Abstract
This paper deals with H-infinity filtering of discrete-time systems with polytopic uncertainties. The uncertain parameters are supposed to reside in a polytope. By using the parameter-dependent Lyapunov function approach and introducing some slack matrix variables, a new sufficient condition for the H-infinity filter design is presented in terms of solutions to a set of linear matrix inequalities (LMIs). In contrast to the existing results for H-infinity filter design, the main advantage of the proposed design method is the reduced conservativeness. An example is provided to demonstrate the effectiveness of the proposed method.
Similar content being viewed by others
References
A. Elsayed, M. Grimble. A new approach to H∞ design for optimal digital linear filters. IMA Journal of Mathematical Control and Information, 1989, 6(3): 233–251.
K. M. Nagpal, P. P. Khargonekar. Filtering and smoothing in an H∞ setting. IEEE Transactions on Automatic Control, 1991, 36(2): 152–166.
M. Basin, J. Perez, D. Calderon-Alvarez. Optimal filtering for linear systems over polynomial observations. International Journal of Innovative Computing, Information and Control, 2008, 4(2): 313–320.
J. C. Geromel, M. C. de Oliveira, J. Bernussou. Robust filtering of discrete-time linear systems with parameter dependent Lyapunov functions. Proceedings of the 38th IEEE Conference on Decision and Control. Piscataway: IEEE, 2002: 700–711.
H. Gao, J. Lam, L. Xie, et al. New approach to mixed H2/H∞ filtering for polytopic discrete-time systems. IEEE Transactions on Signal Processing, 2004, 52(6): 1631–1640.
H. Gao, J. Lam, P. Shi, et al. Parameter-dependent filter design with guaranteed H∞ performance. IEE Proceedings-Control Theory and Applications, 2005, 152(5): 531–537.
Z. Duan, J. Zhang, C. Zhang, et al. Robust H2 and H∞ filtering for uncertain linear systems. Automatica, 2006, 42(11): 1919–1926.
C. E. de Souza, A. Trofino, K. A. Barbosa. Mode-independent H∞ filters for Markovian jump linear systems. IEEE Transactions on Automatic Control, 2006, 51(11): 1837–1841.
L. Xie, L. Lu, D. Zhang, et al. Improved robust H2 and H∞ filtering for uncertain discrete-time systems. Automatica, 2004, 40(5): 873–880.
J. Zhang, Y. Xia, P. Shi. Parameter-dependent robust H∞ filtering for uncertain discrete-time systems. Automatica, 2009, 45(2): 560–565.
D. Zhou, L. Yu, B. Song, et al. H-infinity filtering for network-based systems with stochastic protocols. Control Theory & Applications, 2010, 27(12): 1711–1716 (in Chinese).
F. Cai, W. Wang, Q. Lin, et al. H-Infinity filtering for networked switched systems with random communication time-delays. Control Theory & Applications, 2011, 28(3): 309–314(in Chinese).
X. Chang, G. Yang. Nonfragile H∞ filtering of continuous-time fuzzy systems. IEEE Transactions on Signal Processing, 2011, 59(4): 1528–1538.
Y. He, M. Wu, J. She. Improved bounded-real-lemma representation and control of systems with polytopic uncertainties. IEEE Transactions on Circuits and Systems — II: Express Briefs, 2005, 52(7): 380–383.
S. Xu, T. Chen. Robust H∞ control for uncertain discrete-time systems with time-varying delays via exponential output feedback controllers. Systems & Control Letters, 2004, 51(3/4): 171–183.
R. E. Skelton, T. Iwasaki, K. Grigoriadis. A Unified Approach to Linear Control Design. Bristol, PA: Taylor & Francis, 1998.
P. Gahinet, P. Apkarian. A linear matrix inequality approach to control. International Journal of Robust Nonlinear Control, 1994, 4(4): 421–448.
V. D. Blondel, J. N. Tsitsiklis. A survey of computational complexity results in systems and control. Automatica, 2000, 36(9): 1249–1274.
P. Gahinet, A. Nemirovski, A. J. Laub, et al. LMI Control Toolbox. Natick: The MathWorks Inc., 1995.
Author information
Authors and Affiliations
Corresponding author
Additional information
This work of X. CHANG was partly supported by the Scientific Research Program for the Education Department of Liaoning Province of China (No. 2008017), the Postdoctoral Science Foundation of China (No. 20090451275), and the Funds of National Science of China (No. 61104071).
Xiaoheng CHANG is an associate professor at the College of Engineering, Bohai University, China. His research interests include fuzzy control, robust control, and nonfragile control.
Guanghong YANG is a professor at Northeastern University. His current research interests include fault-tolerant control, fault detection and isolation, and robust control. He is also a senior member of IEEE, an associate editor of the International Journal of Control, Automation and Systems (IJCAS) and the Conference Editorial Board of IEEE Control Systems Society.
Rights and permissions
About this article
Cite this article
Chang, X., Yang, G. Robust H-infinity filtering for uncertain discrete-time systems using parameter-dependent Lyapunov functions. J. Control Theory Appl. 11, 122–127 (2013). https://doi.org/10.1007/s11768-013-1072-8
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11768-013-1072-8