Abstract
This article investigates the asymptotic properties of the solutions to first-order linear non-homogeneous neutral-delay differential equations that have variable coefficients and variable delays. Firstly, the aforementioned asymptotic properties were established using the solution of the characteristic equation. Subsequently, by examining specific cases regarding the variable coefficients of the neutral-delay differential equation, two distinct results were obtained. Finally, as a special case, the linear non-homogeneous neutral-delay differential equation with constant coefficients and delays was considered. The findings are presented in terms of the solution to the characteristic equation. Furthermore, nine examples are provided to elaborate on the finding that the hypotheses examined in the main theorem and in the special case hold.
Keywords:
neutral-delay differential equation; non-homogeneous equation; asymptotic behavior; characteristic equation MSC:
34K06; 34K07; 34K13; 34K25; 34K40
1. Introduction
This paper examines the linear neutral-delay differential equation (NDDE) with variable coefficients:
where the coefficients , , , , , and are continuous and real-valued functions on the interval , and the delay functions are and . Furthermore, assume that at least one and at least one are not identically zero on .
Let us presume and are positive, such that
and we denote
By a solution f to the NDDE (1), we give a continuous function having real values on , which is continuously differentiable on and meets the conditions of (1).
Let express the set of continuously differentiable real-valued functions on the initial interval As is convention, we provide an initial condition of the form as follows along with the NDDE (1)
where satisfying the “consistency condition”
More details on the consistency condition may be accessed by referring to some previous studies [1,2,3].
Equation (1) and initial function (2) denote an “initial value problem” (henceforth IVP). It is known well that there exists a unique solution f of the NDDE (1) satisfying the given initial condition (2), and this unique solution f shall be denoted the “solution” to the IVP (1) and (2) [4].
For the case where the function is identical to zero on , we reduce the NDDE (1) to
Besides the NDDE (3), the following equation is associated
which shall be expressed as the generalized characteristic equation of (3). Equation (4) is obtained based on (3) by searching solutions to the form given below.
where is a function, which is continuous and to which real values are assigned, defined on .
A solution to the generalized characteristic Equation (4) is a real-valued continuous function defined on which meets the condition in (4) for all .
The importance of NDDEs extends beyond theoretical considerations, as evidenced by their application in the modelling of a wide range of scientific and engineering problems. These include electrical power grids, high-speed computer circuits, mechanical systems, chemistry and process control systems, biological models, the spread of infectious diseases, and economic price dynamics [5,6,7,8]. The presence of delay in the derivative terms renders these equations more complex than classical delayed differential equations. Consequently, analysing the stability and asymptotic behaviour of neutral systems is a significant research topic in the literature [1,9,10,11,12,13,14,15]. In this context, various special cases of NDDEs have been utilised, particularly in the study of dynamic systems such as Hopfield-type neural networks. The qualitative properties of this class of equations including stability, exponential stability, asymptotic stability, oscillation, and non-oscillation have been extensively investigated by numerous researchers [1,8,11,16,17,18,19,20,21]. In recent years, Berezansky and Braverman have derived new solution estimates, exponential stability conditions, and practical tests of stability for linear neutral differential equations [22,23,24,25,26,27]. More recent studies on linear neutral differential equations and systems have also attracted considerable attention. Berezansky and Braverman investigated the neutral-type linear systems in terms of their asymptotic properties and established conditions concerning the behaviour and stability of their solutions [28]. Berezansky et al. derived criteria of exponential stability for linear neutral systems and applied the obtained results to neutral-type neutral network models [29]. Ağarcık et al. developed an equivalence transformation for canonical and non-canonical types of linear neutral differential equations and employed this transformation to investigate the oscillatory behaviour of their solutions [30]. Furthermore, recent contributions have addressed the global existence and unique nature of solutions to neutral differential equations having state-dependent delays [31], exponential stability findings regarding non-linear- and linear-delay differential equations [32], and criteria of oscillation in first-order neutral-delay differential equations having several positive and negative coefficients [33]. However, a significant proportion of extant studies focuses primarily on neutral differential equations with constant delay, homogeneous equations, or equations with specific structures. It is evident that, despite the efforts of Philos and colleagues [34] who have obtained asymptotic analyses for equations with constant delay and homogeneous structure, the investigation of the asymptotic behaviour of solutions and their derivatives for differential equations that are linear, non-homogeneous, and delayed with coefficients and delays that are variable has not yet been sufficiently explored. It is this study’s objective to address the asymptotic characteristics of the aforementioned equation class within the framework of the method of roots of the characteristic equation, based on the identified gap.
