Wavefronts for a nonlinear nonlocal bistable reaction-diffusion equation in population dynamics
Li Chen, Evangelos Latos, Jing Li

TL;DR
This paper studies wavefront solutions in a nonlinear nonlocal reaction-diffusion equation relevant to population dynamics, establishing existence, properties, and limits of wavefronts as the nonlocal interaction range varies.
Contribution
It proves the existence of monotone wavefronts and semi-wavefronts for the nonlocal equation, and analyzes their behavior as the nonlocal interaction parameter approaches zero.
Findings
Existence of a critical wave speed c_*(σ) for monotone wavefronts.
Existence of a semi-wavefront c^*(σ) connecting zero to the largest equilibrium.
Wavefronts converge to local problem solutions as σ approaches zero.
Abstract
The wavefronts of a nonlinear nonlocal bistable reaction-diffusion equation, \begin{align*} \frac{\partial u}{\partial t}=\frac{\partial^2u}{\partial x^2}+u^2(1-J_\sigma*u)-du,\quad(t,x)\in(0,\infty)\times\mathbb R, \end{align*} with and are investigated in this article. It is proven that there exists a such that for all , a monotone wavefront can be connected by the two positive equilibrium points. On the other hand, there exists a such that the model admits a semi-wavefront with . Furthermore, it is shown that for sufficiently small , the semi-wavefronts are in fact wavefronts connecting to the largest equilibrium. In addition, the wavefronts converge to those of the local problem as .
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Taxonomy
TopicsMathematical and Theoretical Epidemiology and Ecology Models · Evolution and Genetic Dynamics · Nonlinear Differential Equations Analysis
Wavefronts for a nonlinear nonlocal bistable reaction-diffusion equation in population dynamics
Jing Li
College of Science, Minzu University of China, Beijing, 100081, P.R. China
,
Evangelos Latos
Lehrstuhl für Mathematik IV, Universität Mannheim, 68131, Germany
and
Li Chen
Lehrstuhl für Mathematik IV, Universität Mannheim, 68131, Germany
Abstract.
The wavefronts of a nonlinear nonlocal bistable reaction-diffusion equation,
[TABLE]
with and are investigated in this article. It is proven that there exists a such that for all , a monotone wavefront can be connected by the two positive equilibrium points. On the other hand, there exists a such that the model admits a semi-wavefront with . Furthermore, it is shown that for sufficiently small , the semi-wavefronts are in fact wavefronts connecting [math] to the largest equilibrium. In addition, the wavefronts converge to those of the local problem as .
Jing Li is supported by the Beijing Natural Science Foundation(Grant no. 9152013) and the Research Grant Funds of Minzu University of China. This work is partially supported by DFG Project CH 955/3-1 and the DAAD project “DAAD-PPP VR China”(Project-ID: 57215936).
Corresponding author: Evangelos Latos
Mathematical Subject Classifications: 35K65, 35K40.
Keywords: Wavefronts; Nonlocal; Bistable; Reaction-diffusion equation.
1. Introduction
In this work we study the nonlinear nonlocal reaction-diffusion equation
[TABLE]
where , is a -parameterized nonnegative kernel with
[TABLE]
and
[TABLE]
This equation has three constant solutions,
[TABLE]
The problem arises in population dynamics with nonlocal consumption of resources, for example in [7, 20]. It is used to model the behavior of various biological phenomena such as emergence and evolution of biological species and the process of speciation. Actually, similar nonlocal structure in the reaction term appears also in describing the behavior of cancer cells with therapy as well as polychemotherapy and chemotherapy [17, 18].
The reaction term consists of the reproduction which is proportional to the square of the density, the available resources and the mortality. The nonlocal consumption of the resources describes that the consumption at the space point is determined by the individuals located in some area around this point, where represents the probability density function that describes the distribution of individuals.
For , with a general nonlinearity, in the multi-dimensional case, the problem has been studied [9, 10] in terms of the existence of the classical solutions both in bounded and unbounded domains correspondingly. In [11], it is shown that the blow-up of the solution could happen for some . However, whether the solution exists is still not known in one dimension when .
