space FD;
- Least Squares FD;
- Statistical residual evaluation (chi-square test, sequential probability ratio test);
- Adaptive thresholds;
- Fault Isolation architectures;
- Qualitative approaches (AI methods);
- High level FDI (DES methods);
Fault Tolerance;
- Fault Tolerance by means of redundancy;
- Fault Tolerant control;
Lectures from companies;
Testi/Bibliografia
Reliability Engineering
[1] A. Birolini, Reliability Engineering: Theory and Practice,
Springer, ISBN 9783642149528, 2010.
Fault Analysis
[2] J.D. Andrews, T.R. Moss, Reliability and Risk Assessment,
Professional Engineering Publications, ISBN 1860582907, 2002.
Functional Safety
[3] D.J. Smith, K.G.L. Simpson, Safety Critical Systems
Handbook: a straightforward guide to functional safety, IEC 61508
(2010 edition) and related standards, including process IEC 61511
and machinery IEC 62061 and ISO 13849, Elsevier Science, ISBN
9780080967820, 2010.
Model Based FD
[4] R.J. Patton, P.M. Frank, R.N. Clark, Issues of
Fault Diagnosis for Dynamic Systems, Springer, ISBN 3540199683,
2000.
[5] J. Chen, R.J. Patton, Robust Model-Based Fault Diagnosis for
Dynamic Systems, Kluwer Academic Publishers, ISBN 0792382595, 1999.
Fault Tolerance
[6] M. Blanke, M. Kinnaert, J. Lunze, Diagnosis and Fault-tolerant
Control, Springer, ISBN 3540010564, 2003.
[7] R. Isermann, Fault-Diagnosis Systems: An Introduction from
Fault Detection to Fault Tolerance, Springer, ISBN 3540241124,
2006.
Metodi didattici
Face to face lectures, students involvement through class discussions, lectures from key people from companies.
Modalità di verifica e valutazione dell'apprendimento
Final exam including theoretical questions and simple exercises.
Orario di ricevimento
Consulta il sito web di Andrea Paoli