In this paper, we expand some of the findings obtained for homogeneous neutral differential equations with constant delays in a past study [34] to non-homogeneous neutral differential equations that have variable delays. To put it in other terms, if is asymptotically zero, we reach a sharper condition for the asymptotic characteristics of the solutions of Equation (1), which is an elaboration upon the studies of some other authors [34]. Expressions regarding the solutions of (1) are presented for the solutions of a generalized characteristic equation. We formulate the main findings of our study in the form of Theorem 1 in the following section and then prove it in the same section.
The present paper includes five sections. Section 1 comprises the introduction and preliminary material. In Section 2, the proof of the asymptotic characteristics of the solutions to the NDDE (1) is presented. Then, Section 3 provides two case illustrations to support and expand upon these findings. The linear non-homogeneous neutral differential equation that has constant delays and constant coefficients was considered as a special case, and three examples are offered in Section 4. Section 5 comprises discussions and conclusions.
2. Statement of the Results
In a prior study [34], the authors demonstrated that a unique solution to the characteristic Equation (4) with , (both and are positive constants) is found. A similar step-based technique is implemented for the general Equation (4) for the delay functions and . Lemma 1 shall be employed to prove the main finding of the article, i.e., Theorem 1, which is provided following the Lemma. The Lemma in question fundamentally establishes the principal output of this paper through a solution given for the generalized characteristic Equation (4). More in-depth information concerning the step-based technique may be found in the books cited in [35,36].
Lemma 1.
For every real-valued function on , the generalized characteristic Equation (4) possesses a unique global solution.
Proof.
Let us apply consecutive steps on the intervals , , … to identify the solution to the characteristic equation. Here,
and for
Let us explore the way in which the solution to problem (4) is defined on the entirety of the interval Assuming
and
Then, with (4), for , we reach the linear differential equation
with . The solution to the equation can be given as follows
which allows us to define on Like us, the function is defined on the first interval. At the next stage of the this procedure, let on Next, using (4) for , we acquire the linear differential equation
whose solution let us define on Advancing in the same manner,
denotes a unique global solution for the characteristic Equation (4) and finalizes the proof. □
Theorem 1.
The proof of Theorem 1 is established upon the integral expression of .
Proof of Theorem 1.
Let f be the solution to (1) and (2), and let as well be the solution to the characteristic Equation (4). Here, the following is defined
It can be proven that exists, and . After differentiating g and utilizing (1) and (4), we reach the following
for every . Using the equation below,
and
the equality presented above gives us
for . Further, f meets the initial condition (2) if and only if g meets the condition given below
Here, as per (10), the expression below directly follows
for .
Besides the expression given above, we see the function on depends on f and , and therefore, it is dependent on and . It is guaranteed by the assumptions (5) and (6) that there is an integer , such that
and
It shall be pointed out that because it is assumed that at least one and at least one are not identically zero on , it is clearly apparent that .
