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Article

Noncanonical Neutral DDEs of Second-Order: New Sufficient Conditions for Oscillation

1
Department of Physics, College of Science, Princess Nourah bint Abdulrahman University, Riyadh 11564, Saudi Arabia
2
Department of Mathematics, Faculty of Science, Mansoura University, Mansoura 35516, Egypt
3
Section of Mathematics, International Telematic University Uninettuno, CorsoVittorio Emanuele II, 39, 00186 Roma, Italy
4
Physics Department, Faculty of Science, University of Jeddah, Jeddah 23218, Saudi Arabia
5
Department of Physics, College of Sciences, University of Bisha, P.O. Box 344, Bisha 61922, Saudi Arabia
*
Authors to whom correspondence should be addressed.
Mathematics 2021, 9(17), 2026; https://doi.org/10.3390/math9172026
Submission received: 28 June 2021 / Revised: 13 August 2021 / Accepted: 17 August 2021 / Published: 24 August 2021

Abstract

:
In this paper, new oscillation conditions for the 2nd-order noncanonical neutral differential equation ( a 0 t ( ( u t + a 1 t u g 0 t ) ) β ) + a 2 t u β g 1 t = 0 , where t t 0 , are established. Using Riccati substitution and comparison with an equation of the first-order, we obtain criteria that ensure the oscillation of the studied equation. Furthermore, we complement and improve the previous results in the literature.

1. Introduction

Consider the 2nd-order delay differential equation (DDE) of the neutral type:
a 0 t v t β + a 2 t u β g 1 t = 0 ,
where t t 0 , and v t : = u t + a 1 t u g 0 t . In this paper, we obtain new sufficient criteria for the oscillation of solutions of (1) under the following hypotheses:
(A1)
β 1 is a ratio of odd integers;
(A2)
a i C t 0 , , 0 , for i = 0 , 1 , 2 , a 0 t > 0 , a 1 c 0 a constant (this constant plays an important role in the results), and a 2 does not vanish identically on any half-line t * , with t * t 0 , ;
(A3)
g j C t 0 , , R , g j t t , g 0 t g 0 * > 0 , g 0 g 1 = g 1 g 0 , and lim t g j t = , for j = 0 , 1 .
By a proper solution of (1), we mean a u C 1 t 0 , with a 0 · v β C 1 t 0 , and sup { u t : t t * } > 0 , for t * t 0 , , and u satisfies (1) on t 0 , . A solution u of (1) is called nonoscillatory if it is eventually positive or eventually negative; otherwise, it is called oscillatory.
A DDE is a single-variable differential equation, usually called time, in which the derivative of the solution at a certain time is given in terms of the values of the solution at earlier times. Moreover, if the highest-order derivative of the solution appears both with and without delay, then the DDE is called of the neutral type.
The neutral DDEs have many interesting applications in various branches of applied science, as these equations appear in the modeling of many technological phenomena; see [1,2,3,4]. The problem of studying the oscillatory and nonoscillatory properties of DDEs has been a very active area of research in the past few decades, and many well-known and interesting results can be found in Agarwal et al. [5] and Saker [6].
In this work, we study the oscillatory properties of solutions of second-order neutral DDE (1) in the noncanonical case, that is:
η t 0 < ,
where
η t : = t a 0 1 / β μ d μ .
Although there are many works that have dealt with the study of the oscillation of this type of equation, in this work, we present a new approach that provides us with improved sufficient conditions for testing the oscillation of the studied equation. Contrary to the previous results, which studied the noncanonical case, our results test the oscillation of (1) when c 0 1 along with c 0 < 1 .
The paper is organized as follows: Section 2 is concerned with presenting a review of the relevant literature. In Section 3, Section 3.1, we infer some qualitative properties of the positive solutions of (1). In Section 3.2, we use the new properties to obtain improved oscillation conditions. Finally, in Section 4, we summarize the main conclusions extracted from our present work and discuss potential applications and future extensions of this study.

