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Decentralized backstepping adaptive output tracking of large-scale stochastic nonlinear systems

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  • Special Focus on Analysis and Synthesis for Stochastic Systems
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Abstract

The problem of decentralized adaptive output tracking control of a class of interconnected stochastic nonlinear systems is considered. In the control design, decentralized state observers and backstepping techniques are applied. To eliminate the influences of interactions with other subsystems, a differentiable function is employed. It is shown that the designed local adaptive controllers can ensure that all the signals in the closed-loop system are bounded in probability. Furthermore, the tracking errors can be limited to a small residual set around the origin in the fourth moment sense and can be adjusted by choosing suitable design parameters.

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References

  1. Bakule L. Decentralized control: an overview. Annu Rev Control, 2008, 32: 87–98

    Article  Google Scholar 

  2. Kanellakopoulos I, Kokotovic P V, Morse A S. Systematic design of adaptive controllers for feedback linearizable systems. IEEE Trans Autom Control, 1991, 36: 1241–1253

    Article  MATH  MathSciNet  Google Scholar 

  3. Arslan G, Ba¸sar T. Decentralized risk-sensitive controller design for strict-feedback systems. Syst Control Lett, 2003, 50: 383–393

    Article  MATH  MathSciNet  Google Scholar 

  4. Gavel D T, Siljak D D. Decentralized adaptive control: structural conditions for stability. IEEE Trans Autom Control, 1989, 34: 413–426

    Article  MATH  MathSciNet  Google Scholar 

  5. Guo Y, Jiang Z P, Hill D J. Decentralized robust disturbance attenuation for a class of large-scale nonlinear systems. Syst Control Lett, 1999, 37: 71–85

    Article  MATH  MathSciNet  Google Scholar 

  6. Jain S, Khorrami F. Decentralized adaptive output feedback design for large-scale nonlinear systems. IEEE Trans Autom Control, 1997, 42: 729–735

    Article  MATH  MathSciNet  Google Scholar 

  7. Jiang Z P. Decentralized and adaptive nonlinear tracking of large-scale systems via output feedback. IEEE Trans Autom Control, 2000, 45: 2122–2128

    Article  MATH  MathSciNet  Google Scholar 

  8. Jiang Z P, Repperger D W. New results in decentralized adaptive non-linear stabilization using output feedback. Int J Control, 2001, 74: 659–673

    Article  MATH  MathSciNet  Google Scholar 

  9. Liu Y, Li X Y. Decentralized robust adaptive control of nonlinear systems with unmodeled dynamics. IEEE Trans Autom Control, 2002, 47: 848–856

    Article  MATH  MathSciNet  Google Scholar 

  10. Shi L, Singh S K. Decentralized control for interconnected uncertain systems: extensions to higher-order uncertainties. Int J Control, 1993, 57: 1453–1468

    Article  MATH  MathSciNet  Google Scholar 

  11. Wen C, Soh Y C. Decentralized adaptive control using integrator backstepping. Automatica, 1997, 33: 1719–1724

    Article  MathSciNet  Google Scholar 

  12. Xie S, Xie L. Decentralized stabilization of a class of interconnected stochastic nonlinear systems. IEEE Trans Autom Control, 2000, 45: 132–137

    Article  MATH  MathSciNet  Google Scholar 

  13. Liu S J, Zhang J F, Jiang Z P. Decentralized adaptive output-feedback stabilization for large-scale stochastic nonlinear systems. Automatica, 2007, 43: 238–251

    Article  MATH  MathSciNet  Google Scholar 

  14. Zhou J, Wen C. Decentralized backstepping adaptive output tracking of interconnected nonlinear systems. IEEE Trans Autom Control, 2008, 53: 2378–2384

    Article  MATH  MathSciNet  Google Scholar 

  15. Pan Z, Ba¸sar T. Backstepping controller design for nonlinear stochastic systems under a risk-sensitive cost criterion. SIAM J Control Optim, 1999, 37: 957–995

    Article  MATH  MathSciNet  Google Scholar 

  16. Wang Q, Wei C. Decentralized robust adaptive output feedback control of stochastic nonlinear interconnected systems with dynamic interactions. Automatica, 2015, 54: 124–134

    Article  MATH  MathSciNet  Google Scholar 

  17. Wu S, Deng F Q. Decentralized state feedback adaptive tracking for a class of stochastic nonlinear large-scale systems. In: Proceedings of the 7th International Conference on Machine Learning and Cybernetics, Kunming, 2008. 2287–2292

    Google Scholar 

  18. Fan H J, Xie W X. Decentralized adaptive tracking of stochastic nonlinear interconnected systems by output feedback. In: Proceedings of the 5th IEEE Conference on Industrial Electronics and Applications, Taichung, 2010. 137–142

    Google Scholar 

  19. Fan H, Han L, Wen C, et al. Decentralized adaptive output-feedback controller design for stochastic nonlinear interconnected systems. Automatica, 2012, 48: 2866–2873

    Article  MATH  MathSciNet  Google Scholar 

  20. Krstic M, Kanellakopoulos I, Kokotovic P V. Nonlinear and Adaptive Control Design. New York: Wiley, 1995

    MATH  Google Scholar 

  21. Khasminskii R. Stochastic Stability of Differential Equations. Berlin: Springer, 2012

    Book  MATH  Google Scholar 

  22. Deng H, Krstić M, Williams R J. Stabilization of stochastic nonlinear systems driven by noise of unknown covariance. IEEE Trans Autom Control, 2001, 46: 1237–1253

    Article  MATH  MathSciNet  Google Scholar 

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Acknowledgements

This work was supported by National Natural Science Foundation of China (Grant Nos. 61325014, 61374072).

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Correspondence to Yongfeng Gao.

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Gao, Y., Sun, X. & Wang, W. Decentralized backstepping adaptive output tracking of large-scale stochastic nonlinear systems. Sci. China Inf. Sci. 60, 120207 (2017). https://doi.org/10.1007/s11432-017-9142-3

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  • DOI: https://doi.org/10.1007/s11432-017-9142-3

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