Additionally, noting (6), an integer for which the sequence of points can be defined inductively, where for all can be found,
Set . We remark that the maximum value of on depends on and f; thus, it depends on and . Set
Then,
where we shall express that is also a bound of on the entire interval , i.e.,
For this purpose, let us take an arbitrary number . It shall be claimed that
We will be assuming inequality (16) does not hold true here. In the case here, since (14) and by the continuity of , there exists a point , where
Subsequently, considering the definitions of and , and the fact that , from (11), we obtain
which consequently represents a contradiction. Hence, the inequality (16) must hold true, and the inequality (15) must also hold true. Moreover, by virtue of (15), from (11), we reach, for all ,
Thus, we have
Through induction and by using , , (15), and (17), we demonstrate satisfies the inequality below:
where for all . It is observed that (18) with coincides with (15), while (18) with is identical to (17). Assuming here that (18) is found true for , where k is an integer that has a positive value and is larger compared to ℓ, i.e.,
Using (12) and the fact that , from (11), it then holds that, for ,
Therefore, for , we get what follows
Based on the inductive principle, we thus reach the conclusion that (18) is true for all non-negative integers m. So, since (18) is true for all . Now, one shall demonstrate that
for every . For this purpose, an arbitrary point t with may be taken. Let us take ( as the greatest integer which is smaller than or equal to ). Taking into account , we get , and accordingly, m is an integer that has a non-negative value. Because , it holds that
Therefore, we get and . Thus, applying (18) and using , we get
So, (19) has been proven. As , we have . As , we can directly obtain
which is a proof of the second limit in Theorem 1.
For proving that exists (as a real number), the Cauchy convergence criterion can be used. For this objective, we can utilize (19) to reach the following, for
Thus, we get, for
(Note that, since , it follows that .) In view of , we see that
Thus, which suggests the existence of by the Cauchy criterion of convergence. Moreover, we can denote this limit as as it depends on g, which, in turn, depends on the initial function and . The step here explains the first limit in Theorem 1 and concludes the proof. □
After the proof of Theorem 1, the significant outcomes shall be expressed as follows:
Remark 1.
According to the condition of Theorem 1, a solution to (1) cannot grow more rapidly in comparison to the exponential function defined by the characteristic equation; i.e., there exists some positive real constant , where
- (i)
- f is stated to be bounded if
- (ii)
- f tends toward zero at ∞ if
Remark 2.
Remark 3.
According to properties (5) and (6), it is clear is a solution to (4) if and only if the following conditions are true:
Given an important corollary given below, it is not necessary to get a solution to the characteristic Equation (4). This corollary, therefore, will be more practical than Theorem 1.
Corollary 2.
Proof.
Let us select any positive number c satisfying the condition (21), and let
We thus claim
Or else, based on (24) and by the continuity of , a point exists, for which
Let us write the characteristic Equation (4) as the following:
Then, using (21), from (26), we see that
which is a contradiction. Thus, the inequality (25) must hold true. Accordingly, by utilizing (25), the expressions below follow
and
with (22) and (23), we reach (5) and (6), and this finalizes the proof. □
3. Examples
For demonstrating the hypothesis applicable to Theorem 1, we offer six examples of an NDDE of the form (1) that exhibits an explicit solution to the characteristic Equation (4) and satisfies (5) and (6). In the following examples, is an arbitrary function satisfying the consistency condition.
Example 1.
Considering the differential equation (1) with
for , i.e., the NDDE
for . For this example, note that . In the case here, the generalized characteristic Equation (4) with turns into the following
It may be seen immediately here that (28) bears the solution
We find that assumptions (5) and (6) take the form
and
in other words, assumptions (5) and (6) are satisfied all the time. At this point, using the NDDE (27), the following initial condition is associated
where ξ is a given continuously differentiable real-valued function on . When we apply Theorem 1, we obtain the conclusion that the solution f to the NDDE (27) and (29) meets the following conditions
where is some real number that depends on ξ, and
In addition, taking into account Remark 1, we obtain
where is some real number defined by ξ.
Example 2.
It is clear that in Equation (30), and . Then, the homogeneous Equation (30) is
The characteristic equation of (31) is
It can be simply verified in this case that
is a solution to the characteristic equation. Therefore, this satisfies the conditions of Corollary 1. Indeed, one can simply verify that
and
Therefore, we conclude that the solution f of the NDDE (30), together with the initial condition
where ξ is a given real-valued and continuously differentiable function on the interval , satisfies the following:
and
where is some real number defined by ξ.
In addition, if Remark 1 is considered, we obtain
where is some real number defined by ξ.
Example 3.