2. Literature Review

It is easy to note the continuing and growing interest in the study of the oscillatory behavior of DDEs, and improved results, methods, and approaches can be found in [7,8,9,10,11,12]. In more detail, contrary to most previous results, Baculíková [7,8] attained the oscillation of the second-order DDE (not neutral) in the noncanonical case (2) via only one condition. While using an improved approach, Chatzarakis et al. [9] studied the oscillatory behavior of the second-order noncanonical DDE with an advanced argument. On the other hand, Jadlovská et al. [10] and Moaaz et al. [11,12] studied the oscillatory behavior of higher-order equations.
For the neutral DDEs, in the following theorem, Ye and Xu [13] investigated the oscillation of (1) in the noncanonical case (2).
Theorem 1.
[13] Assume that c 0 < 1 ,
t 0 Q μ η β g 1 μ β / β + 1 β + 1 g 1 μ η g 1 μ a 0 1 / β g 1 μ d μ =
and:
t 0 Q μ η β μ β / β + 1 β + 1 a 0 ϑ μ η μ g 1 μ β a 0 β + 1 / β μ d μ = ,
where Q t : = a 2 t 1 a 1 g 1 t . Then, (1) is oscillatory.
Later, in 2010, Han et al. [14] corrected and complemented some results in [13].
Theorem 2.
[14] Assume that c 0 < 1 and g 1 t g 0 t = t τ 0 , τ 0 > 0 . If there is a function θ C 1 t 0 , , 0 , such that:
lim sup t t 0 t Q μ θ μ θ + μ β + 1 a 0 g 1 μ β + 1 β + 1 θ μ g 1 μ β d μ =
and:
lim sup t t 0 t 1 1 + a 1 μ β a 2 μ η β μ β / β + 1 β + 1 η μ a 0 1 / β μ d μ =
then (1) is oscillatory, where ( θ + t : = max θ t , 0 .
By using a generalized Riccati substitution, Agarwal et al. [15] improved the result in [14].
Theorem 3.
[15] (Theorem 2.2) Assume that a 1 t < η t / η g 0 t and there are functions ρ , σ C 1 t 0 , , 0 , satisfying:
lim sup t t 0 t ρ μ Q μ ρ μ β + 1 r g 1 μ β + 1 β + 1 ρ β μ g 1 μ β d μ =
and:
lim sup t t 0 t ψ μ σ μ r μ φ + μ β + 1 β + 1 β + 1 d μ = ,
where:
ψ t : = σ t a 2 t 1 a 1 g 1 t η g 0 g 1 t η g 1 t β + 1 β a 0 1 / β t η β + 1 t
and:
φ t : = σ t σ t + 1 + β a 0 1 / β t η t ,
and φ + t : = max 0 , φ t . Then, (1) is oscillatory.
In 2017, Bohner et al. [16] improved and simplified the result in [14,15]. They established the oscillation criteria of (1) via only one condition.
Theorem 4.
[16] If a 1 t < η t / η g 0 t and:
lim sup t η β t t 1 t G μ d μ > 1 ,
then (1) is oscillatory, where:
G t : = a 2 t 1 a 1 g 1 t η g 0 g 1 t η g 1 t β .
Theorem 5.
[16] If a 1 t < η t / η g 0 t and:
lim inf t g 1 t t G ˜ μ d μ > 1 e ,
then (1) is oscillatory, where:
G ˜ t : = 1 a 0 t t 0 t G μ d μ 1 / β .
On the other hand, in the canonical case:
t 0 a 0 1 / β μ d μ = ,
Baculikova and Dzurina [17] obtained the oscillation conditions of (1). Very recently, by using Riccati substitution, Moaaz et al. [18,19] improved the results in [17].
Even though the establishment of the oscillation criteria for (1) in [13,14] and the insertion of the nonstandard Riccati substitution in [15,16] constitute significant progress in the subject of noncanonical neutral DDEs of second-order, the relationship between the corresponding function with delay and without delay is used in the traditional form and has not been improved, and none of these works took into account the case c 0 1 .
The main goal of our present work is create a better estimate of the ratio v g 1 / v , which contributes to improving the oscillation criteria of (1). Moreover, our results take into account the case c 0 1 , along with c 0 < 1 .

