Using comparison principles, we examine the asymptotic characteristics of a third-order nonlinear damped neutral differential equation. Our results substantially generalize numerous previously established results as well as drastically improving them. To illustrate the relevance and effectiveness of our results, we use numerical examples.
Citation: Taher S. Hassan, Emad R. Attia, Bassant M. El-Matary. Iterative oscillation criteria of third-order nonlinear damped neutral differential equations[J]. AIMS Mathematics, 2024, 9(8): 23128-23141. doi: 10.3934/math.20241124
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Using comparison principles, we examine the asymptotic characteristics of a third-order nonlinear damped neutral differential equation. Our results substantially generalize numerous previously established results as well as drastically improving them. To illustrate the relevance and effectiveness of our results, we use numerical examples.
A neutral delay differential equation contains the highest-order derivative of the unknown function both with and without delays. Because of this, the theory of neutral delay differential equations is more difficult to understand than the theory of non-neutral equations. There has been an increase in interest in the theory of neutral differential equations in recent years. Studying these equations is essential for both theory and applications, as neutral equations are used to explain a wide range of real-world phenomena, including the motion of radiating electrons, population growth, the spread of epidemics, networks incorporating lossless transmission lines, etc., see [2,17,19,20]. Researchers have focused a great deal of attention on the oscillation problem of functional differential equations in the recent few decades; see, for example, [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40]. For third-order delay equations, see [1,2,3,4,5,6,7,12,25,26,29]. For neutral equations, see [21,22,32,33,34] and [8,15,24,35,39] for the equations with damping. Using a generalized Riccati transformation and an integral averaging technique the authors [38] obtained certain necessary conditions for oscillation for the third-order nonlinear differential equation
[m2(s){m1(s)x′(s)}′]′+p(s)x′(s)+q(s)f(x(ρ(s)))=0, |
where ρ′(s)>0 and f(u)u≥k>0, for all u≠0. Also, [11] improves and unifies the results of [38], reducing the third-order equations to the first and second ones. In this work, we focus our attention on the oscillation of the third-order nonlinear neutral differential equation with the form
{m2(s)φη2([m1(s)φη1(z′(s))]′)}′+m3(s)φη2([m1(s)φη1(z′(s))]′)+q(s)f(x(ρ(s)))=0, | (1.1) |
where s≥s0≥0, z(s):=x(s)+p(s)x(μ(s)), φβ(u):=|u|β−1u, β>0; η1,η2>0, and mi,p,q,ρ,μ∈C([s0,∞),R), i=1,2,3. It should be noted that the oscillation of many special cases of Eq (1.1) has been studied by many authors; see, for examples, [9,10,11,12,15,16].
In this paper, we suppose that
(i) 0≤p(s)<p<1, q(s)≥0, mi(s)>0, i=1,2 and m3(s)≥0;
(ii) f∈C(R,R) such that xf(x)>0 and f(x)φη(x)≥k>0, for all x≠0, η:=η1η2;
(iii) ρ(s)≤s, μ(s)≤s, and lims→∞ρ(s)=lims→∞μ(s)=∞;
(iv) ∫∞S(1m1(t))1/η1dt=∞ and ∫∞S(1M(t))1/η2dt=∞,
where M(s):=m2(s)exp(∫sSm3(r)m2(r)dr), S∈[s0,∞).
A function x(s) is a solution of (1.1) if it satisfies Eq (1.1) for all s∈[sx,∞) and satisfying sup{|x(s)|:s≥S}>0 for any S≥sx with x(s),m1(s)φη1(z′(s)), and m2(s)φη2([m1(s)φη1(z′(s))]′) are continuously differentiable for all s∈[sx,∞). The solution on [sx,∞) with arbitrary large zeros is said to be an oscillatory solution. In this paper, we investigate the oscillatory and asymptotic behavior of Eq (1.1) by a reduction in order and comparison with the oscillation of first-order delay differential equations.
