Table of Contents Author Guidelines Submit a Manuscript
Discrete Dynamics in Nature and Society
Volume 2015, Article ID 492515, 10 pages
http://dx.doi.org/10.1155/2015/492515
Research Article

Hyers-Ulam-Rassias Stability of Functional Differential Systems with Point and Distributed Delays

Institute of Research and Development of Processes (IRDP), Faculty of Science and Technology, University of the Basque Country, P.O. Box 644, Bilbao, Barrio Sarriena, Leioa, 48940 Biscay, Spain

Received 4 June 2014; Accepted 3 October 2014

Academic Editor: Dorian Popa

Copyright © 2015 M. De la Sen. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Abstract

This paper investigates stability and asymptotic properties of the error with respect to its nominal version of a nonlinear time-varying perturbed functional differential system subject to point, finite-distributed, and Volterra-type distributed delays associated with linear dynamics together with a class of nonlinear delayed dynamics. The boundedness of the error and its asymptotic convergence to zero are investigated with the results being obtained based on the Hyers-Ulam-Rassias analysis.

1. Introduction

The background literature on Hyers-Ulam-Rassias analysis is abundant and many different problems have been solved with it under the basis that there is a perturbation of a nominal equation and that a norm upper-bounding function of the error is obtained, [113]. A variety of results in this field have been obtained, in particular, for perturbations of additive and subadditive functions [57]. Special attention to the asymptotic properties of the Cauchy equation is paid in [5]. On the other hand, some inequalities related to the exponential function are proposed and investigated in [1]. Closed problems related to the slopes and mean values of exponential functions are discussed in [2]. Also, extensions to functions of several variables and to the study of approximate homomorphisms are discussed and solved in [3, 4], which are nowadays classical studies in the field of Hyers-Ulam-Rassias stability. A discussion with several results of asymptotic aspects is given in [5] close to the asymptotic derivability which is a very important issue in nonlinear analysis. The cubic function is studied in [8] from the Hyers-Ulam stability point of view while its relations to the related stability quadratic functional functions, symmetric biadditive functions are also commented. Different kinds of perturbed differential equations of first order are investigated in [1113] in the light of the Hyers-Ulam-Rassias stability analysis.

On the other hand, it is well known that time-delay dynamic systems are a very relevant field of research in dynamic systems and functional differential equations because of their intrinsic theoretical interest since the required formalism lies in that of functional differential equations, then infinite dimensional, and since there are a wide range of applicability issues in modelling aspects of physical systems, like queuing systems, teleoperated systems, war and peace and biological models and transportation systems, also finite impulse response filtering, and so forth. Another important useful application is the inclusion of delays in the description of epidemic models so as to obtain richer information about the disease propagation and to take it into account in the design of vaccination laws. See, for instance, [1423] and references therein. The stability and the derivation of approximate solutions of some kinds of functional equations have been also investigated in [24, 25] and references therein, under close analysis methods.

This paper is concerned with the study of the solutions of perturbed time-delay differential systems and their comparison and asymptotic properties of convergence to those of the corresponding unperturbed ones. The differential systems involve a combined fashion linear dynamics of point delays, finitely distributed time-delays, and infinitely distributed Volterra-type delays as well as perturbations involving nonlinear dynamics depending on further delays, in general, and which can be unknown with just slight “a priori” knowledge on an upper-bounding function on the supremum of the trajectory solution norm. External nonnecessarily identical forcing terms can be also present in both the nominal and the current differential functional equations. The number of delays of the perturbed equation and that of its nominal versions might be distinct and the matrices describing the linear delayed and delay-free dynamics of both differential systems might be also distinct. There are two problems focused on in the paper; namely, firstly the paper focuses on the asymptotic convergence to zero of the error between both nominal and current solutions irrespective of the stability properties of the nominal differential system, if any, and, secondly such a problem is revisited together with the stability or asymptotic stability of both the nominal and the perturbed functional differential systems.

Notation. Consider where R, C, and Z are the sets of real, complex, and integer numbers, respectively. The complex imaginary unity is . A finite subset of consecutive positive integers starting with 1 is denoted by . The set will be used to define the solution of functional differential equations on including its initial condition on .

is the Banach space of continuous functions from into endowed with the supremum .

is the Banach space of continuous functions from into endowed with the supremum ; (defined below) is an initial condition, for some given vector norm .