In the case of , where is the Dirac function, equation (1.1) becomes the so called Huxley equation, which is a classical reaction-diffusion equation. It has the same constant solutions, [math], and to the nonlocal problem. The existence of traveling waves has been studied extensively in the literature (see [16, 4, 5, 8, 13, 22] among others). It’s proved that there exists a minimum speed such that the traveling waves connecting and exist for all values of the speed greater than or equal to this minimum speed. While the traveling waves connecting [math] and exist only for a single value of the speed.
Compared to the rich results for the local version of the Fisher-KPP reaction diffusion equation, very limited theoretical results exist for its nonlocal version. In the last few years, there has been several works on wavefronts for some typical nonlocal reaction diffusion equations. In the research of wavefronts, in order to get a priori bounds for the existence and monotonicity properties of the fronts, the classical methods substantially depend on the application of comparison principle. However, for the equation with nonlocal competition term, the most challenging point arises from the lack of the comparison principle. One first example is the following nonlocal Fisher-KPP equation
[TABLE]
Berestycki et al [7] proved that (1.2) admits a semi-wavefront connecting [math] to an unknown positive state for all and there is no such kind of wavefront with wave speed . In [19], Nadin et al numerically verified the existence of monotone wavefronts. After that, Alfaro et al [1] rigorously proved that (1.2) admits the rapid wavefront connecting [math] and . Furthermore, Fang et al [12] gave a sufficient and necessary condition for the existence of monotone wavefronts of (1.2) that connect the two equilibrium points [math] and . In a recent paper by Hasik et al [15], for nonsymmetric interaction kernel , the different roles of the right and the left interactions are investigated. Nonlocal equations with bistable reactions have been investigated in [23, 2, 3]. In [23], Wang et al studied
[TABLE]
where satisfies some bistable assumptions. Although it is a nonlocal problem, due to their special assumptions, the comparison principle still holds. Therefore, by constructing various pairs of super- and sub-solutions, employing the comparison principle and the squeezing technique, the authors proved the existence of monotone traveling wavefronts.
There are further results on equations with other bistable reactions, where comparison principle can not be applied. In [2], Alfaro et al. considered the following equation
[TABLE]
with . The Leray-Schauder degree method is used to indicate that (1.4) admits semi-wavefronts connecting [math] to an unknown positive steady state, which is above and away from the intermediate equilibrium. For focusing kernel, it is proved that the wave connects [math] and .
The wavefront solution for Equation (1.1) has been investigated, for small , in [3] by Apreutesei et al.. It satisfies
[TABLE]
They proved the existence of wavefronts of (1.1) that connect [math] and . In fact, for small , the nonlocal operator is a perturbation of the corresponding local operator, thus the implicit function theorem can be applied. More precisely, under the assumptions
[TABLE]
they obtained that there exists such that, for any , equation (1.6) has a solution with and . Furthermore, the solution is of the class with respect to .
In this paper, we study the existence of wavefronts of (1.1) which connect to and [math] to respectively by using a totally different method from [3]. The main results we obtained in this paper are as follows.
The first result shows the existence of wavefronts connecting to for any with big enough wave speed .
Theorem 1.1**.**
Suppose , then it holds that
- (i)
for any , there exists a such that when , , (1.1) admits a monotone wavefront , i.e., is the solution of the following problem
[TABLE] 2. (ii)
as , converges to . Moreover, for any , by fixing , has a subsequence converging to in , where is the solution of the following problem
[TABLE]
The second result demonstrates the existence of a semi-wavefronts connecting [math] to an intermediate state for any ; and furthermore this semi-wavefront can be extended to as goes to in the case of small .
Theorem 1.2**.**
Suppose , then it holds that
- (i)
there exists an such that for any and , (1.1) admits a semi-wavefront with , i.e. is the solution of the following problem
[TABLE]
and on , in . 2. (ii)
if furthermore for , then there exists such that for , is positive and the semi-wavefronts are in fact wavefronts with . 3. (iii)
as , converges to . Moreover, the solution has a subsequence converging to in , which satisfies
[TABLE]
Next we summarize the main methods used in this paper. To study the existence of monotone traveling wave, we use the classical method of sub- and super-solutions for an appropriate monotone operator, which is motivated by [14] on the time-delay Fisher-KPP equation and [12] on the nonlocal Fisher-KPP equation. In our case, it’s verified that the obtained monotone wavefronts connect the two positive states and . The proof of the existence of wavefronts connecting [math] and is more delicate. We start from a cut-off approximation, in a bounded domain , of the original problem and show that the solutions are between [math] and . Furthermore we can obtain the uniform -bound of the solutions independent of and the scale of the cut-off. By removing the cut-off and letting tend to infinity we derive the existence of semi-wavefronts which connect [math] to . To show the semi-wavefronts are in fact wavefronts with , the main difficulty is to exclude the case that and . Such a difficulty also arises in the construction of bistable wavefronts in [6, 2]. Instead of using the energy methods as in [6], we adopt a rather direct method by comparing the semi-wavefronts that has been obtained from the nonlocal problem with those of the corresponding local problem.
The paper is organized as follows. In Section 2, by monotone iteration method, we establish the existence of monotone wavefronts connecting the two positive equilibrium and . In Section 3, we prove the existence of semi-wavefronts by a limiting process. Moreover, for sufficiently small, we prove that the semi-wavefronts are wavefronts connecting [math] and . Furthermore, as , in both of Section 2 and Section 3, we prove that the wavefronts converge to those of the corresponding local problems.
2. Monotone wavefronts connecting and
To prove the existence of monotone wavefronts, we adopt the method of the sub- and super-solution. The main task is to define a monotone operator and to construct a pair of ordered lower and upper fixed points. To this end, we prove the following lemmata.
Lemma 2.1**.**
Denote
[TABLE]
then for any , we have
- (i)
; 2. (ii)
.
Proof.
- (i)
It can be easily checked that
[TABLE] 2. (ii)
Denote , then , which together with the monotonicity of with imply the monotonicity of in .
∎
Note that if satisfies (1.6), then we have
[TABLE]
Define
[TABLE]
then it is clear that finding a solution of (1.6) is equivalent to searching a function satisfying , which is equivalent to
[TABLE]
where are the two different real and positive roots of as .
Lemma 2.2**.**
For , let
[TABLE]
then
- (i)
if is a super-solution of (1.6), then and is also a super-solution. Moreover, for any sub-solution of (1.6) that satisfies , we have . 2. (ii)
if is increasing, then is also increasing.
Proof.
- (i)
if is a super-solution of (1.6), then
[TABLE]
Let , then
[TABLE]
Let , , then from (2.1) and (2.2), we obtain and
[TABLE]
which means that . Similarly, we can get .
Furthermore, noticing
[TABLE]
from (ii) of Lemma 2.1 we derive
[TABLE]
It follows that and is also a super-solution. 2. (ii)
If is increasing, then from (ii) of Lemma 2.1 we obtain is also increasing, therefore
[TABLE]
Furthermore, we have
[TABLE]
which implies that is also increasing in .
∎
Define
[TABLE]
and
[TABLE]
which, by a change of variable, are equivalent to
[TABLE]
and
[TABLE]
respectively. Similar to Proposition 2.1 in [12], we have the following result
Proposition 2.1**.**
For any , there exists , which is increasing in , such that if , then , , admit the largest negative roots , and there exists such that . While if , there exists such that admits no negative root.
Proof.
Due to the fact that for any fixed , is increasing in and decreasing in , one has that for any , there exists such that is increasing in and , , have at least one negative root if and only if . ∎
Next, we will construct a pair of sub- and super-solutions in order to obtain a wavefront .
For fixed , let
[TABLE]
where is a solution of , is a solution of , and are uniquely determined by
[TABLE]
so that
[TABLE]
Proposition 2.2**.**
For , is a sub-solution of (1.6), i.e., .
Proof.
For , due to the fact that
[TABLE]
we have
[TABLE]
For , noticing that
[TABLE]
we have
[TABLE]
where we have used that and
[TABLE]
∎
Denote
[TABLE]
where is the largest negative root of , is the constant such that is a constant to be determined later, and achieves its minimum at the point
[TABLE]
with
[TABLE]
Since , it is easy to verify that for sufficiently large , and . Moreover, is a function and is increasing with respect to .
Proposition 2.3**.**
For , is a super-solution of (1.6) for , i.e., .
Proof.
For ,
[TABLE]
For fixed , we have
[TABLE]
For any
[TABLE]
noticing that , we have
[TABLE]
for sufficiently large , which implies
[TABLE]
For , noticing that
[TABLE]
and
[TABLE]
we have
[TABLE]
where we have used the fact that , and
[TABLE]
For sufficiently large, since , it is easy to see that . ∎
Lemma 2.3**.**
Any solution to (1.5) with and has the property that .
Proof.
Let , then the sequence of functions solve
[TABLE]
Since is bounded, is uniformly bounded with respect to . From the classical theory for second order linear elliptic equations, we obtain that for all ,
[TABLE]
From Sobolev embedding theorem, there is a subsequence of , still denoted by itself, such that strongly in and weakly in Then and
[TABLE]
which implies and . Similarly, we can prove that . ∎
Proof of Theorem 1.1.
The proof consists of the following two parts.
- (i)
First we consider the case
[TABLE]
Let and define the bounded continuous function sequence by the following iteration scheme
[TABLE]
Then from Lemma 2.1 and Lemma 2.2, we can obtain that for any ,
[TABLE]
is increasing and satisfies
[TABLE]
Hence, there exists a increasing function such that a.e. for . Therefore, we have
[TABLE]
which implies that is a solution of (1.5). Since is increasing, there exist two non-negative constants , such that
[TABLE]
By Lemma 2.3, we have , . Noticing that
[TABLE]
we have . Furthermore,
[TABLE]
imply , then , which means that is a solution of (1.6).
Since and , we claim that for . In order to prove this, a direct computation from
[TABLE]
gives that
[TABLE]
Therefore,
[TABLE]
by noticing that
[TABLE]
and are the two positive roots of . Furthermore, can be obtained directly from (1.6).
We are left to consider the case
[TABLE]
Choosing such that and , then for each , the above discussion gives a monotone travelling wavefront with speed , such that
[TABLE]
By appropriate translations, we fix
[TABLE]
By Arzelà-Ascoli theorem, and have a locally uniformly convergent subsequence with limit , and
[TABLE]
together with
[TABLE] 2. (ii)
By Proposition 2.1, we have that and is decreasing as . Thus there exists such that . Next we take the limit . Let be the solution of (1.6) that has been obtained in the previous step, where , and by appropriate translations, fix
[TABLE]
and
[TABLE]
Therefore, has a subsequence which converges to locally uniformly in as , where is the solution of (1.7), that is,
[TABLE]
∎
3. Semi-wavefronts with and wavefronts connecting [math] and
In this section, we study the existence of wavefronts connecting [math] and .
We construct the wavefronts connecting [math] and by considering a sequence of approximating problems on intervals , and then pass to the limit . In particular, two difficulties arise in the proof. One comes from showing that the speed and the norm of are controlled by a constant independent of , and the other comes from establishing that the two equilibriums [math] and are indeed reached at infinity.
For , we introduce the homotopy parameter and a smooth cut-off function with such that for and
[TABLE]
We consider the following problem with cut-off both in space variable and in the nonlinear reaction,
[TABLE]
with
[TABLE]
where is the extension of with on and on .
If
[TABLE]
then and in a neighborhood of , which together with (3.1) implies in the same neighborhood. The maximum principle implies that , which is a contraction. Thus,
[TABLE]
For fixed , we normalize the wavefront such that
[TABLE]
This constraint indirectly fixes the speed .
We claim that is increasing in . In fact, if there exists a local maximal point such that , , then from (3.1), we obtain
[TABLE]
which contradicts to (3.3). Therefore, is increasing in and .
The following lemma provides a priori bounds for .
Lemma 3.1**.**
There exist and such that, for all , , and , any solution of (3.1)-(3.3) satisfies
[TABLE]
Proof.
Noticing for all , which together with the fact that and imply that
[TABLE]
Let
[TABLE]
then for all . From
[TABLE]
we obtain that for ,
[TABLE]
and
[TABLE]
We claim that
[TABLE]
We first prove (3.6). Assuming the contrary, from (3.4), by choosing , we have
[TABLE]
This cannot hold for a bounded function and for . Similarly we can verify (3.7).
Next we prove the boundedness of on uniformly in , , and .
For , with the change of variables
[TABLE]
we have
[TABLE]
Then (3.1) is transformed into
[TABLE]
Denote , we obtain
[TABLE]
where
[TABLE]
We have that , which is a direct consequence of . shows that . Let
[TABLE]
Next we will give a lower bound for and an upper bound for uniformly in , , and . Denote
[TABLE]
which are the roots of . Suppose that achieves its minimum at , i.e.,
[TABLE]
If , then
[TABLE]
If , then
[TABLE]
While if , then . From (3.8), we obtain
[TABLE]
thus
[TABLE]
On the other hand, suppose that achieves its maximum at , i.e.,
[TABLE]
If , then
[TABLE]
If , then , from (3.8), we obtain
[TABLE]
thus
[TABLE]
If , then . From (3.8), we obtain
[TABLE]
then
[TABLE]
From the above discussion, we obtain that
[TABLE]
and
[TABLE]
Furthermore, noticing and , the uniform boundedness of can be obtained.
For , with the change of variables , since
[TABLE]
and
[TABLE]
by similar analysis, the uniform boundedness of achieves.
Now we have proved that the bounds of and are independent of , , and . Then from (3.1), for , the uniform boundedness of can be obtained. While for the case , the uniform boundedness of follows directly from (3.1). Finally, for any , there exists a constant independent of , , and such that . ∎
The next lemma provides an a priori bound for the speed .
Lemma 3.2**.**
There exists , for any , there exists such that for all , , any solution of (3.1)-(3.3) satisfies . Moreover, for , there exists such that for all , and , we have .
Proof.
Since , the solution of (3.1) satisfies the inequality
[TABLE]
We will prove for big enough by a contradiction argument. If , let
[TABLE]
then
[TABLE]
Noticing
[TABLE]
by comparing the equations (3.9) and (3.10), we have that in . However,
[TABLE]
which is impossible for
[TABLE]
Hence, is impossible for sufficiently large.
Next we prove a lower bound for with given . We consider a solution of (3.1)-(3.3). It satisfies
[TABLE]
as well as , . If is the solution of with and , then by comparison principle, we obtain . As can be computed explicitly and
[TABLE]
We see that as . It follows that, for any , there exists such that implies , which contradict with the fact that and . Therefore, if is a solution of (3.1)-(3.3), then
In the end, we obtain a lower bound for the speed with . Suppose that . We start by proving that the derivative is bounded by on an interval with the constants independent of . Choosing in (3.5) and noticing that , we obtain
[TABLE]
and for some constant independent of , we have
[TABLE]
Otherwise for all which cannot hold for a bounded function with and on interval for big enough .
For a fixed there exists independent of such that for ,
[TABLE]
We are going to prove that
[TABLE]
If this is not true, assume . Thanks to the conditions and , we can define as the smallest positive real such that . From (3.12)we obtain for , we have
[TABLE]
and as soon as . Furthermore, we have
[TABLE]
as soon as .
For , is increasing on . If not, the definition of implies the existence of a local minimum . Noticing , , , from (3.1), we have , which together with (3.13) and (3.14) implies
[TABLE]
which is a contraction.
Therefore, for , , we have and thus
[TABLE]
It follows that , which together with (3.11) and (3.12) implies , which is a contraction.
Finally, it is proved that is an explicit lower bound for . ∎
Now we begin the homotopy argument. The a priori bounds obtained in Lemma 3.1 and 3.2 allow us to use the Leray-Schauder topological degree argument to prove existence of solutions to the problem (3.1)-(3.3) with on the bounded domain .
Proposition 3.1**.**
There exist and such that, for all , and , (3.1)-(3.3) with has a solution , i.e., satisfies
[TABLE]
with
[TABLE]
Proof.
