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Fault detection based on Lyapunov exponents estimation for stabilized mechanical systems

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Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
We study a stabilizable mechanical system in the vicinity of an equilibrium position. This position, as a rule, is unstable, and the system is underactuated. It is assumed that faults affect the technical process and its control. We suggest a fault diagnosis technique based on estimation of Lyapunov characteristic exponents of measured variables. A model of a linear switching system is involved for the system with faults description, and a common quadratic Lyapunov function is used to evaluate the deviation of the maximum exponent with respect to the default system. A scheme of fault magnitude estimation is suggested related to the degree of this deviation. An example of a 2-degree of freedom system is presented to illustrate the procedure.
Rocznik
Strony
519--531
Opis fizyczny
Bibliogr. 24 poz., rys.
Twórcy
  • Vasyl Stus Donetsk National University, Faculty of Mathematics and Information Technology, Vinnytsya, Ukraine
  • Universitat Politècnica de Catalunya-BarcelonaTech (EEBE), Department of Mathematics, Barcelona, Spain
autor
  • Universitat Politècnica de Catalunya-BarcelonaTech (EEBE), Department of Mathematics, Barcelona, Spain
  • Universitat Politècnica de Catalunya-BarcelonaTech (EEBE), Department of Mathematics, Barcelona, Spain
Bibliografia
  • 1. Chen J., Patton R.J., 1999, Robust Model-Based Fault Diagnosis for Dynamic Systems, Boston, Kluwer
  • 2. Ding Z.X., 2008, Model-Based Fault Diagnosis Techniques, Springer
  • 3. Eckmann J.-P., Ruelle D., 1992, Fundamental limitations for estimating dimensions and Lyapunov exponents in dynamical systems, Physica D, 56, 185-201
  • 4. Frank P.M., 1990, Fault diagnosis in dynamic systems using analytical and knowledge-based redundancy, Automatica, 26, 459-474
  • 5. Geromel J.C., Colaneri P., 2006, Stabilization of continuous-time switched linear systems, SIAM Journal on Control and Optimization, 45, 5, 1915-1930
  • 6. Gertler J., 1998, Fault-Detection and Diagnosis in Engineering Systems, New York, Marcel Dekker
  • 7. Hassibi A., Boyd S., 1998, Quadratic stabilization and control of piecewise-linear systems, Proceedings of the American Control Conference, Philadelphia, 3659-3664
  • 8. Isermann R., 1997, Supervision, fault-detection and fault-diagnosis methods. An introduction, Control Engineering Practice, 5, 639-652
  • 9. Isermann R., 2005, Model-based fault detection and diagnosis-status and applications, Annual Reviews in Control, 29 71-85
  • 10. Isermann R., 2011, Fault-Diagnosis Applications, Springer
  • 11. Liberzon D., 2003, Switching in Systems and Control, Birkhauser, Boston
  • 12. Liberzon D., Morse A.S., 1999, Basic problems in stability and design of switched systems, IEEE Control Systems Magazine, 19, 5, 59-70
  • 13. Meskin N., Khorasani K., 2011, Fault Detection and Isolation: Multi-Vehicle Unmanned Systems, Springer
  • 14. Molchanov A.P., Pyatnitskii E.S., 1989, Criteria of asymptotic stability of differential and difference inclusions encountered in control theory, Systems and Control Letter, 13, 1, 59-64
  • 15. Muller P.C., 1995, Calculation of Lyapunov exponents for dynamic systems with discontinuities, Chaos, Solitons Fractals, 5, 9, 1671-1681
  • 16. Muller P.C., 2009, Stability theory, [In:] Control Systems, Robotics and Automation. System Analysis and Control: Classical Approaches, H. Unbehauen (Edit.), vol. 3
  • 17. Saberi A., Stoorvogel A.A., Sannuti T., 2007, Filtering Theory With Applications to Fault Detection, Isolation, and Estimation, Birkhauser, Boston
  • 18. Shimada I., Nagashima T., 1979, A numerical approach to ergodic problem of dissipative dynamical systems, Progress of Theoretical Physics, 61, 6, 1605-1616
  • 19. Shorten R.N., Narendra K.S., 1998, On the stability and existence of common Lyapunov functions for stable linear switching systems, Decision and Control, 4, 3723-3724
  • 20. Talebi H.A., Abdollahi F., Patel R.V., Khorasani K., 2010, Neural Network-Based State Estimation of Nonlinear Systems: Application to Fault Detection and Isolation, Springer
  • 21. Wolf A., Swift J.B., Swinney H.L., Vastano J.A., 1985, Determining Lyapunov exponents from a time series, Physica D, 16, 285
  • 22. Xie G., Wang L., 2003, Controllability and stabilizability of switched linear-systems, Systems and Control Letter, 48, 2, 135-155
  • 23. Zhai G., Hu B., Yasuda K., Michel A.N., 2000, Piecewise Lyapunov functions for switched systems with average dwell time, Asian Journal of Control, 2, 3, 192-197
  • 24. Zhang W., edit., 2010, Fault Detection, In-tech
Uwagi
Opracowanie rekordu w ramach umowy 509/P-DUN/2018 ze środków MNiSW przeznaczonych na działalność upowszechniającą naukę (2019).
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-f8cca5fb-f2a7-4d75-9038-29b5c3c6de29
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