Monitoring and Diagnosis of Distributed Hybrid Systems
Sponsored by
NSF Award CNS-0452067 (with Prof. Gautam Biswas) (2004 - 2006) and
NSF Award
CNS-0615214 (with Prof. Gautam Biswas) (2006 - 2008).
Distributed embedded systems that consist of multiple interacting subsystems
with tightly integrated software components are pervading all aspects of our
daily lives. Online fault detection and isolation (FDI) is the key to the safe
and reliable operation of these safety critical systems that include
automobiles, aircraft, hospital equipment, manufacturing processes, military
systems, and nuclear plants. Contrary to its importance, FDI for the safe
operation of large, distributed embedded systems is not a solved problem. As a
result, in present day systems, almost all fault management and remedial tasks
are left to human operators, who often face information overload and stringent
time constraints when operating these systems in mission critical operations.
The objective of this project is to develop systematic, scalable, robust,
online model-based FDI schemes for distributed embedded systems. The novelty of
the research centers on (i) hierarchical abstraction schemes for managing the
complexity of the FDI task and enabling the design and development of online
model-based FDI algorithms that are provably robust and reliable, (ii) a
unified framework for diagnosis of multiple types of faults that occur in the
physical and the computational parts of embedded systems as well as faults with
different fault profiles (abrupt and incipient faults), and (iii) the
development of a tool suite for distributed embedded systems for online FDI.
Experimental test-beds are used to demonstrate and verify the effectiveness of
the developed methods. The impact of the project lies on providing guarantees
for reliable safe operation of complex, distributed safety-critical systems.
Personnel
Graduate Students
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Matthew Diagle
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Indranil Roychoudhury
Publications
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M. Daigle, X. Koutsoukos, and G. Biswas, "Multiple
Fault Diagnosis in Complex Physical Systems", 17th International
Workshop on Principles of Diagnosis. June 2006.
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I. Rouchoudhury, G. Biswas, and X. Koutsoukos,
"A Bayesian Approach to Efficient Diagnosis of Incipient Faults", 17th
International Workshop on Principles of Diagnosis. June 2006.
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M. Daigle, X. Koutsoukos, and G. Biswas,
"Distributed Diagnosis of Coupled Mobile Robots", 2006 IEEE
International Conference on Robotics and Automation (ICRA 2006).
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F. Zhao, X. Koutsoukos, H. Haussecker, J. Reich, and P. Cheung,
"Monitoring and Fault Diagnosis of Hybrid Systems". IEEE Transactions on
Systems, Man, and Cybernetics - Part B 35(6), 1225-1240, December 2005.
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Matthew Daigle, Xenofon Koutsoukos, and Gautam Biswas
"Relative Measurement Orderings in Diagnosis of Distributed Physical Systems".
43rd Annual Allerton Conference on Communication, Control, and Computing.
September 2005.
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Indranil Roychoudhury, Gautam Biswas, Xenofon Koutsoukos, and Sherif Abdelwahed
"Designing Distributed Diagnosers for Complex Physical Systems". 16th
International Workshop on Principles of Diagnosis. pp. 31-36, June
2005.
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G. Biswas, S. Abdelwahed, X. Koutsoukos, J. Gandhe, and E. Manders,
"Toward Distributed Diagnosis of Complex Physical Systems", In Proc.
42nd Annual Allerton Conference on Communication, Control, and Computing,
Sept. 29 - Oct. 1, 2004.
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X. Koutsoukos, "Estimation of Hybrid Systems
Using Discrete Sensors", In Proceedings of 42nd IEEE Conference on
Decision and Control (IEEE CDC 2003),pp. 155-160, 2003.
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X. Koutsoukos, J. Kurien, and F. Zhao,
"Estimation of Distributed Hybrid Systems Using Particle Filtering Methods",
Hybrid Systems: Computation and Control (HSCC 2003), Vol. 2623, Lecture
Notes in Computer Science, pp. 298-313, Springer, 2003.
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R. Su, W.M. Wonham, J. Kurien, and X. Koutsoukos,
"Distributed diagnosis of qualitative systems", 6th International
Workshop on Discrete Event Systems, Zaragoza, Spain, pp. 169-174,
October 2-4, 2002.
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X. Koutsoukos, J. Kurien, and F. Zhao, "Monitoring
and Diagnosis of Hybrid Systems Using Particle Filtering Methods", Proceedings
of the 15th International Symposium on Mathematical Theory of Networks and
Systems - MTNS 2002, Notre Dame, IN, August 2002.
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J. Kurien, X. Koutsoukos, and F. Zhao, "Distributed
Diagnosis of Networked Embedded Systems", Proceedings of the 13th
International Workshop on Principles of Diagnosis (DX-2002), pp.
179-188, Semmering, Austria, May 2-4, 2002.
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J. Kurien, X. Koutsoukos, and F. Zhao, "Distributed Diagnosis of Networked
Hybrid Systems", 2002 AAAI Spring Symposium on Information Refinement and
Revision for Decision Making: Modeling for Diagnostics, Prognostics, and
Prediction, pp. 37-44, Stanford, CA, March 25-27, 2002.
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X. Koutsoukos, F. Zhao, H. Haussecker, J. Reich, and P. Cheung,
"Fault Modeling for Monitoring and Diagnosis of Sensor-Rich Hybrid Systems",
Proceedings of the 40th IEEE Conference on Decision and Control, pp.
793-801, Orlando, FL, December 2001.
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Zhao, X. Koutsoukos, and J. Kurien, "Collaborative Embedded Sensing and
Diagnosis", Proceedings of the SRDS 2001 Workshop on Reliability in Embedded
Systems, pp. 23-27, New Orleans, LA, October 2001.
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F. Zhao, X. Koutsoukos, H. Haussecker, J. Reich, P. Cheung, and C. Picardi,
"Distributed Monitoring of Hybrid Systems: A Model-Directed Approach", Proceedings
of the 17th International Joint Conference on Artificial Intelligence (IJCAI
2001), pp. 554-557, Seattle, WA, August 2001.
Patents
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James A. Kurien, Xenofon Koutsoukos, and Feng Zhao. "Systems and Methods for
Distributed Algorithm for Optimization-Based Diagnosis", Patent No: US
6,687,653, Feb. 3, 2004.
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James A. Kurien, Xenofon Koutsoukos, and Rong Su. "Systems and Methods for
Distributed Fault Diagnosis Using Precompiled Finite Automata", Patent No: US
6,778,943, Aug. 17, 2004.
Updated list of publications and preprints can be found at
http://www.vuse.vanderbilt.edu/~koutsoxd/www/publications.html
For additional information or if you are interested for graduate student
research positions, contact me at:
Xenofon.Koutsoukos@vanderbilt.edu
Xenofon Koutsoukos's Home Page