Abstract
A new fault isolation method is proposed using state space parity equations and genetic algorithms and is deemed superior to a previous method proposed by the authors. Faults are isolated by making a residual vector zero for a particular individual fault and significantly non-zero for other faults. This method uses genetic algorithms to minimise the effect of a particular fault on the residuals in the presence of the unknown inputs and to maximise the effect for other faults. A real data simulation on a hydraulic test rig is performed to demonstrate the effectiveness of the method.
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References
Beard, R.V., (1971). Failure accommodation in linear systems through self-reorganization. Ph.D Thesis, MIT.
Chow, E.Y., Willskey, A.S. (1984). Analytical redundancy and the design of robust detection systems. IEEE Tarns. Aut. Control, Vol. 29, No. 7, pp 603–614.
Clark, R.N., (1989). State estimation schemes for instrument fault detection. Chapter 2 in Fault diagnosis in dynamic systems, theory and application, Patton etal, Prentice Hall.
Daley, S. (1987). Application of a fast self-tuning control algorithm to a hydraulic test rig.Proc Instn Mech Engrs. Vol.201 No. C4, pp 285–294, 1987.
Frank, P.M. 1990, Fault diagnosis in dynamic systems using analytical and knowledge-based redundancy-A survey and some new results. Automatica. 26, 459–474.
Gertler, J., Singer, D. (1990) A new structural framework for paroty equation-based failure detection and isolation. Automatica, Vol. 26, No. 2, pp 381–388.
Jones, H.L., (1973). Failure detection in linear systems. Ph.D. Thesis, MIT.
Lou, X., Willskey, A.S. and Verghese, G.C. (1986). Optimally robust redundancy relations for failure detectipn in uncertain systems. Automatica, Vol. 22, No. 3, pp 333–344.
Yu, D.L., Shields, D.N. (1994). A fault detection method for a nonlinear system and its application on a hydraulic test rig. Preprints of IFACSymposium on SAFEPROCESS’94, Espoo, Finland, 13-16 June. Vol. 2 pp 305–310.
Yu, D.L., Shields, D.N., 1995d. A new fault isolation approach to linear and bilinear systems. Submit to European Control Conference ECC’95, Sept. 5 - 8, Roma, Italy.
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© 1995 Springer-Verlag/Wien
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Yu, D., Shields, D.N. (1995). Optimally Robust Fault Diagnosis Using Genetic Algorithms. In: Artificial Neural Nets and Genetic Algorithms. Springer, Vienna. https://doi.org/10.1007/978-3-7091-7535-4_29
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DOI: https://doi.org/10.1007/978-3-7091-7535-4_29
Publisher Name: Springer, Vienna
Print ISBN: 978-3-211-82692-8
Online ISBN: 978-3-7091-7535-4
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