Abstract
In this paper, a tracking control problem is investigated for a class of switched stochastic nonlinear uncertain systems with unknown dead-zone input. By using the common Lyapunov function method and backstepping technique, a common controller and an uniform adaptive mechanism are constructed, and a novel adaptive fuzzy control scheme is developed. It is proved that the proposed control method can guarantee that all the signals in the closed-loop system are bounded in probability and the tracking error is convergent to a neighborhood of the origin under arbitrary switching. Finally, simulation results are provided to show the effectiveness of the proposed control scheme.
Similar content being viewed by others
References
Liberzon, D., Morse, A.S.: Basic problems in stability and design of switched systems. IEEE Contol Syst. Mag. 19(5), 59–70 (1999)
Liberzon, D.: Switching in Systems and Control. Birkhauser, Cambridge (2003)
Homaee, O., Zakariazadeh, A., Jadid, S.: Real-time voltage control algorithm with switched capacitors in smart distribution system in presence of renewable generations. Int. J. Electr. Power 54(1), 187–197 (2014)
Yang, H., Jiang, B., Cocquempot, V., Zhang, H.: Stabilization of switched nonlinear systems with all unstable modes: application to multi-agent systems. IEEE Trans. Autom. Control 56(9), 2230–2235 (2011)
Linh, V., Daniel, L.: Common Lyapunov functions for families of commuting nonlinear systems. Syst. Control Lett. 54(5), 405–416 (2005)
Briat, C., Seuret, A.: Convex dwell-time characterizations for uncertain linear impulsive systems. IEEE Trans. Autom. Control. 57(12), 3241–3246 (2012)
Briat, C., Seuret, A.: Affine characterizations of minimal and mode-dependent dwell-times for uncertain linear switched systems. IEEE Trans. Autom. Control 58(5), 1304–1310 (2013)
Zhao, X., Zhang, L., Shi, P., Liu, M.: Stability and stabilization of switched linear systems with mode-dependent average dwell time. IEEE Trans. Autom. Control 57(7), 1809–1815 (2012)
Zhao, X., Zhang, L., Shi, P., Liu, M.: Stability of switched positive linear systems with average dwell time switching. Automatica 48(6), 1132–1137 (2012)
Xiang, W., Xiao, J.: Stabilization of switched continuous-time systems with all modes unstable via dwell time switching. Automatica 50(2), 940–945 (2014)
Ma, R., Zhao, J.: Backstepping design for global stabilization of switched nonlinear systems in lower triangular form under arbitrary switchings. Automatica 46(1), 1819–1823 (2010)
Wu, J.: Stabilizing controllers design for switched nonlinear systems in strict-feedback form. Automatica 45(4), 1092–1096 (2009)
Long, L., Zhao, J.: Control of switched nonlinear systems in p-normal form using multiple Lyapunov functions. IEEE Trans. Autom. Control 57(5), 1285–1291 (2012)
Wang, L.: Adaptive Fuzzy Systems and Control: Design and Stability Analysis. Prentice-Hall, Englewood Cliffs (1994)
Hartman, E.J., Keeler, J.D., Kowalski, J.M.: Layered neural networks with Gaussian hidden units as universal approximations. Neurocomputing 2(2), 210–215 (1990)
Tong, S., Chen, B., Wang, Y.: Fuzzy adaptive output feedback control for MIMO nonlinear systems. Fuzzy Sets Syst. 156(2), 285–299 (2005)
Chen, B., Liu, X., Tong, S.: Adaptive fuzzy output tracking control of MIMO nonlinear uncertain systems. IEEE Trans. Fuzzy Syst. 15(2), 287–300 (2007)
Chen, B., Liu, X., Liu, K., Lin, C.: Direct adaptive fuzzy control of nonlinear strict-feedback systems. Automatica 45(6), 1530–1535 (2009)
Liu, Y., Tong, S., Wang, W.: Adaptive fuzzy output tracking control for a class of uncertain nonlinear systems. Fuzzy Sets Syst. 160(19), 2727–2754 (2009)
Chen, W., Li, J.: Decentralized output-feedback neural control for systems with unknown interconnections. IEEE Trans. Syst. Man Cybern. Part B Cybern. 38(1), 258–266 (2008)