In Equation (33), it is clear that . In this example, let us show that condition (21) in Corollary 2 holds for ,
Therefore, as in the proof demonstrated for Corollary 2, it is evident that we get
Also, using the NDDE (33), the following initial condition is associated
where ξ is a given real-valued function that is continuously differentiable on the interval .
Now let us apply Corollary 2. Above, we calculate the condition (21) for . Similarly, for conditions (22) and (23) are satisfied. Here, it easy to check that
and
Thus, conditions (22) and (23) are satisfied. According to Corollary 2, the results in Theorem 1 are, specifically, (7) and (8) for the NDDE (33) even without finding the solution to the characteristic equation.
In addition to this, considering Remark 1, we get
where is some real number, which is defined by ξ.
Example 4
It is clear that in Equation (35), . In this example, let us show that condition (21) in Corollary 2 holds for ,
Therefore, as demonstrated in the proof Corollary 2, we automatically get
Also, using the NDDE (35), the initial condition is associated
where ξ is a given continuously differentiable real-valued function on .
Now let us apply Corollary 2. Above, we calculate the condition (21) for . Similarly, for conditions (22) and (23) are met, and, accordingly, it can be simply checked that
and
Thus, conditions (22) and (23) are satisfied. According to Corollary 2, the results in Theorem 1 are, specifically, (7) and (8) for the NDDE (35) even without finding the solution to the characteristic equation.
Additionally, taking into account Remark 1, we obtain
where is some real number defined by ξ. It is worth noting that, in Example 2 of [23], the parameter denoted by r is taken as , and exponential stability is established since .
Example 5
It is clear that in Equation (37), . In this example, let us show that condition (21) in Corollary 2 holds for ,
Therefore, as demonstrated in the proof Corollary 2, it is clearly seen that we reach
Also, using the NDDE (37), associating the initial condition
where ξ is a given continuously differentiable real-valued function on .
Now let us apply Corollary 2. Above, we calculate the condition (21) for . Similarly, conditions (22) and (23) are met for , and here, it simple to check that
and
Thus, conditions (22) and (23) are satisfied. According to Corollary 2, the results in Theorem 1 are, specifically, (7) and (8) for the NDDE (37) even without finding the solution to the characteristic equation.
In addition to the above, accounting for Remark 1, we reach
where is some real number defined by ξ.
Example 6
It is clear that in Equation (39), . In this example, let us show that condition (21) in Corollary 2 holds for ,
Therefore, as demonstrated in the proof Corollary 2, we evidently get,
Also, using the NDDE (39), we associate the initial condition
where ξ is a given continuously differentiable real-valued function on .
Now let us apply Corollary 2. Above, we calculate the condition (21) for . Similarly, conditions (22) and (23) are met for , and here, one can simply check that
and
Thus, conditions (22) and (23) are satisfied. According to Corollary 2,the results in Theorem 1 are, specifically, (7) and (8) for the NDDE (39) even without finding the solution to the characteristic equation.
In addition to the above, taking Remark 1 into account, we obtain
where is some real number defined by ξ. Indeed, in [37], it was found that
4. The Special Case of Linear Non-Homogeneus Neutral-Delay Differential Equations with Constant Coefficients
Philos et al. [38] investigated the asymptotic behaviours of solutions to first-order linear homogeneous NDDE having constant coefficients. In this paper, however, the non-homogeneous case is considered, and the asymptotic behaviour of the relevant solutions is presented.
In this section, we address the special case of the first-order linear nonhomogeneus NDDE with constant coefficients. Here, the linear NDDE that has constant coefficients signifies a specific variant for (1).
where the coefficients , , and , , are real constants; and are positive real numbers. Moreover, is real-valued continuous function on . Moreover, we also we assume that the delays are positive and denote
Let express the set of continuously differentiable functions with real values on the initial interval Along with the NDDE (41), as is convention, we exhibit an initial condition of the form as follows
where , satisfying the “consistency condition”
Let us write the characteristic equation for the homogeneous equation of (41) as follows:
Theorem 2.
Remark 4.