, , with , that is, the set of continuous mappings from into the Banach space with norm ; denotes the Euclidean norm of vectors in and matrices in , and is the set of real bounded vector functions on endowed with the supremum norm having support of zero measure.

denotes the solution string within pointwise defined by the solution .

It is said that the delays associated with Volterra-type dynamics are infinitely distributed because the contribution of the delayed dynamics is made under an integral over as ; that is, acts on the dynamics of from to for finite and as .

is the definition domain of the operator .

2. Perturbed and Nominal Differential System

We now consider a functional th order differential system with point and, in general, both infinite-type Volterra-type and finite-distributed delays in a more general context that is the approaches of [16, 2123], since it includes the contributions of both structured and unstructured delayed dynamics with point and finite- and infinite-distributed delays, as well as the presence of nonlinear dynamics. Such a differential equation obeys the widely general structure: where ; for some given initial condition vector function , where and are, respectively, the maximum delays of the unperturbed (or perfectly modelled nominal system, being associated with the operators ) and the nominal system subject to unmodeled and perhaps nonlinear nonstructured dynamics, of maximum delay , which includes the contribution to the dynamics of the possibly nonlinear function while the maximum delay of the current system is where is the maximum delay of its unmodeled dynamics with The nonnegative real constants and , if they are not zero in (4) and (6), modulate the finitely distributed delays with the functions that configure their contributions under the integral symbols. The objective is the comparison of the solution of the current dynamic functional equation (2), subject to (3)–(6), to that of its nominal version . The following, rather weak, hypotheses are made.(1) is a bounded linear functional defined by the right hand side of (2).(2) and and (; , ) are nonnegative real point delays, infinite-time distributed Volterra-type delays (i.e., the first distributed delays), and finite time-interval distributed delays with such that , , and , where the 0 subscripts stand for the nominal equation. The finitely distributed nominal and current delays have an increasing factor and for formulation generality purposes.(3) is piecewise continuous, describes a perturbed linear dynamics, and satisfying , , is a string of the solution of (2).The following, rather nonrestrictive in practice, hypotheses are made.The initial condition of (2) is . Roughly speaking, if and only if it is almost everywhere zero except at isolated discontinuity points within where it is bounded. Thus, if and only if it is almost everywhere continuous in except possibly on a set of zero measure of bounded discontinuities. is also endowed with the supremum norm since , some , for each . In the following, the supremum norms on are also denoted by .All the linear operators , , with the abbreviated notation , are in , the set of linear operators on , of dual , which are closed and densely defined with respective domain and range and (). The functions and () are everywhere differentiable with possibly bounded discontinuities on subsets of zero measure of their definition domains with for some nonnegative real constant ). If is a matrix function then it is in with and its entries are everywhere time differentiable with possibly bounded discontinuities within a subset of zero measure of their definition domains.

3. Main Results

There is an interesting set of references on the application of Hyers-Ulam method to stability of differential equations (c.f. [1113]). The first and third ones are first-order equations, respectively, linear and nonlinear while the second one [12] is of linear time-varying type. Such differential equations in those references are delay-free, so that they are of a nonfunctional type. In the following, we develop a related formal stability analysis of functional differential equations with internal delays under the forms (2)–(6) and satisfying hypotheses -. Note that the studied equations have several types of time-varying linear delayed dynamics (as, e.g., point delays, finitely distributed delays, and Volterra-type infinitely distributed delays). Note also that, furthermore, nonautonomous nonlinear dynamics can be considered in (3) under the generic structure of (4)-(5), that is, involving if suited any of the various types of delays plus nonlinear unmodeled terms under the functional which can be unstructured and unmeasurable. In that case, an upper-bounding function of generic structure, the supremum of the norm of the state, will be assumed to be known in the formal subsequent developments. This general structure of the functional equation of dynamics and its stability study under the Hyers-Ulam-Rassias formalism are the main contribution of the paper. It turns out while it is a well-known feature that Hyers-Ulam-Rassias method of analysis in differential equations relies basically on comparing the perturbed differential equation with the unperturbed (or nominal) one. In [1113], the analysis is performed based on the error in between both differential equations while, in the current paper, it is based on the direct analysis of the error between both of them. Other important characteristics of the proposed formalism are that it is based on a dynamic system description rather than on simple differential equations and that the fundamental matrix can be defined based on different comparison systems which can be delay-free or it can contain a number of delays. The formal treatment proceeds in such a way that the delayed dynamics which is not accounted for, if any, to define the fundamental matrix is considered as a contribution to the forcing part of the differential system. The analysis is neither based in a formalism stated on the Hilbert space framework, as in [15], nor in Lyapunov stability theory, including the use of matrix equalities and inequalities as in [17, 18, 21], but on the analysis of the solution error in between the nominal and the current differential systems for all time. In particular, note that the approach used in [16] is not directly applicable in this context since the differential system at hand is time-varying and the Laplace transform methods cannot be used.

