Abstract
In the present study, a generalized structure for the robust filtering, which adequately addresses both the dynamic and the static-gain filter structures, is accounted for the uncertain Lipschitz nonlinear systems with the measurement delays, parametric uncertainties, and disturbances. The proposed robust filtering approach uses a Lyapunov–Krasovskii functional with a specialized stipulation for dealing with the measurement lags, employs a delay-range-dependent stability method for tackling the delayed dynamics, applies the upper bounds on norms of the uncertainties to deal with parametric variations, and explores the \(L_2 \) stability condition to handle the exogenous perturbations. The nonlinear dynamics is tempered by the direct infusion of the Lipschitz continuity, and uncertainties are modeled using bounds on the uncertain matrices norms to render a linear matrix inequality (LMI)-based design. The proposed filtering approaches establish the \(L_2 \) stability for the filtering error and efficaciously reckon the solution of unknown filter matrices using the LMI-oriented computational algorithms. Numerical simulation example is appended to manifest the effectuality of the proposed results.
Similar content being viewed by others
References
Basin, M., Perez, J., Calderon-Alvarez, D.: Optimal filtering for linear systems over polynomial observations. Int. J. Innov. Comput. I(4), 313–320 (2008)
Basin, M., Perez, J., Martinez-Zuniga, R.: Optimal filtering for nonlinear polynomial systems over linear observations with delay. Int. J. Innov. Comput. I(2), 863–874 (2006)
Nguang, S.K., Shi, P.: Nonlinear \(H_\infty \) filtering of sampled-data systems. Automatica 36, 303–310 (2000)
Shah, U.H., Hong, K.-S.: Input shaping control of a nuclear power plant’s fuel transport system. Nonlinear Dyn. 77, 1737–1748 (2014)
Shmaliy, Y.S., Zhao, S., Ahn, C.K.: Unbiased finite impluse response filtering: an iterative alternative to Kalman filtering ignoring noise and initial conditions. IEEE Control Syst. Mag. 37, 70–89 (2017)
Ahn, C.K., Shi, P., Basin, M.V.: Deadbeat dissipative FIR filtering. IEEE Trans. Circuits Syst. I Reg. Pap. 63, 1210–1221 (2016)
Zheng, Z., Zhenghao, J., Liang, S., Zhu, M.: Adaptive sliding mode relative motion control for autonomous carrier landing of fixed-wing unmanned aerial vehicles. IEEE Access 5, 5556–5565 (2017)
Zheng, Z., Jin, C., Zhu, M., Sun, K.: Trajectory tracking control for a marine surface vessel with asymmetric saturation actuators. Robot. Auton. Syst. 97, 83–91 (2017)
de Souza, C.E., Palhares, R.M., Peres, P.L.: Robust \(H_\infty \) filter design for uncertain linear systems with multiple time-varying state delays. IEEE Trans. Signal Process. 49, 569–576 (2001)
Yue, D., Han, Q.-L.: Robust \(H_\infty \) filter design of uncertain descriptor systems with discrete and distributed delays. IEEE Trans. Signal Process. 52, 3200–3212 (2004)
Xie, L., de Souza, C.E., Fu, M.: Robust Kalman filtering for uncertain systems. Syst. Control Lett. 22, 123–129 (1994)
Dai, L.: Filtering and LQG problems for discrete-time stochastic singular systems. IEEE Trans. Automat. Control 36, 1105–1108 (1989)
Zhao, S., Shmaliy, Y.S., Shi, P., Ahn, C.K.: Fusion Kalman/UFIR filter for state estimation with uncertain parameters and noise statistics. IEEE Trans. Ind. Electron. 64, 3075–3083 (2017)
Pak, J.M., Ahn, C.K., Shmaliy, Y.S., Lim, M.T.: Improving reliability of particle filter-based localization in wireless sensor networks via hybrid particle/FIR filtering. IEEE Trans. Ind. Inf. 11, 1089–1098 (2015)
Petersen, I.R., McFarlane, D.C.: Optimal guaranteed cost control and filtering for uncertain linear systems. IEEE Trans. Automat. Control 39, 1971–1977 (1994)
Nagpal, K.M., Khargonekar, P.P.: Filtering and smoothing in an \(H_\infty \) setting. IEEE Trans. Automat. Control 36, 152–166 (1991)
Li, L., Zhang, Z., Xu, J.: A generalized nonlinear \(H_\infty \) filter design for discrete-time Lipschitz descriptor systems. Nonlinear Anal. Real World Appl. 15, 1–11 (2014)
Li, H., Shi, Y.: Robust \(H_\infty \) filtering for nonlinear stochastic systems with uncertainties and random delays modeled by Markov chains. Automatica 48, 159–166 (2012)
Chang, X.-H., Yang, G.-H.: Non-fragile fuzzy \(H_\infty \) filter design for nonlinear continuous-time systems with D stability constraints. Signal Process. 92, 575–586 (2012)
Abbaszadeh, M., Marquez, H.J.: Dynamical robust \(H_\infty \)observer for nonlinear uncertain systems: an LMI approach. J. Frankl. Inst. 347, 1227–1241 (2010)