Clearly, is a solution to (43) based on properties (44) and (45) if and only if the conditions given below are true:
Corollary 3.
To establish the hypothesis regarding to Theorem 2, three examples of an NDDE of the form (41) that holds an explicit solution to the characteristic Equation (43) and meets the conditions of Theorem 2 shall be provided. In the following examples, is an arbitrary function satisfying the consistency condition.
Example 7
([39], Example 5.1). For the following NDDE
Let us set , , , , , and in Equation (41). Note that we set in Equation (47). Therefore, the characteristic equation of Equation (47) is
In [39], the solutions of (48) are given as and .
Let us apply the Theorem 2 for .
and
Therefore, we conclude the solution f of the NDDE (47), together with the initial condition
where ξ is a given continuously differentiable function with real values defined on the interval . According to Theorem 2, the solution f of the NDDE (47) holds,
where
and
Additionally, if Remark 4 is considered, we obtain
where is some real number defined by ξ.
Example 8
([39], Example 5.2). Consider the NDDE as follows
The homogeneous form of Equation (50) is given in [39]. In this example, we considered the nonhomogeneous Equation (50).
Let us set , , , , and in Equation (41), also σ is any positive real number. Note that we set in Equation (50). Therefore, the characteristic equation for Equation (50) is
In [39], the solutions of (51) are given as . Therefore, we can apply the Corollary 3. Note that
Therefore, we conclude the solution f of the NDDE (50), together with the initial condition
where ξ is a given real-valued function with continuous differentiability on . According to Corollary 3, the solution f of the NDDE (50) holds as
Example 9
([40], Example 3.1). Consider the following NDDE
The homogeneous form of Equation (53) is given in [40]. In this example, we considered the nonhomogeneous Equation (53).
Let us set , , , , , and in Equation (41). Note that we set in Equation (53). Therefore, the characteristic equation of Equation (53) is
We obtain the solutions of (54) as and . Let us apply the Theorem 2 for .
and
Therefore, we conclude the solution f of the NDDE (53), together with the initial condition
where ξ is a given continuously differentiable real-valued function on the interval . According to Theorem 2,
where
and
Additionally, taking into account Remark 4, we reach
where is some real number defined by ξ.
5. Discussion and Conclusions
The identification of the exact solution to the characteristic Equation (4) is frequently a challenging task. Nevertheless, if one of the Corollary 1 or Corollary 2 for the coefficients in Equation (1) is valid based on the conditions that are given, one can verify, the validity of Theorem 1 without having to acquire the solution to the characteristic Equation (4). As long as the conditions that are given hold, these corollaries have utility. For instance, let us reconsider the NDDE given in Example 1. We can apply Corollary 2 to Equation (27). To do this, let us set and check the condition (21) of Corollary 2; we see that
holds. From this, we have for . Let us show that conditions (22) and (23) are also satisfied for .
and
Thus, (22) and (23) are satisfied. According to Corollary 2, the results in Theorem 1, specifically, (7) and (8), hold for the NDDE in (27) even without finding the solution to the characteristic equation. We examined the asymptotic behaviours of solutions to non-homogeneous linear NDDE that have bounded variable delays. Notwithstanding, the general case of variable delays is a somewhat demanding issue. The asymptotic behaviours of solutions to NDDE with variable delays and variable coefficients have been explored with methods that do not employ characteristic equations in other studies [9,10,12,13,14,16,18,21,22,23,24,25,26,27]. Expanding the results reached here to neutral-delay non-homogeneous linear differential equations with variable coefficients and unbounded variable delays would be the topic of future studies.
Funding
This research was funded by the Scientific Research Projects Coordination Unit of Kocaeli University under Project No. FBA-2026-5296.
Data Availability Statement
The original contributions presented in this study are included in this article. Further inquiries can be directed to the corresponding author.
Acknowledgments
The author would like to thank the authors listed in the References section for their helpful insights. The author declares they have not used Artificial Intelligence (AI) tools in the creation of this article.
Conflicts of Interest
The author declares no conflicts of interest.
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