The main results of this section consist of a main theorem and three corollaries related to sufficiency-type conditions for guaranteeing the theorem and particular cases as well as several remarks related to their applications to further potential particular cases. The basic main result follows below.

Theorem 1. Assume that and is subadditive, , and for some ; . Let be any -tuple defined from a piecewise constant -binary vector function for any combination of values of the set of binary variables ; defining a fundamental matrix of the nominal unforced differential system of the form with initial conditions with ; and for , where is the -identity matrix and is the Heaviside function, which satisfies the differential system: Then, the following properties hold.
(i) The error norm is in between the current solution and the nominal one on ; is upper-bounded by a prescribed positive norm bound if ; the fundamental matrix defined from a binary vector function fulfills for a matrix induced vector norm ; , , such that the upper-bounding function satisfies ; , and the subsequent constraint holds for some sufficiently small real constant : for some strictly increasing sequence satisfying where with , with for any given . If for any given absolutely continuous vector function of initial conditions then .
(ii) Assume that property (i) holds by (a)replacing the constraint with ; for some real sequence with ; ;(b)replacing by a nonnegative real sequence satisfying for each and some decreasing sequence of nonnegative real numbers such that for some real constant ;(c)replacing “1” in the numerator of (12) and (14) by ; for some given and such that .Then, exponentially as .

Proof. The nominal and current unique solutions of (2)–(4) [16, 17] are, respectively, given by and, since is structurally additive in its second argument, then also subadditive, and is subadditive in its second argument; then is subadditive in its second argument so that is also subadditive in its second argument. Thus, for any strictly increasing sequence and any absolutely continuous initial condition on with for any given where is any -tuple defined for any combination of values of the set of binary variables ; with Assume for any that , (note that ; ; , ). Note also that ; , and define Note that (12) holds with a bounded denominator for ; since then ; from (5)-(6) note the fact that linearity of grows non faster than linearity with respect to ; . As a result, if , thenThus, if and for , then, for any given , ; if constraint (12) holds, subject to (13)–(15) (note that the second min-max part of (13) comes from (12) for , and then , , and that the upper-bound of is continuous and is zero if ; ), the matrix function from to is everywhere continuous in even if (i.e., if the matrices of the dynamics used to define the fundamental matrix change at for some ). Then, property (i) has been proved by complete induction. The proof of property (ii) is direct from property (i) together with ; and at exponential rate as since , .

Theorem 1 involves the assumption that ; that is, the total delay involved in the current system is not less than that of the nominal one subject to unmodeled dynamics. The above assumption is made for presentation clarity. Its removal is not difficult by replacing in the proof which would be the maximum delay appearing in the error in between the solutions and if any of the two situations or holds. Note that the definition of appropriate terms in the function , , equal to or distinct from , or the integers defining maximum point and distributed numbers of delays in both differential equations, that is, versus its nominal values, might allow the cancellation of some of the delayed dynamics contributions in the nominal system if suited. As a result of the case, can be also easily considered in the formulation.

Remark 2. It turns out that all fundamental matrices of form (10), satisfying (11), for any values of in the set are useful to construct the solution since the dynamics of the point delays which do not contribute to the homogeneous part of the solution are transferred to the forced solutions through contributing coefficients of the form ; . Note also that the definition of the fundamental matrix dynamics (10) as a solution of (11) allows dealing with the stability conditions under more general condition than the approaches used in [1420]. See also Remark 3 and Corollaries 4 and 5.

