Optimal Sensor Placement for Model-Based Fault Detection and Isolation

Sarrate, Ramon; Puig, Vicenç; Escobet, Teresa; Rosich, Albert

doi:10.1109/CDC.2007.4434452

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Optimal Sensor Placement for Model-Based Fault Detection and Isolation

Sarrate, Ramon; Puig, Vicenç; Escobet, Teresa et al.

2007 • In Decision and Control, 2007 46th IEEE Conference on

Peer reviewed

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https://hdl.handle.net/10993/4497

DOI
10.1109/CDC.2007.4434452

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Keywords :

Fault diagnosis; Sensor placement; Non-linear systems

Abstract :

[en] The problem of optimal sensor placement for FDI consists in determining the set of sensors that minimizes a pre-defined cost function satisfying at the same time a pre- established set of FDI specifications for a given set of faults. The main contribution of this paper is to propose an algorithm for model-based FDI sensor placement based on formulating a mixed integer optimization problem. FDI specifications are translated into constraints of the optimization problem considering that the whole set of ARRs has been generated, under the assumption that all candidate sensors are installed. To show the effectiveness of this approach, an application based on a two-tanks system is proposed.

Disciplines :

Computer science

Identifiers :

UNILU:UL-CONFERENCE-2012-282

Author, co-author :

Sarrate, Ramon; Universitat Politècnica de Catalunya > ESAII - SAC

Puig, Vicenç; Universitat Politècnica de Catalunya > ESAII - SAC

Escobet, Teresa; Universitat Politècnica de Catalunya > ESAII - SAC

Rosich, Albert ; Universitat Politècnica de Catalunya > ESAII - SAC

Language :

English

Title :

Optimal Sensor Placement for Model-Based Fault Detection and Isolation

Publication date :

2007

Event name :

46th IEEE Conference on Decision and Control

Event place :

New Orleans, United States - Louisiana

Event date :

from 12-12-2007 to 14-12-2007

Audience :

International

Main work title :

Decision and Control, 2007 46th IEEE Conference on

ISBN/EAN :

978-1-4244-1497-0

Pages :

2584-2589

Peer reviewed :

Peer reviewed

Commentary :

Proc. 46th IEEE Conference on Decision and Control

Available on ORBilu :

since 30 July 2013

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Bibliography

M. Luong, D. Maquin, C. T. Huynh, and J. Ragçot, "Observability, redundancy, reliability and integrated design of measurement systems," in Proc. 2nd IFAC Symposium on Intelligent Components and Instrument Control Applications, Budapest, Hungary, 1994.
Y. Ali and S. Narasimhan, "Sensor network design for maximizing reliability of linear processes," AIChE J., vol. 39, no. 5, pp. 820-828, 1993.
M. Bagajewicz and E. Cabrera, "A new MILP formulation for instrumentation network design and upgrade," in Proc. 4th IFAC Workshop on On-Line Fault Detection and Supervision in the Chemical Process Industries, Seoul, Korea, June 8-9, 2001.
A. Viswanath and S. Narasimhan, "Multi-objective sensor network design using genetic algorithms," in Proc. 4th IFAC Workshop on On-Line Fault Detection and Supervision in the Chemical Process Industries, Seoul, Korea, June 8-9, 2001.
M. Bagajewicz and M. Sánchez, "Reallocation and upgrade of instrumentation process plants," Comput. Chem. Eng., vol. 24, no. 8, pp. 1945-1959, 2000.
M. Sánchez and M. Bagajewicz, "On the impact of corrective maintenance in the design of sensor networks," Ind. Eng. Chem. Res., vol. 39, no. 4, pp. 977-981, 2000.
M. Bagajewicz, Design and Upgrade of Process Plant Instrumentation. Lancaster, PA: Technomic Publishers, 2000.
_, "Review of recent results in instrumentation design and upgrade for process plants," in Proc. 4th IFAC Workshop on On-Line Fault Detection and Supervision in the Chemical Process Industries, Seoul, Korea, June 8-9, 2001.
M. Blanke, M. Kinnaert, J. Lunze, and M. Staroswiecki, Diagnosis and Fault-Tolerant Control. Springer, 2003.
J. Gertler, Fault Detection and Diagnosis in Engineering Systems. New York: Marcel Dekker, 1998.
J. Chen and R. Patton, Robust Model-Based Fault Diagnosis for Dynamic Systems. Boston: Kluwer Academic Publishers, 1999.
F. Nejjari, R. Pérez, T. Escobet, and L. Travé- Massuyès, "Fault diagnosability utilizing quasi-static and structural modelling," Math. Comput. Mod., vol. 45, pp. 606-616, 2006.
D. Maquin, M. Luong, and J. Ragot, "Fault detection and isolation and sensor network design," Europ. J. Autom., vol. 31, no. 13, pp. 396-306, 1997.
S. Spanache, T. Escobet, and L. Travé-Massuyès, "Sensor placement optimisation using genetic algorithms," in Proc. 15th International Workshop on Principles of Diagnosis (DX'04), Carcassonne, France, June 23-25, 2004.
J. Gertler, "Survey on model based failure detection and isolation in complex plants," IEEE Control Syst. Mag., vol. 8, no. 6, pp. 3-11, 1988.
M. Staroswiecki and G. Comtet-Varga, "Analytical redundancy relations for fault detection and isolation in algebraic dynamic systems," Automatica, vol. 37, no. 5, pp. 687-699, 2001.
R. Nikoukhah, "A new methodology for observer design and implementation," IEEE Trans. Automat. Contr., vol. 43, no. 2, pp. 229-234, 1998.
D. Düştegör, E. Frisk, V. Cocquempot, M. Krysander, and M. Staroswiecki, "Structural analysis of fault isolability in the DAMADICS benchmark," Contr. Eng. Pract., vol. 14, pp. 597-608, 2006.
M. Krysander, "Design and analysis of diagnosis systems using structural analysis," Ph.D. dissertation, Linköping Univ., Linköping, Sweden, June 2006.
L. Travé-Massuyès, T. Escobet, and X. Olive, "Diagnosability analysis based on component supported analytical redundancy relations," IEEE Trans. Syst., Man, Cybern. A, vol. 36, no. 6, pp. 1146-1160, 2006.
M. Bagajewicz, A. Fuxman, and A. Uribe, "Instrumentation network design and upgrade for process monitoring and fault detection," AIChE J., vol. 50, no. 8, pp. 1870-1880, Aug. 2004.
R. Raghuraj, M. Bhushan, and R. Rengaswamy, "Locating sensors in complex chemical plants based on fault diagnostic observability criteria," AIChE J., vol. 45, no. 2, pp. 310-322, Feb. 1999.
A. Fijany and F. Vatan, "A new efficient algorithm for analyzing and optimizing the system of sensors," in Proc. 2006 IEEE Aerospace Conference, Big Sky, Montana, USA, Mar. 4-11, 2006.
The ILOG website. [Online]. Available: http://www.ilog.com/
A. Rosich, R. Sarrate, V. Puig, and T. Escobet, "Efficient optimal sensor placement for model-based FDI using and incremental algorithm," in Proc. 46th IEEE Conference on Decision and Control, New Orleans, USA, Dec. 12-14, 2007.