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Sliding Modes and Lyapunov Functions for Differential Inclusions by Linear Programming

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Informatics in Control, Automation and Robotics (ICINCO 2020)

Abstract

Recently the concept of essential neighbours of simplices was introduced for switched systems and differential inclusions with triangulated state spaces. It was used to design an algorithm that was able to compute Lyapunov functions for such systems with a strongly asymptotically stable equilibrium, of which the Filippov regularization does not have a strongly asymptotically stable equilibrium. Here we advance this algorithm further and show that the methodology can additionally be used to localize the sliding modes is differential inclusions. Using this localization we can remove constraints from a linear programming problem, whose feasible solutions parameterize Lyapunov functions for the system. We demonstrate the efficacy of our new approach for three systems from the literature.

This research was supported by the Icelandic Research Fund (Rannís) grant number 163074-052, Complete Lyapunov functions: Efficient numerical computation.

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References

  1. Agrachev, A., Liberzon, D.: Lie-algebraic stability criteria for switched systems. SIAM J. Control Optim. 40(1), 253–269 (2001)

    Article  MathSciNet  Google Scholar 

  2. Ahmadi, A., Jungers, R.: On complexity of Lyapunov functions for switched linear systems. In: Proceedings of the 19th World Congress of the International Federation of Automatic Control, Cape Town, South Africa, vol. 47, pp. 5992–5997 (2014)

    Google Scholar 

  3. Albertsson, S., Giesl, P., Gudmundsson, S., Hafstein, S.: Simplicial complex with approximate rotational symmetry: a general class of simplicial complexes. J. Comput. Appl. Math. 363, 413–425 (2020)

    Article  MathSciNet  Google Scholar 

  4. Artstein, Z.: Stabilization with relaxed controls. Nonlinear Anal. Theory Methods Appl. 7(11), 1163–1173 (1983)

    Article  MathSciNet  Google Scholar 

  5. Aubin, J.P., Cellina, A.: Differential Inclusions. Springer, Heidelberg (1984). https://doi.org/10.1007/978-3-642-69512-4

    Book  MATH  Google Scholar 

  6. Aubin, J.P., Frankowska, H.: Set-Valued Analysis. Birkhäuser, Basel (1990)

    MATH  Google Scholar 

  7. Baier, R., Braun, P., Grüne, L., Kellett, C.M.: Numerical construction of nonsmooth control Lyapunov functions. In: Giselsson, P., Rantzer, A. (eds.) Large-Scale and Distributed Optimization. LNM, vol. 2227, pp. 343–373. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-97478-1_12

    Chapter  Google Scholar 

  8. Baier, R., Grüne, L., Hafstein, S.: Computing Lyapunov functions for strongly asymptotically stable differential inclusions. In: IFAC Proceedings Volumes: Proceedings of the 8th IFAC Symposium on Nonlinear Control Systems (NOLCOS), vol. 43, pp. 1098–1103 (2010)

    Google Scholar 

  9. Baier, R., Grüne, L., Hafstein, S.: Linear programming based Lyapunov function computation for differential inclusions. Discrete Contin. Dyn. Syst. Ser. B 17(1), 33–56 (2012)

    MathSciNet  MATH  Google Scholar 

  10. Baier, R., Hafstein, S.: Numerical computation of control Lyapunov functions in the sense of generalized gradients. In: Proceedings of the 21st International Symposium on Mathematical Theory of Networks and Systems (MTNS), Groningen, The Netherlands, pp. 1173–1180 (no. 0232) (2014)

    Google Scholar 

  11. Bakhshande, F., Bach, R., Söffker, D.: Robust control of a hydraulic cylinder using an observer-based sliding mode control: theoretical development and experimental validation. Control Eng. Pract. 95, 104272 (2020)

    Article  Google Scholar 

  12. Björnsson, J., Gudmundsson, Hafstein, S.: Class library in C++ to compute Lyapunov functions for nonlinear systems. In: Proceedings of MICNON, 1st Conference on Modelling, Identification and Control of Nonlinear Systems, pp. 788–793 (no. 0155) (2015)

    Google Scholar 

  13. Branicky, M.: Multiple Lyapunov functions and other analysis tools for switched and hybrid systems. IEEE Trans. 43(4), 475–482 (1998)

    MathSciNet  MATH  Google Scholar 

  14. Clarke, F.: Optimization and Nonsmooth Analysis. Classics in Applied Mathematics. SIAM (1990)

    Google Scholar 

  15. Clarke, F., Ledyaev, Y., Stern, R.: Asymptotic stability and smooth Lyapunov functions. J. Differ. Equ. 149, 69–114 (1998)

