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Optimal Controller for Stochastic Polynomial Systems with State-Dependent Polynomial Input

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Abstract

This paper presents an optimal quadratic-Gaussian controller for stochastic polynomial systems with a state-dependent polynomial control input and a quadratic criterion over linear observations. The optimal closed-form controller equations are obtained using the separation principle, whose applicability to the considered problem is substantiated. As an intermediate result, the paper gives a closed-form solution of the optimal regulator (control) problem for polynomial systems with a state-dependent polynomial control input and a quadratic criterion. Performance of the obtained optimal controller is verified in an illustrative example against a conventional linear-quadratic-Gaussian (LQG) controller that is optimal for linearized systems. Simulation graphs demonstrating overall performance and computational accuracy of the designed optimal controller are included.

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References

  1. K.J. Åström, Introduction to Stochastic Control Theory (Academic Press, San Diego, 1970)

    MATH  Google Scholar 

  2. A.E. Albrekht, On the optimal stabilization of nonlinear systems. J. Appl. Math. Mech. 25, 1254–1266 (1962)

    Article  Google Scholar 

  3. M.V. Basin, New Trends in Optimal Filtering and Control for Polynomial and Time-Delay Systems (Springer, New York, 2008)

    MATH  Google Scholar 

  4. M.V. Basin, D.A. Calderon-Alvarez, Optimal filtering for incompletely measured polynomial states over linear observations. Int. J. Adapt. Control Signal Process. 22, 482–494 (2008)

    Article  MathSciNet  Google Scholar 

  5. M.V. Basin, J. Perez, M. Skliar, Optimal filtering for polynomial system states with polynomial multiplicative noise. Int. J. Robust Nonlinear Control 16, 287–298 (2006)

    Article  MathSciNet  Google Scholar 

  6. M.V. Basin, J.G. Rodriguez-Gonzalez, Optimal control for linear systems with multiple time delays in control input. IEEE Trans. Autom. Control 51, 91–96 (2006)

    Article  MathSciNet  Google Scholar 

  7. R. Bellman, Dynamic Programming (Princeton University Press, Princeton, 1957)

    MATH  Google Scholar 

  8. V.E. Benes, Exact finite-dimensional filters for certain diffusions with nonlinear drift. Stochastics 5, 65–92 (1981)

    Article  MathSciNet  MATH  Google Scholar 

  9. W.H. Fleming, R.W. Rishel, Deterministic and Stochastic Optimal Control (Springer, New York, 1975)

    MATH  Google Scholar 

  10. H. Gao, J. Lam, C. Wang, S. Xu, Robust H filtering for 2D stochastic systems. Circuits Syst. Signal Process. 23, 479–505 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  11. A. Haime, R. Hamalainen, On the nonlinear regulator problem. J. Optim. Theory Appl. 16, 255–275 (1975)

    Article  Google Scholar 

  12. D. Huang, S.K. Nguang, Robust disturbance attenuation with stabilization for uncertain networked control systems. Syst. Signal Process. 28, 65–83 (2009)

    Article  MATH  Google Scholar 

  13. C.S. Jeong, E. Yaz, A. Bahakeem, Y. Yaz, Nonlinear observer design with general criteria. Int. J. Innov. Comput., Inf. Control 2, 693–704 (2006)

    Google Scholar 

  14. G. Kallianpur, Stochastic Filtering Theory (Springer, New York, 1980)

    MATH  Google Scholar 

  15. R.E. Kalman, R.S. Bucy, New results in linear filtering and prediction theory. ASME Trans., Part D (J. Basic Eng.) 83, 95–108 (1961)

    MathSciNet  Google Scholar 

  16. H.J. Kushner, On differential equations satisfied by conditional probability densities of Markov processes. SIAM J. Control 12, 106–119 (1964)

    MathSciNet  Google Scholar 

  17. H. Kwakernaak, R. Sivan, Linear Optimal Control Systems (Wiley, New York, 1972)

    MATH  Google Scholar 

  18. R.S. Liptser, A.N. Shiryayev, Statistics of Random Processes. General Theory, vol. I (Springer, New York, 2000) (1st. ed., 1974)