Liu, Y.J., Wang, Z.F.: Adaptive fuzzy controller design of nonlinear systems with unknown gain sign. Nonlinear Dyn. 58(4), 687–695 (2009)
Tong, S., Li, Y., Li, Y., Liu, Y.: Observer-based adaptive fuzzy backstepping control for a class of stochastic nonlinear strict-feedback systems. IEEE Trans. Syst. Man Cybern. Part B Cybern. 41(6), 1693–1704 (2011)
Zhou, Q., Shi, P., Liu, H., Xu, S.: Neural-network-based decentralized adaptive output-feedback control for large-scale stochastic nonlinear systems. IEEE Trans. Syst. Man Cybern. Part B Cybern. 42(6), 1608–1619 (2012)
Wang, H.Q., Liu, K.F., Liu, X.P., Chen, B., Lin, C.: Neural-based adaptive output-feedback control for a class of nonstrict-feedback stochastic nonlinear systems. IEEE Trans. Cybern. 45(9), 1977–1987 (2015)
Wang, H.Q., Chen, B., Liu, K., Liu, X., Lin, C.: Adaptive neural tracking control for a class of non-strict-feedback stochastic nonlinear systems with unknown backlash-like hysteresis. IEEE Trans. Neural Netw. 25(5), 947–958 (2015)
Liu, Y., Tong, S.C.: Adaptive NN tracking control of uncertain nonlinear discrete-time systems with nonaffine dead-zone input. IEEE Trans. Cybern. 45(3), 497–505 (2015)
Wang, H.Q., Chen, B., Lin, C.: Adaptive neural tracking control for a class of perturbed pure-feedback nonlinear systems. Nonlinear Dyn. 72(1–2), 207–220 (2013)
Zhao, X., Zheng, X., Niu, B., Liu, L.: Adaptive tracking control for a class of uncertain switched nonlinear systems. Automatica 52, 185–191 (2015)
Li, Y., Tong, S., Li, T.: Adaptive fuzzy backstepping control design for a class of pure-feedback switched nonlinear systems. Nonlinear Anal. Hybrid 16, 72–80 (2015)
Zheng, X., Zhao, X., Li, R., Yin, Y.: Adaptive neural tracking control for a class of switched uncertain nonlinear systems. Neurocomputing 168, 320–326 (2015)
Hou, Y., Tong, S.: Adaptive fuzzy output-feedback control for a class of nonlinear switched systems with unmodeled dynamics. Neurocomputing 168, 200–209 (2015)
Hou, M., Fu, F., Duan, G.: Global stabilization of switched stochastic nonlinear systems in strict-feedback form under arbitrary switchings. Automatica 49, 185–191 (2013)
Sang, K.T., Li, G.: Robust nonlinear nominal model following control to overcome deadzone nonlinearities. IEEE Trans. Ind. Electron. 48, 177–184 (2001)
Tao, G., Kokotovic, P.V.: Adaptive control of plants with unknown dead-zones. IEEE Trans. Autom. Control 39, 59–68 (1994)
Ibrir, S., Xie, W., Su, C.: Adaptive tracking of nonlinear systems with non-symmetric dead-zone input. Automatica 43(3), 522–530 (2007)
Luo, X., Wu, X., Guan, X.: Adaptive backstepping fault-tolerant control for unmatched non-linear systems against actuator dead-zone. IET Control Theory A 4(5), 879–888 (2010)
Liu, S., Zhang, J., Jiang, Z.: Decentralized adaptive output-feedback stabilization for large-scale stochastic nonlinear systems. Automatica 43(2), 238–251 (2007)
Deng, H., Krstić, M.: Stochastic nonlinear stabilization, part I: a backstepping design. Syst. Control Lett. 32(3), 143–150 (1997)
Wang, M., Zhang, S., Chen, B., Luo, F.: Direct adaptive neural control for stabilization of nonlinear time-delay systems. Sci. China Inf. Sci. 53(4), 800–812 (2010)
Author information
Authors and Affiliations
Corresponding author
Additional information
This work was supported in part by the National Natural Science Foundation of China under Project 61473160, 61503223 and in part by the Project of Shandong Province Higher Educational Science and Technology Program J15LI09.
Rights and permissions
About this article
Cite this article
Wang, F., Chen, B., Zhang, Z. et al. Adaptive tracking control of uncertain switched stochastic nonlinear systems. Nonlinear Dyn 84, 2099–2109 (2016). https://doi.org/10.1007/s11071-016-2631-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11071-016-2631-6