We introduce a map which is defined from the Banach space , equipped with the norm , onto itself, i.e.,
[TABLE]
where is the solution of the linear system
[TABLE]
A solution of the finite interval problem (3.1)-(3.3) is a fixed point of and satisfies and vice versa. Hence, in order to show that (3.17) has a wavefront, it suffices to show that the kernel of the operator is nontrivial. The classical regularity theory implies that the operator is compact and continuous in . Let . Then Lemma 3.1 and 3.2 show that the operator does not vanish on the boundary with sufficiently large for any . It remains only to show that in . The homotopy invariance property of the degree implies that . Moreover, for , the operator is given by
[TABLE]
Here solves
[TABLE]
and is given by
[TABLE]
In particular, since is decreasing in , and , there exists a unique such that . The mapping is homotopic to
[TABLE]
The degree of the mapping is the product of the degrees of each component. As is decreasing in , . While . Thus
[TABLE]
and thereafter a solution of exists. ∎
The following lemma is used as a preparation in passing to the limit and .
Lemma 3.3**.**
For any solution of (1.8) with and
[TABLE]
where , , it holds that .
Proof.
Rewrite the first equation of (1.8) as
[TABLE]
then multiply it by and integrate from to for arbitrary , we get
[TABLE]
Denote the last term by , Cauchy’s inequality implies
[TABLE]
Noticing
[TABLE]
again by Cauchy’s inequality we obtain
[TABLE]
Integrating the above inequality, we have
[TABLE]
A combination of (3.22), (3.23) and (3.24) gives us
[TABLE]
If , then . Furthermore, implies that , thus exists. Then from Lemma 2.3, we have . ∎
Proof of Theorem 1.2.
From Proposition 3.1, for each and , the problem (3.17) does have at least one solution . Next we will show that, for and then going to , the sequence (or an extracted subsequence) converges to a solution of (1.8).
- (i)
Having constructed a solution of (3.17) with
[TABLE]
and noticing that , and are uniform in and . We can take the limit and in the approximating problem, and show that the limit is the wavefront that connects [math] and . Namely, with fixed , for , there exists a subsequence of and , denoted by itself, such that and in . Then
[TABLE]
Moreover, from the definition of , we have in as . Then is the solution of
[TABLE]
Again, there exists a subsequence , such that and in , and
[TABLE]
together with
[TABLE]
Furthermore, the limit is a solution of , with for . Hence, as , and . By Lemma 2.3, we have . 2. (ii)
In order to show that , we have to start from the approximation in with and then take the limit . In other words, we need to prove . The uniform bound of provides that
[TABLE]
Thus
[TABLE]
Denote , the equation can be rewritten as
[TABLE]
where . Let be the three solutions of . There exists such that that for , it holds . Let be the solution of
[TABLE]
By maximum principle, we have that . By comparison principle as in [6], we get that for . Then by the classical theory of elliptic equations, there exists a subsequence , denoted by itself, such that as , , and in . and the limit satisfies the following local problem
[TABLE]
It can be easily verified that in .
Now we claim that there exists a constant such that , for any . This can be proved in the following. We reformulate (3.28) into its integral version
[TABLE]
where
[TABLE]
and
[TABLE]
The first order derivative of is
[TABLE]
Thus we have
[TABLE]
and
[TABLE]
which imply that
[TABLE]
Then the boundedness of follows from the boundedness of . For any , multipling (3.28) by and integrating from to , we get
[TABLE]
Next, we need to prove that is strictly positive in order to show that is bounded in .
Noticing that
[TABLE]
we have that
[TABLE]
Together with the fact that,
[TABLE]
it is easy to verify that there exists such that for and big enough ,
[TABLE]
From (3.29) and ((ii)), we obtain
[TABLE]
Thus
[TABLE]
which implies that . By the same arguments as that in Lemma 2.3, we obtain exists and belong to . Furthermore, noticing and , we have . Now we claim that . If , noticing that , then from the theory of travelling waves for local problem, there must holds , which contradict with the fact that . Thus , which means that either or . Again from the theory of travelling waves for local problem, we obtain there exists independent of such that . Then Lemma 3.3 implies that for
[TABLE]
exists and belongs to . Noticing that , we have
[TABLE]
Therefore, . 3. (iii)
In the end, as a byproduct, we can also take the limit . Let be the solution of (1.8) with . Noticing that
[TABLE]
with , and independent of for , we get a subsequence of , denoted by itself, such that and locally uniformly in as , where is the solution of (1.9), i.e.,
[TABLE]
∎
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