    Google Scholar 

  19. D.L. Lukes, Optimal regulation of nonlinear dynamic systems. SIAM J. Control Opt. 7, 75–100, (1969)

    Article  MathSciNet  MATH  Google Scholar 

  20. X. Meng, H. Gao, S. Mu, A new parameter-dependent approach to robust energy-to-peak filter design. Syst. Signal Process. 26, 451–471 (2007)

    Article  MATH  Google Scholar 

  21. S.K. Nguang, W. Assawinchaichote, P. Shi, H filter for uncertain Markovian jump nonlinear systems: An LMI approach. Syst. Signal Process. 26, 853–874 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  22. V.S. Pugachev, I.N. Sinitsyn, Stochastic Systems: Theory and Applications (Singapore, World Scientific, 2001)

    MATH  Google Scholar 

  23. M.K. Sain (ed.), Applications of tensors to modeling and control. Control Systems Technical Report, Dept. of Electrical Engineering, Notre Dame University, 38, 1985

  24. J. Sheng, T. Chen, S.L. Shah, Optimal filtering for multirate systems. IEEE Trans. Circuits Syst. 52, 228–232 (2005)

    Article  Google Scholar 

  25. P. Shi, Filtering on sampled-data systems with parametric uncertainty. IEEE Trans. Autom. Control 43, 1022–1027 (1998)

    Article  MATH  Google Scholar 

  26. A.P. Willemstein, Optimal regulation of nonlinear dynamical systems in a finite interval. SIAM J. Control Optim. 15, 1050–1069 (1977)

    Article  MathSciNet  MATH  Google Scholar 

  27. W.M. Wonham, Some applications of stochastic differential equations to nonlinear filtering. SIAM J. Control 2, 347–369 (1965)

    MathSciNet  MATH  Google Scholar 

  28. L. Wu, J. Lam, Weighted H filtering of switched systems with time-varying delay: average dwell time approach. Circuits Syst. Signal Process. 28, 1017–1036 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  29. L. Wu, P. Shi, H. Gao, C. Wang, A new approach to robust H filtering for uncertain systems with both discrete and distributed delays. Circuits Syst. Signal Process. 26, 229–248 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  30. S. Xu, J. Lam, On H filtering for a class of uncertain nonlinear neutral systems. Circuits Syst. Signal Process. 23, 215–230 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  31. S. Xu, J. Lam, H. Gao, Y. Zou, Robust H filtering for uncertain discrete stochastic systems with time delays. Circuits Syst. Signal Process. 24, 753–770 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  32. S.S.-T. Yau, Finite-dimensional filters with nonlinear drift. I: A class of filters including both Kalman-Bucy and Benes filters. J. Math. Syst. Estim. Control 4, 181–203 (1994)

    Google Scholar 

  33. T. Yoshida, K. Loparo, Quadratic regulatory theory for analytic nonlinear systems with additive controls. Automatica 25, 531–544 (1989)

    Article  MathSciNet  MATH  Google Scholar 

  34. B. Zhang, S. Xu, Robust L 2L∞ filtering for uncertain nonlinearly parameterized stochastic systems with time-varying delays. Circuits Syst. Signal Process. 26, 751–772 (2007)

    Article  MATH  Google Scholar 

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Correspondence to Michael Basin.

Additional information

The authors thank the Mexican National Science and Technology Council (CONACyT) for financial support under Grants 55584 and 46069 and Sabbatical Fellowship for the first author.

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Basin, M., Loukianov, A. & Hernandez-Gonzalez, M. Optimal Controller for Stochastic Polynomial Systems with State-Dependent Polynomial Input. Circuits Syst Signal Process 30, 1463–1479 (2011). https://doi.org/10.1007/s00034-011-9266-0

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  • DOI: https://doi.org/10.1007/s00034-011-9266-0

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