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A Stackelberg strategy for continuous-time mixed H2/H control problem with time delay

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Abstract

This paper is concerned with the mixed H2/H control with linear continuous time system and time delay. To deal with this, we presents a Stackelberg strategy by treating the control input and the disturbance as leader and follower, respectively. The leader’s control strategy minimizes the cost function which is in H2 norm and the follower’s control strategy maximizes the cost function which is in H norm. The main technique of this paper is deal with the noncausal relationship of the variables caused by time delay in the control input by introducing two costates to capture the future information and one state to capture the past information. Through theory analyzing, the Stackelberg strategy exists uniquely. Moreover, with the assistance of the extended state space expression, the explicit expression of the strategy is obtained.

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References

  1. G. Freiling, G. Jank, S. R. Lee. Existence and uniqueness of openloop stackelberg equilibria in linear-quadratic differential games. Journal of Optimization Theory and Applications, 2001, 110(3): 515–544.

    Article  MathSciNet  MATH  Google Scholar 

  2. G. Tadmor. The standard H problem in systems with a single input delay. IEEE Transactions on Automatic Control, 2002, 45(3): 382–397.

    Article  MathSciNet  MATH  Google Scholar 

  3. J. C. Doyle, K. Glover, P. P. Khargonekar, et al. State space solutions to standard H2 and H, control problems. IEEE Transactions on Automatic Control, 1989, 34(8): 831–847.

    Article  MathSciNet  MATH  Google Scholar 

  4. K. Uchida, K. Ikeda, T. Azuma, et al. Finite dimensional characterizations of H control for linear systems with delays in input and output. International Journal of Robust and Nonlinear Control, 2003, 13(9): 833–843.

    Article  MathSciNet  MATH  Google Scholar 

  5. G. Tadmor. Worst case design in the time domain: The maximum principle and the standard H problem. Mathematics of Control, Signals, and Systems, 1990, 3(4): 301–324.

    Article  MathSciNet  MATH  Google Scholar 

  6. W. Zhang, J. Feng, B. S. Chen, et al. Nonlinear stochastic H2/H control with state-dependent noise. Proceedings of the American Control Conference, Portland: IEEE, 2005: 380–385.

    Google Scholar 

  7. P. P. Khargonekar, M. A. Rotea. Mixed H2/H control: A convex optimization approach. IEEE Transactions on Automatic Control, 1991, 36(7): 824–837.

    Article  MathSciNet  MATH  Google Scholar 

  8. D. S. Bernstein, W. M. Haddad. LQG control with an H performance bound: a Riccati equation approach. IEEE Transactions on Automatic Control, 1989, 34(2): 293–305.

    Article  MathSciNet  MATH  Google Scholar 

  9. D. J. N. Limebeer, B. D. O. Anderson, B. Hendel. A Nash game approach to mixed H2/H control. IEEE Transactions on Automatic Control, 1994, 39(1): 69–82.

    Article  MathSciNet  MATH  Google Scholar 

  10. G. D. Sweriduk, A. J. Calise. Differential game approach to the mixed H2/H problem. Journal of Guidance Control and Dynamics, 1997, 20(6): 1229–1234.

    Article  MATH  Google Scholar 

  11. X. Chen, K. Zhou. Multiobjective H2/H control design. SIAM Journal on Control and Optimization, 2001, 40(2): 628–660.

    Article  MathSciNet  Google Scholar 

  12. W. Zhang, Y. Huang, H. Zhang. Stochastic H2/H control for discrete-time systems with state and disturbance dependent noise. Automatica, 2007, 43(3): 513–521.

    Article  MathSciNet  MATH  Google Scholar 

  13. L. Wu, Y Wang, S Zhou, et al. Design of mixed H2/H optimal control systems using multiobjective differential evolution algorithm. Control Theory and Technology, 2013, 11(3): 521–528.

    Article  Google Scholar 

  14. X. Ji, Y Sun, Y Huang, et al. Mixed H2/H control for uncertain linear singular systems. Control Theory and Technology, 2009, 7(2): 134–138.

    Article  Google Scholar 

  15. H. Zhu, C. Zhang, P. Sun, et al. A Stackelberg game approach to mixed H2/H robust control for singular bilinear systems. International Conference on Industry, Information System and Material Engineering, Guangzhou: Trans. Tech. Publications Inc., 2011: 1839–1847.

    Google Scholar 

  16. H. Mukaidani. H2/H control of stochastic systems with multiple decision makers: A Stackelberg game spproach. The 52nd IEEE Conference on Decision and Control, Florence: IEEE, 2013: 1750–1755.

    Chapter  Google Scholar 

  17. T. Basar, H. Selbuz. Closed-loop Stackelberg strategies with applications in the optimal control of multilevel systems. IEEE Transactions on Automatic Control, 1979, 24(2): 166–178.

    Article  MathSciNet  MATH  Google Scholar 

  18. M. Simaan, J. B. Cruz. On the Stackelberg strategy in nonzerosum games. Journal of Optimization Theory and Applications, 1973, 11(5): 533–555.

    Article  MathSciNet  MATH  Google Scholar 

  19. J. V. Medanic. Closed-loop Stackelberg strategies in linearquadratic problems. IEEE Transactions on Automatic Control, 1978, 23(4): 632–637.

    Article  MathSciNet  MATH  Google Scholar 

  20. A. Fakharian, F. Jamshidi, M. T. H. Beheshti. Logic based switching H2/H controller design for linear singular perturbation systems: A fuzzy supervisor approach. The 8th IEEE International Conference on Control and Automation, Xiamen: IEEE, 2011: 1311–1315.

    Google Scholar 

  21. J. T. Yu. A new static output feedback approach to the suboptimal mixed H2/H problem. International Journal of Robust and Nonlinear Control, 2004, 14(12): 1023–1034.

