Detection and Isolation Method for Operator Failure by Unknown Input Observer
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In this paper, a fault detection method for operator failures using the observation technique is proposed. The suggested algorithm is extended using the conventional sensor/actuator fault detection method. First, it is assumed that operator failure affects human work operations, as it is an external input signal. With this assumption, a human work model with operator failure is suggested. Second, an unknown input observer with proportional and integral gains is introduced. The characteristic of this observer of estimating an external signal without an exact input is shown, and the conditions for the detection of an operator failure are proposed. Finally, by simulating the container crane operations, it is verified that the observer can accurately detect an operator failure and estimate its magnitude from the given internal signal.
Abstract
In this paper, a fault detection method for operator failures using the observation technique is proposed. The suggested algorithm is extended using the conventional sensor/actuator fault detection method. First, it is assumed that operator failure affects human work operations, as it is an external input signal. With this assumption, a human work model with operator failure is suggested. Second, an unknown input observer with proportional and integral gains is introduced. The characteristic of this observer of estimating an external signal without an exact input is shown, and the conditions for the detection of an operator failure are proposed. Finally, by simulating the container crane operations, it is verified that the observer can accurately detect an operator failure and estimate its magnitude from the given internal signal.
참고문헌 (23)
- Antsaklis, P. J., "Linear Systems" (1997), McGraw-Hill
- Bryson, A. E., "Applied Optimal Control: Optimisation, Estimation, and Control" (1975), John Wiley&Sons
- Clark, R. N., "Instrument fault detection", IEEE Trans. Aero. and Electr. Syst, 14, pp.456~465 (1978)
- Efe, M. O., "Neural-fuzzy approaches for identification and control of non-linear Systems", Proceedings of the IEEE International Symposium on Industrial Electronics, pp.TU2~TU11 (1999)
- Frank, P. M., "Sensitivity discriminating observer design for instrument failure detection", IEEE Trans. Aero. and Elect. Syst, 16, pp.456~465 (1980)
- Franklin, G. F., "Digital Control of Dynamic Systems" (1998), Addison Wesley
- Garcia, E. A., "A novel design of structured observer-based residuals for FDI", Proceedings of the American Control Conference, pp.1341~1345 (1999)
- Glass, B. J., "A knowledgebased approach to identification and adaptation in dynamical systems control", Proceedings of the 27th IEEE Conference on Decision and Control, pp.881~886 (1988)
- Hou, M., "Fault detection and isolation observers", Int. J. Control, 60(5), pp.827~846 (1994)
- Kim, H. S., "Fault detection and isolation of system using multiple PI observers", Journal of the Korean Society of Precision Engineering, 14(2), pp.41~47 (1997)
- Kim, H. S., "Design of human works model for gantry crane system", International Journal of Navigation and Port Research, 29(2), pp.135~140 (2005)
- Levine, W.S., "The Control Handbook" (1996), IEEE Press
- Ljung, L., "System Identification: Theory for User" (1999), Prentice Hall PTR
- Malek, A. A., "Modelling of task-dependent characteristics of human operator dynamics pursuit manual tracking", IEEE Trans. Syst. Man and Cybernetics, 18(1), pp.163~172 (1988)
- Martens, D., "Neural networks as a tool for the assessment of human pilot behaviour in wind shear", Aerospace Science and Technology, 3(1), pp.39~48 (1999)
- Park, J. P., "Diagnosis of faults in rolling element bearings by using directional spectra of vibration signals", KSME Int.Journal, 13(1), pp.63~73 (1999)
- Shinners,S.M, "Modelling of human operator performance utilizing time series analysis", IEEE Trans. Syst. Man Sybern, SMC-4(5), pp.446~458 (1947)
- Sinha, N. K., "Modeling and Identification of Dynamic Systems" (1983), Van Nostr and Reinhold Company
- Skogestad, S., "Multivariable Feedback Control, Analysis and Design" (1996), John Wiley & Sons
- Viswanadham, N., "Fault detection using unknown-input observer", Control-Theory and Advanced Technology, 3(2), pp.91~101 (1987)
- Wang, H., "Actuator fault diagnosis:an adaptive observer based technique", IEEE Trans. on Automatic Control, 41(7), pp.1073~1078 (1996)
- Yehia,M.E, "Human operator behaviour modelling using non-linear identification techniques", Proceeding of Instrumentation and Measurement Technology Conference, pp.211~216 (1995)
- Zhou, K., "Essentials of Robust Control" (1998), Prentice Hall.