Remark 3. Note that if is nonincreasing in and strictly decreasing in , for some positive real sequence , with , then the right-hand side of (12) is positive for all since . Thus, Theorem 1(i) is applicable if its fundamental matrix has a norm being nonincreasing in and strictly decreasing in ; . Theorem 1(ii) is applicable if ; ; and it is strictly decreasing in time subintervals ; .

Direct sufficient conditions for the fulfilment of Theorem 1 are given in the subsequent result by using the upper-bounding function of the constraint for the potentially unknown nonlinear nonautonomous unmodeled dynamics contribution .

Corollary 4. The following properties hold.
(i) Theorem 1(i) holds if the upper-bound of (12) is replaced with the following one: provided that with , being such that ; .
(ii) Theorem 1(ii) holds if the upper-bound of (12) is replaced with provided that with ; with ; for any given .

A particular stability result of the perturbed system under that of the nominal one follows.

Corollary 5. Consider the perturbed differential system with linear nominal version subject to a single point delay of dynamics , with and being a stability matrix of stability abscissa , under any initial vector function satisfying hypothesis with with for some ; , and being subadditive. Assume that(1) (or if ), where is the -matrix measure of ;(2); , for any arbitrary , and being such that ; ;(3) for some ;(4) is subject to (13) so that (14) takes the form for sufficiently large and (15) becomes ; .
Then, the nominal and perturbed solutions are bounded for all time and , , and exponentially fast as so that the nominal and the perturbed differential systems are globally exponentially Lyapunov stable. The condition that is bounded for all time and exponentially fast as still holds if condition 1 (global asymptotic stability of the nominal differential system) is removed.

Proof. It turns out that if is a stability matrix of stability abscissa and (or if since ) then the solution of is bounded for any initial solution subject to hypothesis . Furthermore, as exponentially for the fundamental matrix function for : being the unique solution of with ; and for ; [16, 2123] with ; , . Furthermore,(a) for some ; since is a stability matrix, and(b)for all and any arbitrary if . Thus, , for and sufficiently large . On the other hand, from Corollary 4 for , then leading to (23), one gets that is bounded for all for any initial solution of the perturbed differential system subject to hypothesis and as exponentially fast. As a result, is bounded for all and as exponentially fast.

Remark 6. Note that a close result to Corollary 5 may be formulated for the special case when by replacing , in (23) with and being such that .

Remark 7. A close result to Corollary 5 may be formulated if is a stability matrix of stability abscissa by replacing in conditions 1–3 and in condition 4. In the case that (see Remark 6) a further close result is obtained by replacing in condition 4 of Corollary 5 since with being the string of solution in . The associated proofs are direct from Corollary 5 by rewriting the nominal differential system as .

Remark 8. A further close result to Corollary 5 can be obtained by considering the nominal differential system to be so that defines a perturbed delayed dynamics. In this case, we consider the fundamental matrix to be with ; , . Conditions 1–3 are restated with the replacement for , while constraint (23) of condition 4 is changed to Then, the nominal and perturbed solutions are bounded for all time and , , and exponentially fast as so that the nominal and the perturbed differential systems are globally exponentially Lyapunov stable under conditions 1–3 and condition 4 modified with (28). The condition that is bounded for all time and exponentially fast as still holds if condition 1 (global asymptotic stability of the nominal differential system) is removed. Variants of this result under the considerations of Remarks 6 and 7 are direct.

Note that the above results imply that both the nominal system and the current perturbed one have trajectory solutions which converge asymptotically to zero under any initial conditions. It is easy to see that is a globally asymptotically stable equilibrium point and also a fixed point of the state-trajectory solution, under the various conditions of Corollary 5 as well as their variants in Remarks 38; that is, it is a globally stable attractor for all the trajectory solutions. The relevance of fixed point theory in stability of perturbed differential systems has been also emphasized in some background literature. See, for instance, [10, 20, 24, 2628] and references therein. On the other hand, Hyers-Ulam stability has been also invoked in difference-type linear and nonlinear equations as, for instance, in [25] and several background references therein. Note that difference equations are sometimes got from the discretization of continuous-time system either via the use of numerical tools or by the use of physical sampling and hold devices and that the stability of such discretized systems can be, in general, either studied independently of that of their continuous-time counterparts, via “ad hoc” discrete analysis methods, or based with the stability properties of the continuous-time version with extra conditions on the sequence of sampling instants (see, e.g., [22]).

