Abstract
This paper deals with the stability of nonlinear discrete-time positive systems with time-varying delays represented by the Takagi–Sugeno (T–S) fuzzy model. The time-varying delays in the systems can be unbounded. Sufficient conditions of stability which are not relevant to the magnitude of delays are derived by a solution trajectory. Based on the stability results, the problems of controller design via the parallel distributed compensation (PDC) scheme are solved. The control is under the positivity constraint, which means that the resulting closed-loop systems are not only stable, but also positive. Constrained control is also considered, further requiring that the state trajectory of the closed-loop system be bounded by a prescribed boundary if the initial condition is bounded by the same boundary. The stability results and control laws are formulated as linear matrix inequalities (LMIs) and linear programs (LPs). A numerical example and a real plant are studied to demonstrate the application of the proposed methods.
Similar content being viewed by others
Abbreviations
- A⪰0::
-
All entries of matrix A are nonnegative
- A⪯0::
-
All entries of matrix A are nonpositive
- A≻0::
-
All entries of matrix A are positive
- A≺0::
-
All entries of matrix A are negative
- R n::
-
n-dimensional nonnegative vector space
- \(\mathbf{{R}}_{+}^{n}\)::
-
n-dimensional positive vector space
- \(\mathcal{R}^{n}\)::
-
n-dimensional real vector space
- \(\mathcal{R}^{n\times m}\)::
-
The set of all real matrices of (n×m) dimension
- \(\mathcal{N}\)::
-
The set of the natural numbers
- \(\mathcal{N}_{0}\)::
-
\(0 \cup\mathcal{N}\)
- ∥x∥::
-
l ∞ norm of vector \(x \in\mathcal {R}^{n}\), i.e., ∥x∥=max{|x 1|,…,|x n |}
- ⌈x⌉::
-
Smallest integer greater than or equal to real number x
References
B.D.O. Anderson, J.B. Moore, Linear Optimal Control (Prentice-Hall, Englewood Cliffs, 1971)
L. Benvenuti, L. Farina, Positive and compartmental systems. IEEE Trans. Autom. Control 47(2), 370–373 (2002)
A. Benzaouia, A. Hmamed, A. EL Hajjaji, Stabilization of controlled positive discrete-time T–S fuzzy systems by state feedback control. Int. J. Adapt. Control Signal Process. 24(12), 1091–1106 (2010)
A. Benzaouia, D. Mehdi, A. EL Hajjaji, M. Nachidi, Relaxed stabilization of controlled positive discrete-time T–S fuzzy systems, in 18th Mediterranean Conference on Control Automation Congress, Palace Hotel, Marrakesh, Morocco (2010), pp. 23–25
A. Berman, M. Neumannand, R.J. Stern, Nonnegative Matrices in Dynamic Systems (Addison-Wesley, Reading, 1989)
S. Boyd, E. Ghaoui, E. Feron, V. Balakrishnan, Linear Matrix Inequalities in System and Control Theory (SIAM, Philadelphia, 1994)
M. Buslowicz, Simple stability conditions for linear positive discrete-time systems with delays. Bull. Pol. Acad. Sci., Tech. Sci. 56(4), 325–328 (2008)
L. Farina, S. Rinaldi, Positive Linear Systems. Wiley Interscience Series (2000)
G. Feng, A survey on analysis and design of model-based fuzzy control systems. IEEE Trans. Fuzzy Syst. 14(5), 676–697 (2006)
G. Feng, H ∞ controller design of fuzzy dynamic systems based on piecewise Lyapunov functions. IEEE Trans. Syst. Man Cybern. 34(1), 283–292 (2004)
H. Gao, X. Liu, J. Lam, Stability analysis and stabilization for discrete-time fuzzy systems with time-varying delay. IEEE Trans. Syst. Man Cybern. 39(2), 306–317 (2009)
W.M. Haddad, V. Chellaboina, Stability theory for nonnegative and compartmental dynamical systems with time delay. Syst. Control Lett. 51(5), 355–361 (2004)
D. Hinrichsen, N.K. Son, P.H.A. Ngoc, Stability radii of higher order positive difference systems. Syst. Control Lett. 49(5), 377–388 (2003)
T. Kaczorek, Locally positive nonlinear systems. Int. J. Appl. Math. Comput. Sci. 13(4), 505–509 (2003)
T. Kaczorek, Positive 1D and 2D Systems (Springer, London, 2002)
T. Kaczorek, Stability of positive continuous-time linear systems with delays. Bull. Pol. Acad. Sci., Tech. Sci. 57(4), 325–328 (2009)
X. Liu, C. Dang, Stability analysis of positive switched linear systems with delays. IEEE Trans. Autom. Control 56(7), 1684–1690 (2011)
X. Liu, L. Wang, W. Yu, S. Zhong, Constrained control of positive discrete-time systems with delays. IEEE Trans. Circuits Syst. II, Analog Digit. Signal Process. 55(2), 193–197 (2008)
X. Liu, W. Yu, L. Wang, Stability analysis for continuous-time positive systems with time-varying delays. IEEE Trans. Autom. Control 55(4), 1024–1028 (2010)
H. Li, L. Zhang, K. Cai, G. Chen, An improved robust fuzzy-PID controller with optimal fuzzy reasoning. IEEE Trans. Syst. Man Cybern. 35(6), 1283–1294 (2005)
Y. Mao, H. Zhang, C. Dang, Stability analysis and constrained control of a class of fuzzy positive systems with delays using linear copositive Lyapunov functional. Circuits Syst. Signal Process. (2012). doi:10.1007/s00034-012-9401-6
B. Nagy, M. Matolcsi, A lowerbound on the dimension of positive realizations. IEEE Trans. Circuits Syst. I, Fundam. Theory Appl. 50(6), 782–784 (2003)
M.A. Rami, F. Tade, Controller synthesis for positive linear systems with bounded controls. IEEE Trans. Circuits Syst. II, Analog Digit. Signal Process. 54(2), 151–155 (2007)
T. Takagi, M. Sugeno, Fuzzy identification of systems and its application to modeling and control. IEEE Trans. Syst. Man Cybern. 15(11), 116–132 (1985)
Y. Zhao, H.J. Gao, J. Lam, B. Du, Stability and stabilization of delayed T–S fuzzy systems: a delay partitioning approach. IEEE Trans. Fuzzy Syst. 17(4), 750–762 (2009)
Y. Zhao, C. Zhang, H.J. Gao, A new approach to guaranteed cost control of T–S fuzzy dynamic systems with interval parameter uncertainties. IEEE Trans. Syst. Man Cybern. 39(6), 1516–1527 (2009)
Acknowledgements
The work described in this paper was partially supported by the National Natural Science Foundation of China (Grant No. 60904004), the GRF: CityU 112809 of Hong Kong SAR Government, the Fundamental Research Funds for the Central Universities (Grant No. ZYGX2009J020), and grants from Chengdu Administration of Science and Technology (11DXYB212JH-027 and 11DXYB212JH-02).
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Mao, Y., Zhang, H., Qin, Y. et al. Stability and Constrained Control of a Class of Discrete-Time Fuzzy Positive Systems with Time-Varying Delays. Circuits Syst Signal Process 32, 889–904 (2013). https://doi.org/10.1007/s00034-012-9471-5
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00034-012-9471-5