    Article  MathSciNet  Google Scholar 

  16. Davrazos, G., Koussoulas, N.: A review of stability results for switched and hybrid systems. In: Proceedings of 9th Mediterranean Conference on Control and Automation, Dubrovnik, Croatia (2001)

    Google Scholar 

  17. Deimling, K.: Multivalued Differential Equations. Walter de Gruyter, Berlin (1992)

    Book  Google Scholar 

  18. Della Rossa, M., Tanwani, A., Zaccarian, L.: Max-min Lyapunov functions for switching differential inclusions. In: Proceedings of the 57th IEEE Conference on Decision and Control, pp. 5664–5669 (2018)

    Google Scholar 

  19. Della Rossa, M., Tanwani, A., Zaccarian, L.: Max-min Lyapunov functions for switched systems and related differential inclusions. Automatica 120, 109123 (2020)

    Article  MathSciNet  Google Scholar 

  20. Edwards, C., Spurgeon, S.: Sliding Mode Control: Theory and Applications, 1st edn. Taylor & Francis, New York (1998)

    Book  Google Scholar 

  21. Filippov, A.: Differential Equations with Discontinuous Right-hand Side. Kluwer (1988). Translated from Russian, original book from 1985

    Google Scholar 

  22. Giesl, P., Hafstein, S.: Existence of piecewise affine Lyapunov functions in two dimensions. J. Math. Anal. Appl. 371(1), 233–248 (2010)

    Article  MathSciNet  Google Scholar 

  23. Giesl, P., Hafstein, S.: Existence of piecewise linear Lyapunov functions in arbitrary dimensions. Discrete Contin. Dyn. Syst. Ser. A 32(10), 3539–3565 (2012)

    Article  MathSciNet  Google Scholar 

  24. Giesl, P., Hafstein, S.: Computation of Lyapunov functions for nonlinear discrete time systems by linear programming. J. Differ. Equ. Appl. 20(4), 610–640 (2014)

    Article  MathSciNet  Google Scholar 

  25. Giesl, P., Hafstein, S.: Implementation of a fan-like triangulation for the CPA method to compute Lyapunov functions. In: Proceedings of the 2014 American Control Conference, Portland, OR, USA, pp. 2989–2994 (no. 0202) (2014)

    Google Scholar 

  26. Giesl, P., Hafstein, S.: Revised CPA method to compute Lyapunov functions for nonlinear systems. J. Math. Anal. Appl. 410, 292–306 (2014)

    Article  MathSciNet  Google Scholar 

  27. Giesl, P., Hafstein, S.: System specific triangulations for the construction of CPA Lyapunov functions. Discrete Contin. Dyn. Syst Ser. B 26, 6027 (2021)

    Article  MathSciNet  Google Scholar 

  28. Goebel, R., Teel, A., Hu, T., Lin, Z.: Conjugate convex Lyapunov functions for dual linear differential inclusions. IEEE Trans. Autom. Control 51(4), 661–666 (2006)

    Article  MathSciNet  Google Scholar 

  29. Hafstein, S.: A constructive converse Lyapunov theorem on exponential stability. Discrete Contin. Dyn. Syst. Ser. A 10(3), 657–678 (2004)

    Article  MathSciNet  Google Scholar 

  30. Hafstein, S.: A constructive converse Lyapunov theorem on asymptotic stability for nonlinear autonomous ordinary differential equations. Dyn. Syst. Int. J. 20(3), 281–299 (2005)

    Article  MathSciNet  Google Scholar 

  31. Hafstein, S.: An algorithm for constructing Lyapunov functions, Monograph, vol. 8. Electron. J. Diff. Eqns. (monograph series) (2007)

    Google Scholar 

  32. Hafstein, S.: Implementation of simplicial complexes for CPA functions in C++11 using the armadillo linear algebra library. In: Proceedings of the 3rd International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH), pp. 49–57. Reykjavik, Iceland (2013)

    Google Scholar 

  33. Hafstein, S.: Efficient algorithms for simplicial complexes used in the computation of Lyapunov functions for nonlinear systems. In: Proceedings of the 7th International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH), pp. 398–409 (2017)

    Google Scholar 

  34. Hafstein, S.: Fast algorithms for computing continuous piecewise affine Lyapunov functions. In: Obaidat, M.S., Ören, T., Rango, F.D. (eds.) SIMULTECH 2017. AISC, vol. 873, pp. 274–299. Springer, Cham (2019). https://doi.org/10.1007/978-3-030-01470-4_15

