Robust H∞ Control of Markov Jump Linear Systems with Uncertain Switching Probabilities

Authors

  • S. M. Hussin Kalashnikov ISTU
  • V. G. Sufiyanov Kalashnikov ISTU

DOI:

https://doi.org/10.22213/2410-9304-2021-2-123-128

Keywords:

Markov Jump Linear Systems, Robust H Control, Linear Matrix Inequalities, Uncertain Markov Parameters

Abstract

This paper the problem of robust H∞ control for Markov jump systems with uncertain transition rates is investigated. A robust H∞ performance criterion is established for a given Markov jump system. The robust H∞ control performance analysis in terms of coupled linear matrix inequalities is proposed, then convex optimization problem is solved with constraints defined in terms of the solvability of the linear matrix inequalities. Based on the solution of the optimization problem, the condition of robust stochastic stability for closed-loop systems is found, which minimizes disturbance attenuation level. Depending on the developed performance criterion, the H∞ state-feedback controller is designed too, which warranties the robust H∞ control of the closed-loop system. All the conditions are linear matrix inequalities, and therefore they can be solved by any linear matrix inequalities solver. Finally, a numerical example is given to show the effectiveness of the method of robust H∞ control for Markov jump systems.

Author Biographies

S. M. Hussin, Kalashnikov ISTU

PhD-Student

V. G. Sufiyanov, Kalashnikov ISTU

PhD, Associate Professor

References

Sun C., Duan H. Markov decision evolutionary game theoretic learning for cooperative sensing of unmanned aerial vehicles. China Technol., 2015, vol. 58., pp. 1392-1400.

Sworder D.D., Rogers R.O. An LQG solution to a control problem with solar thermal receiver. IEEE Trans. Autom. Control., 1983, vol. 28., pp.971-978.

E. Heck D., Hogrefe B. Muller. Hierarchical performance evaluation based on formally specified communication protocols. Computers IEEE Transactions., 1991, vol. pp. 500-513.

Ugrinovskii V.A., Pota H.R. Decentralized control of power systems via robust control of uncertain Markov jump parameter systems. Int. J. Control., 2005, vol. 78, pp. 662-677.

Svensson L.E.O., Williams N. Optimal monetary policy under uncertainty: A Markov jump-linear-quadratic approach. Fed. Reserve St. Louis Rev., 2008, vol. 90, pp. 275-293.

Ji Y., Chizeck H.J. Controllability stabilizability and continuous-time Markovian jump linear quadratic control. IEEE Trans. Autom. Control., 1990, vol. 35, pp. 777-788.

Feng X., Loparo K.A., Ji Y., Chizeck H.J. Stochastic stability properties of jump linear systems. IEEE Trans. Autom. Control., 1992, vol. 37, pp. 38-53.

Costa O.L.V., Do Val J.B.R., Geromel J.C. Continuous-time state-feedback H2-control of Markovian jump linear system via convex analysis. Automatica 1999, vol. 35, pp. 259-268.

Do Val J.B.R., Geromel J.C., Goncalves A.P.C. The H2-control for jump linear systems: Cluster observations of the Markov state. Automatica., 2002, vol. 38, pp. 343-349.

Li X., Lam J., Gao H., Xiong J. H∞ and H2 filtering for linear systems with uncertain Markov transitions. Automatica., 2016, vol. 67, pp. 252-266.

Costa O.L.V., Guerra S. Robust linear filtering for discrete-time hybrid Markov linear systems. Int. J. Control., 2002, vol. 75, pp. 712-727.

Costa O.L.V., Fragoso M.D., Todorov M.G. Continuous-Time Markov Jump Linear Systems. Berlin, Heidelberg, Springer, 2013, 200 p.

Lin Z., Lin Y., Zhang W. A unified design for state and output feedback H∞ control of nonlinear stochastic Markovian jump systems with state and disturbance-dependent noise. Automatica., 2009, vol. 45, pp.2955-2962.

Xia Y., Li L., Mahmoud M.S., Yang H. H∞ filtering for nonlinear singular Markovian jumping systems with interval time-varying delays. International Journal of Systems Science, 2012, vol. 43, pp.272-284.

Tao J., Su H., Lu R., Wu Z.G. Dissipativity-based filtering of nonlinear periodic Markovian jump systems: The discrete-time case. Neurocomputing., 2016, vol. 171, pp.807-814.

Xiong J., Lam J., Gao H., Ho D.W.C. On robust stabilization of Markovian jump systems with uncertain switching probabilities. Automatica., 2005, vol. 41, pp. 897-903.

Xiong J., Lam J. Robust H2 control of Markovian jump systems with uncertain switching probabilities. Int. J. Syst. Sci., 2009, vol. 40, pp. 255-265.

Li L.W., Yang G.H. Fault estimation for a class of nonlinear Markov jump systems with general uncertain transition rates. International Journal of Systems Science, 2017, vol. 48, pp.805-817.

Hussin S.M., Sufiyanov V.G. Analysis Robust Stabilization for Markov Jump linear Systems. Intelligent systems in manufacturing. 2019, vol. 17, no. 4, pp. 163-166. DOI 10.22213/2410-9304-2019-4-163-166.

Kang Y., Zhao Y.B., Zhao P. Stability Analysis of Markovian Jump Systems. Beijing, China, Science Press, 2018, 202 p.

Published

10.07.2021

How to Cite

Hussin С. М., & Sufiyanov В. Г. (2021). Robust H∞ Control of Markov Jump Linear Systems with Uncertain Switching Probabilities. Intellekt. Sist. Proizv., 19(2), 123–128. https://doi.org/10.22213/2410-9304-2021-2-123-128

Issue

Section

Articles