    Article  MathSciNet  MATH  Google Scholar 

  22. J. Dong, Y. Wang, G. Yang. H and mixed H2/H control of discrete-time T-S fuzzy systems with local nonlinear models. Fuzzy Sets and Systems, 2011, 164(1): 1–24.

    Article  MathSciNet  Google Scholar 

  23. M. S. Mahmoud, F. M. Al-Sunni, Y. Shi. Mixed H2/H control of uncertain jumping time-delay systems. Journal of the Franklin Institute, 2008, 345(5): 536–552.

    Article  MathSciNet  MATH  Google Scholar 

  24. H. Ma, W. Zhang, T. Hou. Infinite horizon H2/H control for discrete-time time-varying Markov jump systems with multiplicative noise. Automatica, 2012, 48(7): 1447–1454.

    Article  MathSciNet  MATH  Google Scholar 

  25. H. R. Karimi. Observer-based mixed H2/H control design for linear systems with time-varying delays: An LMI approach. International Journal of Control, Automation, and Systems, 2008, 6(1): 1–14.

    Google Scholar 

  26. J. P. Richard. Time-delay systems: An overview of some recent advances and open problems. Automatica, 2003, 39(10): 1667–1694.

    Article  MathSciNet  MATH  Google Scholar 

  27. A. Kojima, S. Ishijima. Formulas on preview and delayed H control. IEEE Transactions on Automatic Control, 2006, 51(12): 1920–1937.

    Article  MathSciNet  MATH  Google Scholar 

  28. D. W. Ross. Controller design for time lag systems via a quadratic criterion. IEEE Transactions on Automatic Control, 1971, 16(6): 664–672.

    Article  Google Scholar 

  29. T. Ishida, S. Etsujiro. Sufficient conditions for the team-optimal closed-loop Stackelberg strategies in linear differential games with time delay. International Journal of Control, 1983, 37(3): 441–454.

    Article  MathSciNet  MATH  Google Scholar 

  30. G. Meinsma, L. Mirkin. H control of systems with multiple I/O delays via decomposition to adobe problems. IEEE Transactions on Automatic Control, 2005, 50(2): 199–211.

    Article  MathSciNet  MATH  Google Scholar 

  31. J. Xu, H. Zhang. Sufficient and necessary open-loop Stackelberg strategy for two-player game with time delay. IEEE Transactions on Cybernetics, 2016, 46(2): 438–449.

    Article  MathSciNet  Google Scholar 

  32. M. Mariton, R. Bertrd. A homotopy algorithm for solving coupled Riccati equations. Optimal Control Applications and Method, 1985, 6(4): 351–357.

    Article  MathSciNet  Google Scholar 

  33. S. L. Richter. A homotopy algorithm for solving the optimal projection equations for fixed-order dynamic compensation: existence, convergence and global optimality. Proceedings of the American Control Conference, Minneapolis: American Automatic Control Council, 1987: 1527–1531.

    Google Scholar 

  34. H. Mukaidani, H. Xu. Stackelberg strategies for stochastic systems with multiple followers. Automatica, 2015, 53: 53–59.

    Article  MathSciNet  MATH  Google Scholar 

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Correspondence to Wei Wang.

Additional information

This work was supported by the National Natural Science Foundation of China (Nos. 61633014, 61573220, 61573221) and the Fundamental Research Funds of Shandong University (No. 2017JC009).

Xiaoqian Li received the B.Sc. degree in Automation Engineering from Shandong Agriculture University, Taian, China, in 2011, and the M.Sc. degree in Control Engineering from Northeastern University, Shenyang, China, in 2013. She is currently working toward the Ph.D. degree in Control Theory and Engineering at Shandong University, Jinan, China. Her research interests include optimal control, time-delay system, stabilization, and game theory.

Wei Wang received the Ph.D. degree in Control Science and Engineering from Shenzhen Graduate School, Harbin Institute of Technology, in 2010. He is currently Lecturer at Shandong University, Jinan Shandong, China. His research interests include optimal control and estimation for delayed systems, distributed control and estimation.

Juanjuan Xu received the B.E. degree in Mathematics from the Qufu Normal University, Jining, China, in 2006, and the M.E. degree in Mathematics in 2009 and the Ph.D. degree in Control Science and Engineering in 2013 from Shandong University, Jinan, China. Her research interests include distributed consensus, optimal control, game theory, stochastic systems, and time-delay systems.

Huanshui Zhang received the B.Sc. degree in Mathematics from the Qufu Normal University, Jining, China, in 1986 and the M.Sc. and Ph.D. degrees in Control Theory from Heilongjiang University, Harbin, China, and Northeastern University, Shenyang, China, in 1991 and 1997, respectively. He worked as a Postdoctoral Fellow at Nanyang Technological University from 1998 to 2001 and a Research Fellow at Hong Kong Polytechnic University from 2001 to 2003. He is currently a Changjiang Professor at Shandong University, Jinan, China. He has held Professorship in Harbin Institute of Technology from 2003 to 2006. He has also held visiting appointments as a Research Scientist and a Fellow with Nanyang Technological University, Curtin University of Technology, and Hong Kong City University from 2003 to 2006. His research interests include optimal estimation and control, time-delay systems, stochastic systems, signal processing, and wireless sensor networked systems. Dr. Zhang was an Associate Editor of the IEEE Transactions on Automatic Control, and the IEEE Transactions on Circuits and Systems I.

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Li, X., Wang, W., Xu, J. et al. A Stackelberg strategy for continuous-time mixed H2/H control problem with time delay. Control Theory Technol. 16, 191–202 (2018). https://doi.org/10.1007/s11768-018-8014-4

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  • DOI: https://doi.org/10.1007/s11768-018-8014-4

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