Abbaszadeh, M., Marquez, H.J.: A generalized framework for robust nonlinear \(H_\infty \) filtering of Lipschitz descriptor systems with parametric and nonlinear uncertainties. Automatica 48, 894–900 (2012)
Zhang, W., Xie, H., Su, H., Zhu, F.: Improved results on generalised robust \(H_\infty \) filtering for Lipschitz descriptor non-linear systems with uncertainties. IET Control Theory Appl. 9, 2107–2114 (2015)
Lee, S.M., Kwon, O.M., Park, J.H.: Regional asymptotic stability analysis for discrete-time delayed systems with saturation nonlinearity. Nonlinear Dyn. 67, 885–892 (2012)
Sheridan, T.B., Ferrel, W.R.: Remote manipulative control with transmission delay. IEEE Trans. Hum. Factors Electron. 4, 25–29 (1963)
Varaiya, P., Walrand, J.: High-Performance Communication Networks. Morgan Kaufmann, San Francisco (1996)
Zhu, Q., Cao, J.: Adaptive synchronization of chaotic Cohen–Crossberg neural networks with mixed time delays. Nonlinear Dyn. 61, 517–534 (2010)
Ding, Y., Zhong, S., Chen, W.: A delay-range-dependent uniformly asymptotic stability criterion for a class of nonlinear singular systems. Nonlinear Anal. Real World Appl. 12, 1152–1162 (2011)
Wang, H.J., Xue, A.K., Lu, R.Q.: Absolute stability criteria for a class of nonlinear singular system with time delay. Nonlinear Anal. Theory Methods Appl. 70, 621–630 (2009)
Wu, Z.G., Su, H.Y., Chu, J.: Robust stabilization for uncertain discrete singular systems with state delay. Int. J. Robust Nonlinear Control 18, 1532–1550 (2004)
Yang, C.Y., Zhang, Q.L., Zhou, L.N.: Strongly absolute stability of Lur’e type differential-algebraic systems. J. Math. Anal. Appl. 336, 188–204 (2007)
Ahmad, S., Majeed, R., Hong, K.-S., Rehan, M.: Observer design for one-sided Lipschitz nonlinear systems subject to measurement delays. Math. Prob. Eng. 2015, 14 (2015)
Wu, M., He, Y., She, J.H., Liu, G.P.: Delay-dependent criteria for robust stability of time-varying delay systems. Automatica 40, 1435–1439 (2004)
Li, F., Zhang, X.: A delay-dependent bounded real lemma for singular LPV systems with time-variant delay. Int. J. Robust Nonlinear Control 22, 559–574 (2012)
Rajamani, R.: Observers for Lipschitz nonlinear systems. IEEE Trans. Automat. Control 43, 397–401 (1998)
Liu, Y., Park, J.H., Guo, B.-Z.: Non-fragile \(H_\infty \) filtering for nonlinear discrete-time delay systems with randomly occurring gain variations. ISA Trans. 63, 196–203 (2016)
Wen, S., Zeng, Z., Huang, T.: Observer-based synchronization of memristive systems with multiple networked input and output delays. Nonlinear Dyn. 78, 541–554 (2014)
Kang, W., Zhong, S., Shi, K., Cheng, J.: Finite-time stability for discrete-time system with time-varying delay and nonlinear perturbations. ISA Trans. 60, 67–73 (2016)
Zhong, Q., Bai, J., Wen, B., Li, S., Zhong, F.: Finite-time boundedness filtering for discrete-time Markovian jump system subject to partly unknown transition probabilities. ISA Trans. 53, 1107–1118 (2014)
Ding, Y., Liu, H., Cheng, J.: \(H_\infty \) filtering for a class of discrete-time singular Markovian jump systems with time-varying delays. ISA Trans. 53, 1054–1060 (2014)
Zheng, Z., Huang, Y., Xie, L., Zhu, B.: Adaptive trajectory tracking control of a fully actuated surface vessel with asymmetrically constrained input and output. IEEE Trans. Control Syst. Technol. https://doi.org/10.1109/TCST.2017.2728518
Zheng, Z., Sun, L., Xie, L.: Error constrained LOS path following of a surface vessel with actuator saturation and faults. IEEE Trans. Syst. Man Cybern. Syst. https://doi.org/10.1109/TSMC.2017.2717850
Zheng, Z., Feroskhan, M.: Path following of a surface vessel with prescribed performance in the presence of input saturation and external disturbances. IEEE ASME Trans. Mechatron. https://doi.org/10.1109/TMECH.2017.2756110
Akram, A., Hussain, M., Saqib, N., Rehan, M.: Dynamic anti-windup compensation of nonlinear time-delay systems using LPV approach. Nonlinear Dyn. 90, 513–533 (2017)
Zemouche, A., Boutayeb, M.: On LMI conditions to design observers for Lipschitz nonlinear systems. Automatica 49, 585–591 (2013)
Acknowledgements
This work was supported by Higher Education Commission (HEC) of Pakistan by supporting Ph.D. studies of the first author through indigenous Ph.D. scholarship program (phase II, batch II, 2013).
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Ahmad, S., Rehan, M. & Iqbal, M. Robust generalized filtering of uncertain Lipschitz nonlinear systems under measurement delays. Nonlinear Dyn 92, 1567–1582 (2018). https://doi.org/10.1007/s11071-018-4147-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11071-018-4147-8