If is nonzero, then the extension of all the above results is direct for the cases that it is either bounded on , if the fundamental matrix is absolutely integrable, or square-integrable, if the fundamental matrix is absolutely integrable on . Note that if the nominal differential system is exponentially stable, then a fundamental matrix is of exponential negative order, and then both absolutely integrable and square-integrable exist. Then one has the following result.

Corollary 9. Assume that the nominal differential system is globally exponentially stable and is either bounded or integrable or square-integrable. Then, a fundamental matrix exists such that Theorem 1, Corollaries 4 and 5, and their extensions of Remarks 38 still hold for some if the needed denominator of (21) to (23) is, in each case, corrected with the additive term or with any of its upper-bounds:

Outline of Proof. Note that (20a) is modified as follows: for some nonnegative real function such that is of some of the forms of (29) leading to and for as ; the nominal differential system is globally exponentially stable and is either bounded or integrable or square-integrable.

Conflict of Interests

The author declares that he has no conflict of interests.

Acknowledgments

The author is very grateful to the Spanish Government for its support through Grant DPI2012-30651 and to the Basque Government for its support through Grants IT378-10 and SAIOTEK S-PE13UN039. He is also grateful to the University of Basque Country for its support through Grant UFI 2011/07. Finally, he is also thankful to the reviewers for their interesting suggestions.