    Chapter  Google Scholar 

  35. Hafstein, S.: CPA Lyapunov functions: switched systems vs. differential inclusions. In: Proceedings of the 17th International Conference on Informatics in Control, Automation and Robotics (ICINCO), pp. 745–753 (2020)

    Google Scholar 

  36. Hafstein, S., Kellett, C., Li, H.: Computing continuous and piecewise affine Lyapunov functions for nonlinear systems. J. Comput. Dyn. 2(2), 227–246 (2015)

    Article  MathSciNet  Google Scholar 

  37. Hafstein, S., Li, H.: Computation of Lyapunov functions for nonautonomous systems on finite time-intervals by linear programming. J. Math. Anal. Appl. 447(2), 933–950 (2017)

    Article  MathSciNet  Google Scholar 

  38. Li, H., Baier, R., Grüne, L., Hafstein, S., Wirth, F.: Computation of local ISS Lyapunov functions via linear programming. In: Proceedings of the 21st International Symposium on Mathematical Theory of Networks and Systems (MTNS), Groningen, The Netherlands, pp. 1189–1195 (no. 0158) (2014)

    Google Scholar 

  39. Li, H., Hafstein, S., Kellett, C.: Computation of continuous and piecewise affine Lyapunov functions for discrete-time systems. J. Differ. Equ. Appl. 21(6), 486–511 (2015)

    Article  MathSciNet  Google Scholar 

  40. Liberzon, D.: Switching in Systems and Control. Systems & Control: Foundations & Applications. Birkhäuser, Basel (2003)

    Google Scholar 

  41. Marinósson, S.: Lyapunov function construction for ordinary differential equations with linear programming. Dyn. Syst. Int. J. 17, 137–150 (2002)

    Article  MathSciNet  Google Scholar 

  42. Marinósson, S.: Stability analysis of nonlinear systems with linear programming: a Lyapunov functions based approach. Ph.D. thesis, Gerhard-Mercator-University Duisburg, Duisburg, Germany (2002)

    Google Scholar 

  43. Molchanov, A., Pyatnitskiy, Ye.: Criteria of asymptotic stability of differential and difference inclusions encountered in control theory. Syst. Control Lett. 13(1), 59–64 (1989). http://dx.doi.org/10.1016/0167-6911(89)90021-2. http://www.sciencedirect.com/science/article/pii/0167691189900212

  44. Shorten, R., Wirth, F., Mason, O., Wulff, K., King, C.: Stability criteria for switched and hybrid systems. SIAM Rev. 49(4), 545–592 (2007)

    Article  MathSciNet  Google Scholar 

  45. Sontag, E.: A Lyapunov-like characterization of asymptotic controllability. SIAM J. Control Optim. 21(3), 462–471 (1983)

    Article  MathSciNet  Google Scholar 

  46. Sontag, E., Sussman, H.: Nonsmooth control-Lyapunov functions. In: Proceedings of the 34th IEEE Conference on Decision and Control, New Orleans, LA, USA, vol. 3, pp. 2799–2805 (1995)

    Google Scholar 

  47. Sun, Z., Ge, S.: Stability Theory of Switched Dynamical Systems. Communications and Control Engineering, Springer, London (2011). https://doi.org/10.1007/978-0-85729-256-8

    Book  MATH  Google Scholar 

  48. Walter, W.: Ordinary Differential Equation. Springer, New York (1998). https://doi.org/10.1007/978-1-4612-0601-9

    Book  Google Scholar 

  49. Yfoulis, C., Shorten, R.: A numerical technique for the stability analysis of linear switched systems. Int. J. Control 77(11), 1019–1039 (2004)

    Article  MathSciNet  Google Scholar 

  50. Young, K., Utkin, V., Özgüner, U.: A control engineer’s guide to sliding mode control. IEEE Trans. Control Syst. Technol. 7(3), 328–342 (1999)

    Article  Google Scholar 

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Hafstein, S. (2022). Sliding Modes and Lyapunov Functions for Differential Inclusions by Linear Programming. In: Gusikhin, O., Madani, K., Zaytoon, J. (eds) Informatics in Control, Automation and Robotics. ICINCO 2020. Lecture Notes in Electrical Engineering, vol 793. Springer, Cham. https://doi.org/10.1007/978-3-030-92442-3_29

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