Throughout this paper, we define
L1(z(s)):=φη1(z′(s)), L2(z(s)):=φη2((m1(s)L1(z(s)))′). |
Also, the sequences {Pn(s)}∞n=1 and {Qn(s,t)}∞n=1 are defined as follows:
Pn(s)=∫sS[1m1(u)∫uS(1M(t)exp(∫ut¯q(w)Pηn−1(ρ(w))dw))1/η2dt]1/η1du, | (2.1) |
for S∈[s0,∞) and s∈[S,∞), with
P0(s)=0 and ¯q(s):=kq(s)(1−p(ρ(s)))ηexp(∫sSm3(r)m2(r)dr), |
and
Qn(s,t):=∫st[1m1(v)∫sv(1M(u)exp(∫suˉq∗(w)Qηn−1(w,ρ(w))dw))1/η2du]1/η1dv, |
for s∈[t,∞)⊆[S,∞), with
Q0(s,t)=0 and ˉq∗(s):=kNηq(s)exp(∫sSm3(r)m2(r)dr), |
for some N>0 and S∈[s0,∞).
The subsequent lemmas will be introduced and utilized in the main result.
Lemma 2.1. Assume that x is an eventually positive solution of Eq (1.1). Then there exists S≥s0 such that either
(I) L1(z(s))>0, L2(z(s))>0,
or
(II) L1(z(s))<0, L2(z(s))>0,
for all s≥S.
Proof. Since x is a positive solution of Eq (1.1) on [s1,∞), s1≥s0 such that x(ρ(s))>0 and x(μ(s))>0 for s≥s1. From Eq (1.1), we have for all s≥s1,
(m2(s)L2(z(s)))′+m3(s)L2(z(s))≤0, |
which implies that
(M(s)L2(z(s)))′≤0, |
where M(s)=m2(s)exp(∫ss1m3(r)m2(r)dr). That demonstrates that L1(z(s)) and L2(z(s)) are of one sign eventually. We claim that
L2(z(s))>0 eventually. |
If not, consider the following two cases:
Case 1. There exists s2≥s1, sufficiently large, such that
L1(z(s))>0 and L2(z(s))<0for s≥s2. |
Since (M(s)L2(z(s)))′≤0, then there exists a negative constant M such that
M(s)φη2((m1(s)L1(z(s)))′)≤M for s≥s2. |
It follows that
(m1(s)L1(z(s)))′≤φ−1η2(M)1/η2(1M(s))1/η2 for s≥s2. |
Integrating from s2 to s, we obtain
m1(s)L1(z(s))≤m1(s2)L1(z(s2))+φ−1η2(M)1/η2∫ss2(1M(t))1/η2dt. |
Letting s→∞ and using (ⅳ), then L1(z(s))→−∞, which contradicts that L1(z(s))>0.
Case 2. There exists s2 ≥s1, sufficiently large, such that
L1(z(s))<0 and L2(z(s))<0for s≥s2, |
which implies that (m1(s)L1(z(s)))′<0 and therefore,
m1(s)L1(z(s))≤m1(s2)L1(z(s2))=ˉk<0. |
Dividing by m1(s) and integrating from s2 to s, we obtain
z(s)≤z(s2)+φ−1η1(ˉk)∫ss2(1m1(t))1/η1dt. |
Letting s→∞, then (iv) yields z(s)→−∞, which contradicts the fact that z(s)>0. This completes the proof.
Lemma 2.2. Assume that x is a positive solution of Eq (1.1) and the corresponding function z satisfies (I) of Lemma 2.1. Then
(M(s)L2(z(s)))′+¯q(s)zη(ρ(s))≤0. | (2.2) |
Proof. Since x is a positive solution of Eq (1.1) on [s1,∞), then there exists s2≥s1 such that the corresponding function z satisfies (Ⅰ) of Lemma 2.1 on [s1,∞). It is easy to see that Eq (1.1) can be written in the form
(m2(s)L2(z(s)))′+m3(s)L2(z(s))+q(s)f(x(ρ(s)))=0, |
for all s≥s1. Then
(M(s)L2(z(s)))′+q(s)exp(∫ss1m3(r)m2(r)dr)f(x(ρ(s)))=0. |
Therefore,
(M(s)L2(z(s)))′+kq(s)exp(∫ss1m3(r)m2(r)dr)xη(ρ(s))≤0. | (2.3) |
Also, we have
x(s)=z(s)−p(s)x(μ(s))≥z(s)−p(s)z(μ(s)). |
Since z′>0, we get
x(s)≥(1−p(s))z(s). | (2.4) |
Substituting (2.4) into (2.3), we have
(M(s)L2(z(s)))′+¯q(t)zη(ρ(s))≤0. |
This completes the proof.