3. Main Results

We begin with the following notations: U + is the set of all eventually positive solutions of (1), V t : = a 0 1 / β t v t ,
a ˜ 2 t = min a 2 t , a 2 g 0 t
γ 0 : = 2 1 β c ˜ 0 β , c ˜ 0 : = 1 + c 0 β g 0 *
and:
c ^ 0 : = 1 + c 0 β g 0 * 2

3.1. Auxiliary Lemmas

Below, we obtain some asymptotic properties of the positive solutions of (1). First, from the definition of η and the fundamental theorem of calculus, we obtain that η t > 0 for t t 0 , η t = a 0 1 / β t and lim t η t = 0 . Then, η is a decreasing function.
Lemma 1.
Assume that v U + and there exists a δ 0 0 , 1 such that:
a ˜ 2 t a 0 1 / β t η β + 1 t δ 0 .
Then, v eventually satisfies:
C 1 v is decreasing and converges to z e r o ; C 2 v t η t V t and v η is increasing ,
and:
C 3 V t + c 0 β g 0 * V g 0 t + 2 1 β β η β 1 t a ˜ 2 t v g 1 t 0 .
Proof. 
Let u U + . Then, we have that u t , u g 0 t , and u g 1 t are positive for t t 1 , for some t 1 t 0 . Therefore, it follows from (1) that:
v t > 0 and V β t 0 .
Using (1) and Lemma 1 in [17], we see that:
0 = V β t + c 0 β g 0 t V β g 0 t + a 2 t u β g 1 t + c 0 β a 2 g 0 t u β g 1 g 0 t V β t + c 0 β g 0 * V β g 0 t + a ˜ 2 t u β g 1 t + c 0 β u β g 0 g 1 t V β t + c 0 β g 0 * V β g 0 t + 2 1 β a ˜ 2 t u g 1 t + c 0 u g 0 g 1 t β
and so:
V β t + c 0 β g 0 * V β g 0 t + 2 1 β a ˜ 2 t v β g 1 t 0 .
Integrating this inequality from t 1 to t and using the fact V β t 0 , we find:
c ˜ 0 V β t c ˜ 0 V β g 0 t 1 2 1 β t 1 t a ˜ 2 μ v β g 1 μ d μ .
C 1 Assume the contrary, that v t > 0 for t t 1 . Thus, from (5), we have:
V β t V β g 0 t 1 2 1 β c ˜ 0 v β g 1 t 1 t 1 t a ˜ 2 μ d μ .
This, from (3), implies:
V β t V β g 0 t 1 2 1 β c ˜ 0 δ 0 v β g 1 t 1 t 1 t 1 a 0 1 / β μ η β + 1 μ d μ V β g 0 t 1 γ 0 δ 0 v β g 1 t 1 1 η β t 1 η β t 1 .
Letting t and taking the fact that η t 0 as t , we obtain V β t , which contradicts the positivity of V t .
Next, since v is positive decreasing, we have that lim t v t = v 0 0 . Assume the contrary, that v 0 > 0 . Then, v t v 0 for all t t 2 , for some t 2 t 1 . Thus, from (3) and (5), we have:
V β t V β g 0 t 1 2 1 β c ˜ 0 v 0 β t 1 t a ˜ 2 μ d μ 2 1 β β δ 0 v 0 β t 1 t 1 a 0 1 / β μ η β + 1 μ d μ γ 0 δ 0 v 0 β 1 η β t 1 η β t 1 ,
or
v t γ 0 1 / β δ 0 1 / β v 0 1 a 0 1 / β t 1 η β t 1 η β t 1 1 / β ,
and so,
v t γ 0 1 / β δ 0 1 / β v 0 1 a 0 1 / β t η t 1 η β t η β t 1 1 / β .
Using the fact that η t < 0 , we obtain that η t < η t 2 < η t 1 for all t t 2 t 1 . Hence, by integrating (6) from t 1 to t, we obtain:
v t v t 2 γ 0 1 / β δ 0 1 / β v 0 t 2 t 1 a 0 1 / β μ η μ 1 η β μ η β t 1 1 / β d μ v t 2 γ 0 1 / β δ 0 1 / β v 0 1 η β t 2 η β t 1 1 / β t 2 t 1 a 0 1 / β μ η μ d μ v t 2 γ 0 1 / β δ 0 1 / β v 0 1 η β t 2 η β t 1 1 / β ln η t 2 η t .
Letting t and taking the fact that η t 0 as t , we obtain v t , which contradicts the positivity of v t . Therefore, v 0 = 0 .
C 2 Since V t is decreasing, we obtain:
a 0 1 / β t v t a 0 1 / β t t a 0 1 / β μ V μ d μ a 0 1 / β t V t t a 0 1 / β μ d μ
and:
a 0 1 / β t v t v t η t .
Then, v / η 0 .
C 3 From (7), we obtain:
v g t η t v t η t V t .
Thus, from (4) and the fact V t 0 , we obtain:
β V β 1 t V t + c 0 β g 0 * β V β 1 g 0 t V g 0 t + 2 1 β a ˜ 2 t v β g 1 t 0 ,
and then:
V t + c 0 β g 0 * V g 0 t + 2 1 β β η β 1 t a ˜ 2 t v g 1 t 0 .
The proof is complete. □
Lemma 2.
Assume that u U + and there exists a δ 0 0 , 1 such that (3) holds. Then:
C 4 η t V t γ 0 δ 0 v t and v / η γ 0 δ 0 is decreasing .
Proof. 
Let u U + . From Lemma 1, we have that C 1 C 3 hold for t t 1 .
Integrating C 3 from t 1 to t, we arrive at:
V t V g 0 t 1 γ 0 t 1 t η β 1 μ a ˜ 2 μ v g 1 μ d μ .
From (3), we obtain:
V t V g 0 t 1 γ 0 δ 0 v t t 1 t 1 a 0 1 / β μ η 2 μ d μ ,
and:
V t V g 0 t 1 + γ 0 δ 0 v t 1 η t 1 1 η t .
Using C 1 , we eventually have:
V g 0 t 1 + γ 0 δ 0 v t η t 1 0 ,
Hence, (8) becomes:
a 0 1 / β t v t γ 0 δ 0 v t η t .
This implies that v / η γ 0 δ 0 is a decreasing function.
The proof is complete. □

3.2. Oscillation Theorems

In the next theorem, by using the principle of comparison with an equation of the first-order, we obtain a new criterion for the oscillation of (1).
Theorem 6.
Assume that g 1 t g 0 t and there exists a δ 0 0 , 1 such that (3) holds. If the delay differential equation:
W t + γ 0 1 γ 0 δ 0 η β t a ˜ 2 t W g 0 1 g 1 t = 0
is oscillatory, then every solution of (1) is oscillatory.
Proof. 
Assume the contrary, that (1) has a solution u U + . Then, we have that u t , u g 0 t , and u g 1 t are positive for t t 1 , for some t 1 t 0 . From Lemmas 1 and 2, we have that C 1 C 4 hold for t t 1 .
Next, we define:
w t : = η t V t + v t .
From C 1 , w t > 0 for t t 1 . Thus,
w t = η t V t 0 .
Thus, it follows from C 3 that:
w t + c 0 β g 0 * w g 0 t + 2 1 β β η β t a ˜ 2 t v g 1 t 0 .
Using C 4 , we obtain that:
w t = η t V t + v t γ 0 δ 0 v t + v t = 1 γ 0 δ 0 v t ,
which with (10) gives:
w t + c 0 β g 0 * w g 0 t + 2 1 β β 1 γ 0 δ 0 η β t a ˜ 2 t w g 1 t 0 .
Now, we set:
W t : = w t + c 0 β g 0 * w g 0 t > 0 .
Then, W t c ˜ 0 w g 0 t , and so, (11) becomes:
W t + γ 0 1 γ 0 δ 0 η β t a ˜ 2 t W g 0 1 g 1 t 0 ,
which has a positive solution. In view of [20] (Theorem 1), (9) also has a positive solution, which is a contradiction.
The proof is complete. □
Corollary 1.
Assume that g 1 t g 0 t and there exists a δ 0 0 , 1 such that (3) holds. If:
lim inf t g 0 1 g 1 t t η β μ a ˜ 2 μ d μ > 1 γ 0 δ 0 γ 0 e
then every solution of (1) is oscillatory.
Proof. 
It follows from Theorem 2 in [21] that the condition (12) implies the oscillation of (9). □
Next, by introducing two Riccati substitution, we obtain a new oscillation criterion for (1).
Theorem 7.
Assume that g 1 t g 0 t and there exists a δ 0 0 , 1 such that (3) holds. If:
lim sup t t 1 t 2 1 β β η β μ a ˜ 2 μ η γ 0 δ 0 g 1 μ η γ 0 δ 0 g 0 μ c ^ 0 4 1 a 0 1 / β g 0 μ η μ d μ = ,
then every solution of (1) is oscillatory.
Proof. 
Assume the contrary, that (1) has a solution u U + . Then, we have that u t , u g 0 t , and u g 1 t are positive for t t 1 , for some t 1 t 0 . From Lemmas 1 and 2, we have that C 1 C 4 hold for t t 1 .
Now, we define the functions:
Θ 1 : = V v ,
and:
Θ 2 : = V g 0 v g 0 .
Then, Θ 1 and Θ 2 are negative for t t 1 . From C 4 , we obtain:
v g 1 η γ 0 δ 0 g 1 v g 0 η γ 0 δ 0 g 0 v η γ 0 δ 0 .
Hence,
Θ 1 = V v V v 2 v = V v g 1 v g 1 v 1 a 1 / β V v 2 η γ 0 δ 0 g 1 η γ 0 δ 0 V v g 1 1 a 1 / β Θ 1 2 , η γ 0 δ 0 g 1 η γ 0 δ 0 g 0 V v g 1 1 a 1 / β Θ 1 2 ,
and:
Θ 2 = V g 0 v g 0 V g 0 v g 0 2 v g 0 g 0 = V g 0 v g 1 v g 1 v g 0 g 0 a 1 / β g 0 V g 0 v g 0 2 η γ 0 δ 0 g 1 η γ 0 δ 0 g 0 V g 0 v g 1 g 0 * a 1 / β g 0 Θ 2 2 .
Then:
η t Θ 1 t η t η γ 0 δ 0 g 1 t η γ 0 δ 0 g 0 t V t v g 1 t + η t a 1 / β t Θ 1 2 t 0 ,
and:
0 η g 0 t Θ 2 t η g 0 t η γ 0 δ 0 g 1 t η γ 0 δ 0 g 0 t V g 0 t v g 1 t + g 0 * η g 0 t a 1 / β g 0 t Θ 2 2 t η g 0 t Θ 2 t η t η γ 0 δ 0 g 1 t η γ 0 δ 0 g 0 t V g 0 t v g 1 t + g 0 * η g 0 t a 1 / β g 0 t Θ 2 2 t .
Combining (14) and (15), we obtain:
0 η t Θ 1 t η t η γ 0 δ 0 g 1 t η γ 0 δ 0 g 0 t V t v g 1 t + c 0 β g 0 * V g 0 t v g 1 t + η t a 1 / β t Θ 1 2 t + c 0 β g 0 * η g 0 t Θ 2 t + c 0 β η g 0 t a 1 / β g 0 t Θ 2 2 t η t Θ 1 t + 2 1 β β η β t a ˜ 2 t η γ 0 δ 0 g 1 t η γ 0 δ 0 g 0 t + η t a 1 / β t Θ 1 2 t + c 0 β g 0 * η g 0 t Θ 2 t + c 0 β η g 0 t a 1 / β g 0 t Θ 2 2 t .
Integrating this inequality from t 1 to t, we have:
0 η t Θ 1 t η t 1 Θ 1 t 1 + t 1 t a 0 1 / β μ Θ 1 μ + η μ a 1 / β μ Θ 1 2 t d μ + c 0 β g 0 * η g 0 t Θ 2 t η g 0 t 1 Θ 2 t 1 + c 0 β g 0 * t 1 t a 0 1 / β g 0 t Θ 2 μ + g 0 * η g 0 μ a 1 / β g 0 μ Θ 2 2 μ d μ + 2 1 β β t 1 t η β μ a ˜ 2 μ η γ 0 δ 0 g 1 μ η γ 0 δ 0 g 0 μ d μ .
From C 2 , we obtain η t Θ 1 t 1 . Therefore,
0 K 1 4 t 1 t 1 a 0 1 / β μ η μ + c 0 β g 0 * 2 1 a 0 1 / β g 0 μ η g 0 μ d μ + 2 1 β β t 1 t η β μ a ˜ 2 μ η γ 0 δ 0 g 1 μ η γ 0 δ 0 g 0 μ d μ ,
where:
K : = η t 1 Θ 1 t 1 + c 0 β g 0 * η g 0 t 1 Θ 2 t 1 + 1 + c 0 β g 0 * .
Since η t < 0 and a t 0 , we find:
t 1 t 2 1 β β η β μ a ˜ 2 μ η γ 0 δ 0 g 1 μ η γ 0 δ 0 g 0 μ c ^ 0 4 1 a 0 1 / β g 0 μ η μ d μ K .
Taking lim sup t and using (13), we arrive at a contradiction.
The proof is complete. □

3.3. Applications and Discussion

Remark 1.
It is easy to see that the previous works that dealt with the noncanonical case required either a 1 t < 1 or a 1 t < η t / η g 0 t . Since η is decreasing and g 0 t t , we have that η g 0 t η t . Then, the results of these works only apply when a 1 t 0 , 1 .
Example 1.
Consider the DDE:
t 2 u t + a 1 * u λ t + a 2 * u κ t = 0 ,
where t 1 , a 1 * > 0 , a 2 * 0 , 1 , and κ < λ 0 , 1 . By choosing δ 0 = a 2 * , the condition (12) becomes:
a 2 * ln λ κ > λ + a 1 * λ a 2 * e λ .
Using Corollary 1, Equation (16) is oscillatory if (17) holds.
Remark 2.
To apply Theorems 3 and 4 on (16), we must stipulate that a 1 * < 1 . Let a special case of (16), namely,
t 2 u t + a 1 * u t 2 + a 2 * u κ t = 0 ,
A simple computation shows that (16) is oscillatory if:
a 2 * 1 2 a 1 * > 1 4 ( using Theorem 3 )
or:
a 2 * 1 2 a 1 * > 1 ( using Theorem 4 )
or:
a 2 * 1 2 a 1 * ln 1 κ > 1 e ( using Theorem 5 ) .
Consider the following most specific special case:
t 2 u t + 2 5 u t 2 + 4 5 u t 4 = 0 .
Note that (18)–(20) fail to apply. However, (17) reduces to:
4 5 ln 2 > 1 e .
which ensures the oscillation of (21).

4. Conclusions

In this work, the oscillatory properties of the solutions of a class of second-order neutral DDEs were studied. Using the Riccati technique and comparison principles, we obtained new criteria that guarantee the oscillation of all solutions of the studied equation.
The new approach, taken in this work, relies on creating a better estimate of the ratio v g 1 / v by establishing the new decreasing function v / η γ 0 δ 0 . This new estimate enables us to obtain new oscillation conditions that directly improve the previous related results. Moreover, our results considered the case where c 0 1 , which was not taken into account in the previous results.
An interesting issue is obtaining results that take into account all c 0 and do not adhere to the condition g 0 g 1 = g 1 g 0 . It is also interesting to extend our results to higher-order equations. It is also interesting to extend the results of this paper to study the oscillatory behavior of some concrete examples that may appear in physics, astronomy, medicine, hydrodynamics, etc.; as an example, see [22].

Author Contributions

Conceptualization, A.A.H., O.M., C.C., W.R.A. and M.A.A.; data curation, O.M., C.C., W.R.A. and M.A.A.; formal analysis, A.A.H., O.M., C.C., W.R.A. and M.A.A.; investigation, A.A.H., O.M., W.R.A. and M.A.A.; methodology, A.A.H., O.M. and C.C. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by the Deanship of Scientific Research at Princess Nourah bint Abdulrahman University through the Fast-track Research Funding Program.

Acknowledgments

The authors present their sincere thanks to the editors and two anonymous referees.

Conflicts of Interest

The authors declare no conflict of interest.

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Hindi, A.A.; Moaaz, O.; Cesarano, C.; Alharbi, W.R.; Abdou, M.A. Noncanonical Neutral DDEs of Second-Order: New Sufficient Conditions for Oscillation. Mathematics 2021, 9, 2026. https://doi.org/10.3390/math9172026

AMA Style

Hindi AA, Moaaz O, Cesarano C, Alharbi WR, Abdou MA. Noncanonical Neutral DDEs of Second-Order: New Sufficient Conditions for Oscillation. Mathematics. 2021; 9(17):2026. https://doi.org/10.3390/math9172026

Chicago/Turabian Style

Hindi, Awatif A., Osama Moaaz, Clemente Cesarano, Wedad R. Alharbi, and Mohamed A. Abdou. 2021. "Noncanonical Neutral DDEs of Second-Order: New Sufficient Conditions for Oscillation" Mathematics 9, no. 17: 2026. https://doi.org/10.3390/math9172026

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