Teaching Model-based Fault Detection and Isolation using Project-based Learning on a Three-tank System

Abstract Model-based fault detection and isolation is nowadays a well established and mature field. It starts to become part of the curricula of graduate or post-graduate students. However, the lack of good teaching materials makes difficult the teaching/learning process to students and professors. This paper shows how project-based learning methodology has been used to organise the labs of the fault diagnosis course using a real set-up based on a three-tank system. Observer based methods for fault detection and structured residuals for fault isolation will be introduced to the students from a practical point of view by means of a set of exercises that intend students achieve a set of learning objectives.

[1]  Jie Chen,et al.  Robust Model-Based Fault Diagnosis for Dynamic Systems , 1998, The International Series on Asian Studies in Computer and Information Science.

[2]  Jie Chen,et al.  An LMI approach to fault-tolerant control of uncertain systems , 1998, Proceedings of the 1998 IEEE International Symposium on Intelligent Control (ISIC) held jointly with IEEE International Symposium on Computational Intelligence in Robotics and Automation (CIRA) Intell.

[3]  Vicenç Puig,et al.  Observer gain effect in linear interval observer-based fault detection , 2010 .

[4]  Karl Henrik Johansson,et al.  The quadruple-tank process: a multivariable laboratory process with an adjustable zero , 2000, IEEE Trans. Control. Syst. Technol..

[5]  Mogens Blanke,et al.  SATOOL - A SOFTWARE TOOL FOR STRUCTURAL ANALYSIS OF COMPLEX AUTOMATION SYSTEMS 1,2 , 2006 .

[6]  Michel Kinnaert,et al.  Diagnosis and Fault-Tolerant Control , 2004, IEEE Transactions on Automatic Control.

[7]  Steven X. Ding,et al.  Model-based Fault Diagnosis Techniques: Design Schemes, Algorithms, and Tools , 2008 .

[8]  Rolf Isermann,et al.  Fault-diagnosis systems : an introduction from fault detection to fault tolerance , 2006 .

[9]  Janos Gertler,et al.  Fault detection and diagnosis in engineering systems , 1998 .

[10]  Gonzalo Farias,et al.  Development of a Web-Based Control Laboratory for Automation Technicians: The Three-Tank System , 2008, IEEE Transactions on Education.

[11]  Petr Husek,et al.  Linearization: Students Forget the Operating Point , 2010, IEEE Transactions on Education.

[12]  Paul M. Frank,et al.  Fault diagnosis in dynamic systems: theory and application , 1989 .

[13]  Rolf Isermann,et al.  Fault-Diagnosis Applications , 2011 .