Lemma 2.3. If x is an eventually positive solution of Eq (1.1) and the corresponding function z satisfies Case (I) of Lemma 2.1, then for n∈N,
z(s)≥Pn(s)(M(s)L2(z(s)))1/η. | (2.5) |
Proof. Since x is a positive solution of Eq (1.1) on [s1,∞), then there exists s2≥s1 such that the corresponding function z satisfies (Ⅰ) of Lemma 2.1 on [s1,∞). Then
m1(s)L1(z(s))=∫ss1(m1(t)L1(z(t)))′dt+m1(s1)L1(z(s1))≥∫ss1(1M(t))1/η2(M(t)L2(z(t)))1/η2dt≥(M(s)L2(z(s)))1/η2∫ss1(1M(t))1/η2dt. | (2.6) |
Then,
z′(s)≥(M(s)L2(z(s)))1/η[1m1(s)∫ss1(1M(t))1/η2dt]1/η1. |
Integrating the above inequality from s1 to s∈[s1,∞), we obtain
z(s)≥∫ss1{(M(u)L2(z(u)))1/η[1m1(u)∫us1(1M(t))1/η2dt]1/η1}du≥(M(s)L2(z(s)))1/η∫ss1{[1m1(u)∫us1(1M(t))1/η2dt]1/η1}du=(M(s)L2(z(s)))1/ηP1(s). |
This shows that (2.5) holds for n=1. Consequently,
z(ρ(s))≥(M(ρ(s))L2(z(ρ(s))))1/ηP1(ρ(s)). | (2.7) |
From (2.2) and (2.7), we obtain
(M(s)L2(z(s)))′+¯q(s)Pη1(ρ(s))M(ρ(s))L2(z(ρ(s)))≤0. |
Using the nonicreasing nature of M(s)L2(z(s)) and ρ(s)≤s, we obtain
(M(s)L2(z(s)))′+¯q(s)Pη1(ρ(s))M(s)L2(z(s))≤0. |
Integrating the above inequality from t to s∈[t,∞) implies that
M(t)L2(z(t))≥M(s)L2(z(s))exp(∫st¯q(w)Pη1(ρ(w))dw). | (2.8) |
Using (2.8) in (2.6), we obtain
m1(s)L1(z(s))≥(M(s)L2(z(s)))1/η2∫ss1(1M(t)exp(∫st¯q(w)Pη1(ρ(w))dw))1/η2dt. |
It follows that
z′(s)≥(M(s)L2(z(s)))1/η[1m1(s)∫ss1(1M(t)exp(∫st¯q(w)Pη1(ρ(w))dw))1/η2dt]1/η1. |
Again, integrating from s1 to s, we obtain
z(s)≥∫ss1(M(u)L2(z(u)))1/η[1m1(u)∫us1(1M(t)exp(∫ut¯q(w)Pη1(ρ(w))dw))1/η2dt]1/η1du≥(M(s)L2(z(s)))1/η∫ss1[1m1(u)∫us1(1M(t)exp(∫ut¯q(w)Pη1(ρ(w))dw))1/η2dt]1/η1du=(M(s)L2(z(s)))1/ηP2(s). |
This shows that (2.5) holds for n=2. If this process is repeated n times, we obtain (2.5).
The asymptotic behavior of all solutions to Eq (1.1) is discussed in the results that follow.
Theorem 2.1. Let n∈N. Assume that the first-order delay differential equation
w′(s)+¯q(s)Pηn(ρ(s))w(ρ(s))=0 | (2.9) |
is oscillatory. If x(s) is a solution of Eq (1.1), then x(s) is either oscillatory or bounded.
Proof. Assume that x(s) is a nonoscillatory solution of Eq (1.1). Without loss of generality, let x(s)>0, x(ρ(s))>0, and x(μ(s))>0 on [s1,∞), s1≥s0. It follows from Lemma 2.1 that there exists s2≥s1 such that either (Ⅰ) or (Ⅱ) holds on [s2,∞). Assume (Ⅰ) is valid. From (2.5), we have
z(ρ(s))≥(M(ρ(s))L2(z(ρ(s))))1/ηPn(ρ(s)). | (2.10) |
Combining (2.2) and (2.10), we obtain
w′(s)+¯q(s)Pηn(ρ(s))w(ρ(s))≤0, |
where w(s):=M(s)L2(z(s)). Due to [37, Theorem 1], the associated delay differential equation also has a positive solution. This is a contradiction. Now, to complete the proof, we consider (Ⅱ) valid. Since z(s)>0, and z′(s)<0 then z(s) is bounded, and therefore x(s) is bounded. The proof is complete.
Theorem 2.2. Let n∈N. Assume that the first-order delay differential equation (2.9) is oscillatory and
∫∞[1m1(v)∫∞v(1m2(u)∫∞uq(t)exp(∫tum3(r)m2(r)dr)dt)1/η2du]1/η1dv=∞. | (2.11) |
If x(s) is a solution of Eq (1.1), then x(s) is either oscillatory or tends to zero eventually.
Proof. Assume that x(s) is a nonoscillatory solution of Eq (1.1). Without loss of generality, let x(s)>0, x(ρ(s))>0, and x(μ(s))>0 on [s1,∞), s1≥s0. It follows from Lemma 2.1 that there exists s2≥s1 such that either (Ⅰ) or (Ⅱ) holds on [s2,∞). The proof of Case (Ⅰ) is identical to the proof of Theorem 2.1, Case (Ⅰ), and so it has been omitted. Assume (Ⅱ) is valid. It is obvious that Eq (1.1) can be written as
(M(s)L2(z(s)))′+kq(s)exp(∫ss1m3(r)m2(r)dr)xη(ρ(s))≤0. | (2.12) |
Since z(s)>0 and z′(s)<0, there exists a constant l≥0 such that limt→∞z(s)=l. We claim l=0. If not, then for sufficiently small ϵ>0, there exists s3≥s2 such that l−p(l+ϵ)>0 and l<z(s)<l+ϵ for all s>s3. Then
x(s)=z(s)−p(s)x(μ(s))≥z(s)−pz(μ(s))≥l−p(l+ϵ)≥N (l+ϵ)>N z(s), | (2.13) |
N:=l−p(l+ϵ)l+ϵ>0. From (2.12) and (2.13), we obtain
(M(s)L2(z(s)))′+kNηq(s)exp(∫ss1m3(r)m2(r)dr)zη(ρ(s))≤0. | (2.14) |
Then
(M(s)L2(z(s)))′+Kq(s)exp(∫ss1m3(r)m2(r)dr)≤0, |
where K:=kNηlη>0. Integrating the above inequality from s∈[s3,∞) to ∞, we obtain
M(s)L2(z(s))≥K∫∞sq(t)exp(∫ts1m3(r)m2(r)dr)dt=Kexp(∫ss1m3(r)m2(r)dr)∫∞sq(t)exp(∫tsm3(r)m2(r)dr)dt. |
It follows that
(m1(s)L1(z(s)))′≥K1/η2(1m2(s)∫∞sq(t)exp(∫tsm3(r)m2(r)dr)dt)1/η2, |
Integrating the above inequality from s to ∞, we obtain
−z′(s)≥K1/η[1m1(s)∫∞s(1m2(u)∫∞uq(t)exp(∫tum3(r)m2(r)dr)dt)1/η2du]1/η1. |
Again, integrating the above inequality from s2 to ∞, we obtain
z(s2)≥K1/η∫∞s2[1m1(v)∫∞v(1m2(u)∫∞uq(t)exp(∫tum3(r)m2(r)dr)dt)1/η2du]1/η1dv, |
which is a contradiction to (2.11), then lims→∞z(s)=0. Since 0<x(s)≤z(s), then lims→∞x(s)=0. The proof is complete.
Lemma 2.4. If x is an eventually positive solution of Eq (1.1) and the corresponding function z satisfies Case (II) of Lemma 2.1, then for n∈N and s∈[t,∞),
z(t)≥(M(s)L2(z(s)))1/ηQn(s,t). | (2.15) |
Proof. Let x be a positive solution of Eq (1.1) such that the Case (Ⅱ) of Lemma 2.1 is satisfied on [s1,∞), for some s1≥s0. Then, for s≥v≥s1,
−m1(v)L1(z(v))=∫sv(m1(u)L1(z(u)))′du−m1(s)L1(z(s))≥∫sv(1M(u))1/η2(M(u)L2(z(u)))1/η2du≥(M(s)L2(z(s)))1/η2∫sv(1M(u))1/η2du. | (2.16) |
Then
−z′(v)≥(M(s)L2(z(s)))1/η[1m1(v)∫sv(1M(u))1/η2du]1/η1. |
Integrating the above inequality from t to s∈[t,∞) with respect to v, we obtain
z(t)≥(M(s)L2(z(s)))1/η∫st[1m1(v)∫sv(1M(u))1/η2du]1/η1dv≥(M(s)L2(z(s)))1/ηQ1(s,t). |
This shows that (2.15) holds for n=1. Consequently,
z(ρ(s))≥(M(s)L2(z(s)))1/ηQ1(s,ρ(s)). | (2.17) |
From (2.14) and (2.17), we obtain
(M(s)L2(z(s)))′+¯q∗(s)Qη1(s,ρ(s))M(s)L2(z(s))≤0, | (2.18) |
where ¯q∗(s)=kNηq(s)exp(∫ss1m3(r)m2(r)dr). Integrating the latter inequality from u to s∈[u,∞) gives
M(u)L2(z(u)≥M(s)L2(z(s))exp(∫suˉq∗(w)Qη1(w,ρ(w))dw). | (2.19) |
From (2.16) and (2.19), we obtain
−m1(v)L1(z(v))≥∫sv(1M(u))1/η2(M(u)L2(z(u)))1/η2du≥(M(s)L2(z(s)))1/η2∫sv(1M(u)exp(∫suˉq∗(w)Qη1(w,ρ(w))dw))1/η2du. |
It follows that
−z′(v)≥(M(s)L2(z(s)))1/η[1m1(v)∫sv(1M(u)exp(∫suˉq∗(w)Qη1(w,ρ(w))dw))1/η2du]1/η1. |
Therefore,
z(s)≥(M(s)L2(z(s)))1/η∫st[1m1(v)∫sv(1M(u)exp(∫suˉq∗(w)Qη1(w,ρ(w))dw))1/η2du]1/η1dv. |
Then,
z(s)≥(M(s)L2(z(s)))1/ηQ2(s,t). |
This shows that (2.15) holds for n=2. To obtain (2.15) for arbitrary n∈N, this procedure can be done n times.
Theorem 2.3. Let ρ(s) be nondecreasing on [s0,∞). Suppose there exists n∈N such that one of the following first-order delay differential equations (2.9) is oscillatory and
lim sups→∞∫sρ(s)ˉq∗(t)Qηn(ρ(s),ρ(t))dt>1. | (2.20) |
Then Eq (1.1) is oscillatory.
Proof. Assume that x(s) is a nonoscillatory solution of Eq (1.1). Without loss of generality, let x(s)>0, x(ρ(s))>0, and x(μ(s))>0 on [s1,∞), s1≥s0. It follows from Lemma 2.1 that there exists s2≥s1 such that either (Ⅰ) or (Ⅱ) holds on [s1,∞). The proof of Case (Ⅰ) is identical to the proof of Theorem 2.1, Case (Ⅰ), and so it has been omitted. Assume (Ⅱ) is valid. As in the proof of Theorem 2.2, Case (Ⅱ), we have
−(M(s)L2(z(s)))′≥kNηq(s)exp(∫ss1m3(r)m2(r)dr)zη(ρ(s))=ˉq∗(s)zη(ρ(s)). |
Integrating the above inequality from ρ(s) to s, we obtain
M(ρ(s))L2(z(ρ(s)))≥∫sρ(s)ˉq∗(t)zη(ρ(t))dt. |
In view of the nondecreasing nature of ρ and (2.15), we obtain
M(ρ(s))L2(z(ρ(s)))≥M(ρ(s))L2(z(ρ(s)))∫sρ(s)ˉq∗(t)Qηn(ρ(s),ρ(t))dt. |
This is a contradiction with (2.20). The proof is complete.
Applying the results of [27,28,30,31] in Theorems 2.1–2.3, we get the asymptotic behavior of the solutions to Eq (1.1).
Corollary 2.1. Let ρ(s) be nondecreasing on [s0,∞). Suppose there exists n∈N such that one of the following conditions is satisfied:
(a)(a) lim infs→∞∫sρ(s)¯q(t)Pηn(ρ(t))dt>1e;
(b)(b) lim sups→∞∫sρ(s)¯q(t)Pηn(ρ(t))dt>1;
(c)(c) lim infs→∞∫sρ(s)¯q(t)Pηn(ρ(t))dt>α and lim sups→∞∫sρ(s)¯q(t)Pηn(ρ(t))dt>1−(1−√1−α)2.
If x(s) is a solution of Eq (1.1), then
(I) x(s) is either oscillatory or bounded;
(II) x(s) is either oscillatory or tends to zero eventually if (2.11) holds;
(III) x(s) is oscillatory if (2.20) holds.
Remark 2.1. We note that Theorems 2.2 and 2.3 are reduced to [10, Theorems 1 and 2] when η1=η2=1, m3(s)=0, k=1, and p(s)=0.
Examples are provided to demonstrate the significance of our results.
Example 3.1. Consider the third-order nonlinear neutral differential equation with a damping term of the form
{1sφ1([(s−1)φ3((x(s)+12x(s2))′)]′)}′+1s2φ1([(s−1)φ3((x(s)+12x(s2))′)]′)+6sx3(s−1)=0, s≥1, | (3.1) |
where m1(s)=s−1, m2(s)=1s, m3(s)=1s2, q(s)=6s, μ(s)=s2, ρ(s)=s−1, p(s)=12, η1=3, and η2=1. Using Maple software, we see that condition (iv) holds and ¯q(s)=34s2.
∫∞s2[1m1(v)∫∞v(1m2(u)∫∞uq(t)exp(∫tum3(r)m2(r)dr)dt)1/η2du]1/η1dv=∫∞1[1v−1∫∞v(u∫∞u16texp(∫tu1rdr)dt)du]13dv=∞. |
Also, we have, for n=1
lim infs→∞∫sρ(s)ˉq(t)Pηn(ρ(t))dt=lim infs→∞∫ss−1ˉq(t)P31(t−1)dt=lim infs→∞((1/8)s6−(1/8)(s−1)6−(9/10)s5+(9/10)(s−1)5+(9/4)s4−(9/4)(s−1)4−2s3+2(s−1)3)>1e. |
Then, according to Corollary 2.1, every solution to Eq (3.1) is either oscillatory or tends to zero as s→∞.
Example 3.2. Consider the third-order nonlinear neutral differential equation with a damping term of the form
{1s2φ1([19s2φ1((x(s)+13x(s−1))′)]′)}′+2s3φ1([19s2φ1((x(s)+13x(s−1)′)]′)+14s7x(s2)=0, t≥1, | (3.2) |
where m1(s)=19s2, m2(s)=1s2, m3(s)=2s3, q(s)=42s7, μ(s)=s−1, ρ(s)=s2, p(s)=13,η1=η2=1, k=13, and N=12. Using Maple software, we see that condition (iv) holds and ¯q(s)=283s5,q∗(s)=7s5. Also, we have, for n=1,
lim infs→∞∫sρ(s)¯q(t)Pηn(ρ(t))dt=lim infs→∞∫ss2¯q(t)P1(t2)dt=lim infs→∞((21/16)ln(2)−7/(2s)+105/(4s4)=0.90976>1e, |
lim sups→∞∫sρ(s)q∗(t)Qηn(ρ(s),ρ(t))dt=lim sups→∞∫ss2q∗(t)Q1(s2,t2)dt=lim sups→∞∫ss2q∗(t)∫s/2t/2∫s/2v(M(u))−1dum1(v)dvdt=lim sups→∞∫ss27t5(3s2+6st+9t2)(s−t)264dt=0.60029<1, |
and
lim sups→∞∫sρ(s)q∗(t)Qηn(ρ(s),ρ(t))dt=lim sups→∞∫ss2q∗(t)Q2(s2,t2)dt=lim sups→∞∫ss2q∗(t)∫s/2t/21m1(v)∫s/2ve∫s/2uq∗(w)Q1(w,w/2)dwM(u)dudvds=1.111>1. |
Thus, (a) is satisfied for n=1, and (2.20) is satisfied for n=2. Then, according to Corollary 2.1, every solution to Eq (3.2) is oscillatory.
Taher S. Hassan: Supervision, Writing-review editing, Software and Investigation; Emad R. Attia: Supervision, Writing-review editing, Software and Investigation; Bassant M. ElMatary: Supervision, Writing-original draft, Writing-review editing, Software and Investigation. All authors have read and agreed to the published version of the manuscript
The authors declare they have not used Artificial Intelligence (AI) tools in the creation of this article.
The Researchers would like to thank the Deanship of Graduate Studies and Scientific Research at Qassim University for financial support (QU-APC-2024-9/1). This study is supported via funding from Prince Sattam bin Abdulaziz University project number (PSAU/2024/R/1445).
The authors declare that there are no conflicts of interest regarding the publication of this article.
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