References

  1. C. Alsina and R. Ger, “On some inequalities and stability results related to the exponential function,” Journal of Inequalities and Applications, vol. 2, no. 4, pp. 373–380, 1998. View at Publisher · View at Google Scholar · View at MathSciNet
  2. C. Alsina and J. L. C. Roig, “On some inequalities characterizing the exponential function,” Archivum Mathematicum, vol. 26, no. 2-3, pp. 67–71, 1990. View at Google Scholar · View at MathSciNet
  3. G. L. Forti, “Hyers-Ulam stability of functional equations in several variables,” Aequationes Mathematicae, vol. 50, no. 1-2, pp. 143–190, 1995. View at Publisher · View at Google Scholar · View at Zentralblatt MATH · View at MathSciNet · View at Scopus
  4. D. H. Hyers and T. M. Rassias, “Approximate homomorphisms,” Aequationes Mathematicae, vol. 44, no. 2-3, pp. 125–153, 1992. View at Publisher · View at Google Scholar · View at Zentralblatt MATH · View at MathSciNet · View at Scopus
  5. D. H. Hyers, G. Isac, and T. M. Rassias, “On the asymptoticity aspect of Hyers-Ulam stability of mappings,” Proceedings of the American Mathematical Society, vol. 126, no. 2, pp. 425–430, 1998. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  6. P. Gavruta, “A generalization of the Hyers-Ulam-Rassias stability of approximately additive mappings,” Journal of Mathematical Analysis and Applications, vol. 184, no. 3, pp. 431–436, 1994. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  7. J. Chung, “Hyers-Ulam-Rassias stability of Cauchy equation in the space of Schwartz distributions,” Journal of Mathematical Analysis and Applications, vol. 300, no. 2, pp. 343–350, 2004. View at Publisher · View at Google Scholar · View at Zentralblatt MATH · View at MathSciNet · View at Scopus
  8. K.-W. Jun and H.-M. Kim, “The generalized Hyers-Ulam-Rassias stability of a cubic functional equation,” Journal of Mathematical Analysis and Applications, vol. 274, no. 2, pp. 267–278, 2002. View at Publisher · View at Google Scholar · View at Zentralblatt MATH · View at MathSciNet · View at Scopus
  9. C. Park, J. R. Lee, and D. Y. Shin, “Generalized Ulam-Hyers stability of random homomorphisms in random normed algebras associated with the Cauchy functional equation,” Applied Mathematics Letters, vol. 25, no. 2, pp. 200–205, 2012. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  10. H. A. Kenary, H. Rezaei, S. Talebzadeh, and C. Park, “Stability of the Jensen equation in C*-algebras: a fixed point approach,” Advances in Difference Equations, vol. 2012, article 17, 2012. View at Publisher · View at Google Scholar · View at Scopus
  11. S.-M. Jung, “Hyers-Ulam stability of linear differential equations of first order,” Applied Mathematics Letters, vol. 17, no. 10, pp. 1135–1140, 2004. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  12. S.-M. Jung, “Hyers-Ulam stability of linear differential equations of first order. II,” Applied Mathematics Letters, vol. 19, no. 9, pp. 854–858, 2006. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  13. S.-M. Jung, “Hyers-Ulam stability of linear differential equations of first order. III,” Journal of Mathematical Analysis and Applications, vol. 311, no. 1, pp. 139–146, 2005. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  14. K. Ratchagit, “New delay-dependent conditions for the robust stability of linear polytopic discrete-time systems,” Journal of Computational Analysis and Applications, vol. 13, no. 3, pp. 463–469, 2011. View at Google Scholar · View at Zentralblatt MATH · View at MathSciNet · View at Scopus
  15. K. Ratchagit, “Asymptotic stability of linear continuous time-varying systems with state delays in Hilbert spaces,” Journal of Computational Analysis and Applications, vol. 13, no. 3, pp. 554–564, 2011. View at Google Scholar · View at Zentralblatt MATH · View at MathSciNet · View at Scopus
  16. M. de la Sen and N. Luo, “On the uniform exponential stability of a wide class of linear time-delay systems,” Journal of Mathematical Analysis and Applications, vol. 289, no. 2, pp. 456–476, 2004. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  17. M. De la Sen, “Stability of impulsive time-varying systems and compactness of the operators mapping the input space into the state and output spaces,” Journal of Mathematical Analysis and Applications, vol. 321, no. 2, pp. 621–650, 2006. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  18. M. de la Sen, “On positivity of singular regular linear time-delay time-invariant systems subject to multiple internal and external incommensurate point delays,” Applied Mathematics and Computation, vol. 190, no. 1, pp. 382–401, 2007. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  19. M. De la Sen, “Positivity and stability of the solutions of Caputo fractional linear time-invariant systems of any order with internal point delays,” Abstract and Applied Analysis, vol. 2011, Article ID 161246, 25 pages, 2011. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  20. M. de la Sen, “About robust stability of Caputo linear fractional dynamic systems with time delays through fixed point theory,” Fixed Point Theory and Applications, vol. 2011, Article ID 867932, 19 pages, 2011. View at Publisher · View at Google Scholar · View at MathSciNet
  21. T. A. Burton, Stability and Periodic Solutions of Ordinary and Differential Equations, Academic Press, New York, NY, USA, 1985. View at MathSciNet
  22. M. de la Sen and N. S. Luo, “Discretization and FIR filtering of continuous linear systems with internal and external point delays,” International Journal of Control, vol. 60, no. 6, pp. 1223–1246, 1994. View at Publisher · View at Google Scholar · View at MathSciNet
  23. C. F. Alastruey, M. de la Sen, and J. R. C. de Mendívil, “The stabilizability of integro-differential systems with two distributed delays,” Mathematical and Computer Modelling, vol. 21, no. 8, pp. 85–94, 1995. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  24. J. Brzdek, D. Popa, and B. Xu, “A note on stability of the linear functional equations of higher order and fixed points of an operator,” Fixed Point Theory, vol. 13, no. 2, pp. 347–355, 2012. View at Google Scholar · View at MathSciNet
  25. J. Brzdęk, D. Popa, and B. Xu, “On approximate solutions of the linear functional equation of higher order,” Journal of Mathematical Analysis and Applications, vol. 373, no. 2, pp. 680–689, 2011. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  26. M. de la Sen, “On some structures of stabilizing control laws for linear and time-invariant systems with bounded point delays and unmeasurable states,” International Journal of Control, vol. 59, no. 2, pp. 529–541, 1994. View at Publisher · View at Google Scholar · View at MathSciNet
  27. A. Wu and Z. Zheng, “An improved criterion for stability and attractability of memristive neural networks with time-varying delays,” Neurocomputing, vol. 145, pp. 316–323, 2014. View at Google Scholar
  28. L. Wan and Q. Zhou, “Asymptotic behaviors of stochastic Cohen-Grossberg neural networks with mixed time-delays,” Applied Mathematics and Computation, vol. 225, pp. 541–549, 2013. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus