We investigate the existence of ground state solutions for a -Laplacian system with and potential wells on a weighted locally finite graph . By making use of the method of Nehari manifold and the Lagrange multiplier rule, we prove that if the nonlinear term takes on the super--linear growth and the potential functions and satisfy some suitable conditions, then for any fixed parameter , the system is provided with a ground state solution . Additionally, we set up the convergence property of the solutions set when .
In recent years, the analysis on graphs has attracted some attentions. For example, Bauer et al. (2015) proved a discrete version of Li–Yau inequality valid for solutions to the heat equation on graphs. Horn et al. (2019) proved a Gaussian estimate for the heat kernel, along with Poincaré and Harnack inequalities. It is remarkable that some analysis on graphs has been applied to the investigation of machine learning, data analysis, neural network, image processing, etc. (e.g., see Alkama et al., 2014; Arnaboldi et al., 2015; Elmoataz & Toutain M, 2015; Ta et al., 2010, 2008).
Next, we would like to address some investigations of the partial differential equations on graphs. For example, the heat equations (Huang, 2012), the Liouville type equations (Ge et al., 2018), the Fokker-Planck equation (Chow et al., 2017), and the Schrödinger equation (Chow et al., 2019). Especially, Grigoryan et al. (2017) studied the following nonlinear equation on a locally finite graph :
where is a graph Laplacian defined (1) below, is the vertex set, and is the edge set, satisfies some suitable assumptions and satisfies the superquadratic growth condition. They established some existence results via mountain pass theorem. Grigor’yan et al. (2016) established some existence results to the Yamabe type equation
by the mountain pass theorem, where which is the first eigenvalue of . They also considered a -Laplacian equation with Dirichlet boundary value and a generalized poly-Laplacian equation with Dirichlet boundary value on weighted locally finite graph, and a -Laplacian equation and a generalized poly-Laplacian equation on finite graph by the same method. Inspired by Grigor’yan et al. (2016), and Pinamonti & Stefani (2022) studied a poly-Laplacian equation and proved existence of weak solutions under different conditions. Besides, they obtained a uniqueness result for a -Laplacian equation by the Brezis-Strauss theorem.
Besides, the existence of ground state solutions on graphs have also attracted some academics via the Nehari manifold method which was developed by Nehari (1959) firstly. Zhang & Zhao (2018) studied the convergence of ground state solutions for the following nonlinear Schrödinger equation on a locally finite graph ,
where and satisfies the following assumptions:
and the potential well is a non-empty, connected, and bounded domain in ;
there exists a vertex such that as .
And, as , the solutions family converges to a ground state solution of the following Dirichlet problem:
Han et al. (2020) considered the following biharmonic equation on locally finite graph :
where , satisfied and and they investigated the existence of ground state solution on graphs by the Nehari manifold method. Moreover, as , they also obtained that the solution converges to a ground state solution of the following Dirichlet problem:
Han & Shao (2021) investigated the following -Laplacian equation with on locally finite graph :
where . They got that the equation admits a ground state solution via the Nehari manifold method and the deformation lemma. Besides, they also proved the convergence of ground state solution. They assumed that the nonlinear term satisfies the following conditions:
for any , is continuous in , , and for any fixed there exists a constant such that for all ;
there exists some such that for any and there holds
for any , there holds
there exist some and such that
is strictly increasing on and for all .
The assumptions on the potential satisfies and
.
Shao (2023) studied the following -Laplacian systems with on locally finite graph :
where and satisfies the following conditions:
and holds for all , where . The assumptions on the potential and satisfies
. The potential well , , and , and are all non-empty, connected, and bounded domains in .
there exists a vertex such that and as .
Shao established the existence of ground state solutions by the Nehari manifold method. When , the ground state solutions family converges to ground state solutions of the corresponding Dirichlet equation.
The ground state solutions for partial differential equations in the Euclidean setting have been studied extensively. We mainly refer to the work by Papageorgiou et al. (2020) which inspired our work. Papageorgiou et al. (2020) established the existence result of the ground state solution by the Nehari manifold method and the Lagrange multiplier rule for the following double phase problems:
where is a bounded domain in with a smooth boundary, is the critical Sobolev exponent corresponding to , which is defined by the following equation:
satisfies the following assumptions: is a measurable function such that for a.e. and
for a.e. and all , with
Let . Then uniformly for a.e. and there exist constants and such that
where is the vertex set, , , and and are potential functions. The nonlinear term and is the discrete -Laplacian on graphs. We prove that for every given , the system admits a ground state solution via the method of Nehari manifold and the Lagrange multiplier rule. As , we also obtained that the solutions family converges to the solution of the limit problem defined on the potential wells and :
where are bounded domains, and , denotes the boundary of and denotes the boundary of which is defined by (1.4) below.
To describe our problems and results more clearly, we review some concepts and assumptions (see Han & Shao, 2021; Grigor’yan et al., 2016; Grigoryan et al., 2017). Let be a graph, where denotes the vertex set and denotes the edge set. For any , if there are only finite such that , then is called a locally finite graph. is connected if any two vertices and can be connected via finitely many edges. Let a measure be finite. If there exists a constant such that for all , we call that is a uniformly positive measure. is said to be symmetric, namely . For any edge with two vertexes of , assume that its weight and for any , , where is a positive constant. Here and throughout this article, stands for any vertex connected with by an edge . The distance of two vertices is defined by the minimal number of edges which connect these two vertices. is a bounded domain in , if the distance is uniformly bounded from above for any . Obviously, a bounded domain of a locally finite graph contains only finite vertices. Denote that the boundary of by
and the interior of by . Obviously, .
For any , we define
where . The corresponding gradient form is
Write . The length of the gradient is defined by the following equation:
For any function , we denote
When , we define the -Laplacian operator by with
In the distributional sense, can be written as follows. For any ,
where .
When , we define
and the norm by
When , we define
with the norm
We define , where
Next, we introduce the following assumptions on and
and is twice continuously differentiable in for all ;
there exist constants and such that
where and ;
there exist constants , two functions such that with for all , with for all and
and for all and .
The assumptions on the potential functions and are:
for all . The potential wells , , and and are all non-empty, connected and bounded domains in .
and .
We define
which is provided with the norm
where . Let us consider the space and .
Define
and
To study problem (1.2), it is natural to consider the function space
It is easy to see that the space . Define the norm , where
The functional related to (1.2) is defined by the following equation:
Under assumptions and , a standard procedure can show that and
for all . By Lemma 3.1 below, the critical point of is the point-wise solution of system (1.2).
Define the Nehari manifold
and the least energy level
It is well-known that if can be achieved by some function and is a critical point of the functional , then is a ground state solution of (1.2). Next, we provide our main results.
Let be a locally finite graph and it is connected, symmetric and there exists such that for all . For any , , where is a positive constant. Assume , where , and , and hold. Then for every , there exists a ground state solution of system (1.2) and satisfies (3.21) below.
There exists examples satisfying Theorem 1.1. For example, let and
In order to investigate the asymptotic behavior of to the solution of (1.3), we define by the completion of under the norm
and by the completion of under the norm
where denotes the set of all functions satisfying and on for some subset . It is suitable to study (1.3) in the space and is a reflexive Banach space with finite dimensional. Define the norm .
where and . By a standard argument, we can verify that and
for any . The corresponding Nehari manifold is
Let
Similar to Theorem 1.1, system (1.3) also has a ground state solution and the ground state solutions of system (1.2) converge to a ground state solution of system (1.3).
Let be a locally finite graph and it is connected, symmetric, and there exists such that for all . For any , , where is a positive constant. , and are non-empty, connected, and bounded domains in . Assume , , , and satisfies . Then system (1.3) has a ground state solution . Besides for any sequence , up to a sequence, the ground state solutions family of (1.2) converge to a ground state solution of (1.3).
Our works generalize those results by Han & Shao (2021) in some sense, and corresponding to the scalar case is weaker than . Moreover, Shao (2023) studied system (1.2) with and and the nonlinear term is independent on (see system (1.1) for details). However, our system (1.2) allowed the fact that and are allowed to be unequal, and the nonlinear term is allowed to depend on . It is easy to verify that the example in Remark 1.1 does not satisfy the condition . Hence our result is different from that by Shao (2023).
Preliminaries
In this section, we present some Sobolev embedding theorems on the locally finite graph and their proofs.
Let be a locally finite graph and assume . Then for any and all , there is
where and .
It follows from Lemma 2.6 by Han & Shao (2021) that and . Furthermore,
The proof is complete. □
Let be a locally finite graph and assume that and hold. Then for any , and are continuously embedded into and and for any and ,
where ,
Moreover, is continuously embedded into for all and
The proof is similar to Lemma 2.6 by Han & Shao (2021) with some slight modifications. According to Lemma 2.1, when , we have
On the other hand, by Lemma 2.6 by Han & Shao (2021), . So combining (2.4), there is
Similarly, it is easy to prove that the second inequality also holds in (2.1).Thus,
The proof is complete. □
Let be a locally finite graph and assume that and hold. Then for any given and any bounded sequence , there exists such that, up to subsequence,
Since is a reflexive Banach space. Thus for any bounded sequence , we get that, up to a subsequence, in . In addition, by Lemma 2.2, we can get in and in . The remaining proof is similar to Lemma 2.6 by Han & Shao (2021) with substituting and for by Han & Shao (2021), respectively. We omit it here. □
and are compactly embedded into and for any , respectively, and for any ,
where
Moreover, is pre-compact, namely, if is bounded in , then up to a subsequence, there exists some such that in in .
The proof of (2.5) is similar to Lemmas 2.1 and 2.2. In fact,
The proof of the first inequality in (2.5) is completed. Similarly, we can also easily complete the proofs of the other two inequalities in (2.5). Since is a finite set in , and are finite dimensional spaces. Hence, is pre-compact. Then for any bounded sequence , there is subsequence, still denoted by , such that and . Furthermore, by (2.5), we can get and . So is compactly embedded into for any .
The Existence of Ground State Solutions
In this section, we prove Theorem 1.1 by the Nehari manifold method and the Lagrange multiplier rule.
If is a weak solution of (1.2), is also a point-wise solution of (1.2).
The proof is standard (e.g. see Yang & Zhang, 2024). For completeness, we also present it here. Since is a weak solution of (1.2), for any , there holds
Then by the Lagrange multiplier rule, we can find such that for , we have
Suppose . Then . When , by , we get
It is a contradiction. Similarly, when , we can also have the same contradiction. So . From (3.20), we get and so is a nontrivial solution of (1.2). Moreover, by Lemma 3.8, the weak lower semi-continuity of the norm and Lemma 3.9, it is easy to obtain that
Thus the proof is completed.
Convergence of the Ground State Solutions Family
In this section, we prove that the ground state solutions family of (1.2) converge to a ground state solution of (1.3) as , which imply Theorem 1.2.
If and hold, then as , where is defined by (1).
Since (see Appendix A.5), we obviously have that for any . Take a sequence as such that
where is the ground state of (1.2) with and is the corresponding ground state solution. Similar to the proof of Lemma 3.3, it can be obtain that is non-empty, that is, there exists a . Then by the definition of , we obtain that . Lemma 3.5 tells us that .
Besides by the definitions of and , it is easy to see that and so is uniformly bounded in . So there exists such that
Here we have used the proof of Lemma 2.3 with replacing , and with , and , respectively, which is easily verified.
We claim that and . Otherwise, without loss of generality, we assume that there exists a vertex such that . Since , we have
Since , , and , then by , we get that , which is a contraction to the fact that . So . Similarly, we can also obtain that .
Similar to (3.11), by (4.3), Appendices A.2, A.3, and Lebesgue dominated convergence theorem, for all , we have
Since and and , it follows from that
which shows that for all . Next, we claim that . In fact, if , without loss of generality, setting , then by the fact that and for all , (4.4) and (4.5), we have
It is a contradiction. Hence .
Combining Lemma 3.3, it is easy to verify that there exists a constant such that and further by and , we can obtain . Then by the weak lower semi-continuity of norm, (4.3) and (4.4), we can infer that
Then combining with (4.1), we get The proof is complete.
Proof of Theorem 1.2. From Lemma 4.1, and , we obtain that . We have proved in Lemma 4.1 that and . Then there exists some such that . First we claim that as , there hold
and
Otherwise, by (4.3) and the weak lower semi-continuity of the norm, for some and , there holds
or
or
If any of the above four formulas hold, we get
which contradicts to the definition of and then the claim is proved.
Now we can prove that is a ground state solution of (1.3). Firstly, we shall prove is a weak solution of (1.3). Since is the ground state solution, then . Thus for any , we have
By and noting that and , it is easy to obtain that and for any . Then (4.8) reduces to
Note that
By (4.1), . According to the definition of the local finite graph, we obtain that and are finite sets. So is a finite dimensional space. Then, up to a subsequence, in . Thus we can get and . Similar to (7.10) and (7.11) by Yang & Zhang (2024), we can get and . Thus (4.10) shows that
which tells us that . Hence is a solution of (1.3).
Next, we shall prove is a ground state solution of (1.3). By , (4.3), (4.4), (4.6), and (4.7), we have
Since and Lemma 4.1 tells us that , then . Thus we get that is a solution of (1.3) which achieves the ground state. Finally, by Lemma 4.1 and the above proofs, we can conclude that for any sequence , up to a subsequence, the corresponding ground state solutions of (1.2) satisfying converge to a ground state solution of (1.3) with ground state energy . Thus Theorem 1.2 is proved.
Footnotes
Authors’ contributions
The authors contribute the manuscript equally.
Funding
The author(s) disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: This project is supported by Yunnan Fundamental Research Projects (grant No: 202301AT070465) and Xingdian Talent Support Program for Young Talents of Yunnan Province.
Declaration of Conflicting Interests
The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Appendix A.1.
Assume that. Then.
When , we have
then
If , then , we can obtain .
When , we have
then
If , then , we can obtain .
Thus when , we have , that is, . □
Appendix A.2.
Assume that and hold. then
for alland.
From and Young inequality, we can get
Thus, the proof is completed. □
Appendix A.3.
Assume thatholds. then
for alland, whereand.
It follows from that
Thus, we finish the proof. □
Appendix A.4.
Ifandholds, then () holds.
Let .
Then
So is a strictly monotonically increasing function. Thus . □
Appendix A.5.
.
For any , we have
Then by , and the fact that is the completion of , we have
Thus . □
References
1.
AlkamaS.DesquesnesX.ElmoatazA. (2014). Infinity Laplacian on graphs with gradient term for image and data clustering. Pattern Recognition Letters, 41, 65–72.
2.
ArnaboldiV.PassarellaA.ContiM.DunbarR. (2015). Online social networks: Human cognitive constraints in facebook and twitter personal graphs. Elsevier.
3.
BauerF.HornP.LinY.LippnerG.MangoubiD.YauS. T. (2015). Li-Yau inequality on graphs. Journal of Differential Geometry, 99(3), 359–405.
4.
ChowS. N.LiW.ZhouH. (2017). Entropy dissipation of Fokker-Planck equations on graphs. arXiv preprint arXiv:1701.04841.
5.
ChowS. N.LiW.ZhouH. (2019). A discrete Schrödinger equation via optimal transport on graphs. Journal of Functional Analysis, 276(8), 2440–2469.
6.
ElmoatazA.ToutainM.TenbrinckD. (2015). On the -Laplacian and -Laplacian on graphs with applications in image and data processing. Siam Journal on Imaging Sciences, 8(4), 2412–2451.
7.
GeH.HuaB.JiangW. (2018). A note on Liouville type equations on graphs. Proceedings of the American Mathematical Society, 146(11), 4837–4842.
8.
GrigoryanA.LinY.YangY. Y. (2017). Existence of positive solutions to some nonlinear equations on locally finite graphs. Science China Mathematics, 60(7), 1311–1324.
9.
Grigor’yanA.LinY.YangY. (2016). Yamabe type equations on graphs. Journal of Differential Equations, 261(9), 4924–4943.
10.
HanX. L.ShaoM. Q. (2021). -Laplacian equations on locally finite graphs. Acta Mathematica Sinica, English Series, 37(11), 1645–1678.
11.
HanX. L.ShaoM.ZhaoL. (2020). Existence and convergence of solutions for nonlinear biharmonic equations on graphs. Journal of Differential Equations, 268(7), 3936–3961.
12.
HornP.LinY.LiuS.YauS. T. (2019). Volume doubling, Poincar inequality and Gaussian heat kernel estimate for non-negatively curved graphs. Journal für die Reine und Angewandte Mathematik (Crelles Journal), 2019(757), 89–130.
13.
HuangX. (2012). On uniqueness class for a heat equation on graphs. Journal of Mathematical Analysis and Applications, 393(2), 377–388.
14.
NehariZ. (1959). On a class of non-linear second-order differential equations. Mathematics Division, Office of Scientific Research.
15.
PapageorgiouN. S.RădulescuV. D.RepovšD. D. (2020). Ground state and nodal solutions for a class of double phase problems. Zeitschrift für Angewandte Mathematik und Physik, 71(1), 1–15.
16.
PinamontiA.StefaniG. (2022). Existence and uniqueness theorems for some semi-linear equations on locally finite graphs. Proceedings of the American Mathematical Society, 150(11), 4757–4770.
17.
ShaoM. (2023). Existence and convergence of solutions for -Laplacian systems with homogeneous nonlinearities on graphs. Journal of Fixed Point Theory and Applications, 25, 1–21.
TaV. T.ElmoatazA.LézorayO. (2008). Partial difference equations on graphs for mathematical morphology operators over images and manifolds. 2008 15th IEEE International Conference on Image Processing, 801–804. IEEE.
20.
TaV. T.ElmoatazA.LézorayO. (2010). Nonlocal PDEs-based morphology on weighted graphs for image and data processing. IEEE Transactions on Image Processing, 20(6), 1504–1516.
21.
XieJ.ZhangX. (2018). Infinitely many solutions for a class of fractional impulsive coupled systems with -Laplacian. Discrete Dynamics in Nature and Society, 2018(1), 9256192.
22.
YangP.ZhangX. (2024). Existence and multiplicity of nontrivial solutions for a -Laplacian system on locally finite graphs. Taiwanese Journal of Mathematics, 28(3), 551–588.
23.
ZhangN.ZhaoL. (2018). Convergence of ground state solutions for nonlinear Schrödinger equations on graphs. Science China Mathematics, 61(8), 1481–1494.