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Stability and traveling fronts for a food chain reaction-diffusion systems with nonlocal delays

Chenglin Li¹Email author and
Guangchun Huang²

Journal of Inequalities and Applications20162016:326

https://doi.org/10.1186/s13660-016-1264-0

Received: 31 May 2016
Accepted: 29 November 2016
Published: 13 December 2016

Abstract

This paper is purported to investigate a food chain reaction-diffusion predator-prey system with nonlocal delays in a bounded domain with no flux boundary condition. We investigate the global stability and find the sufficient conditions of global stability of the unique positive equilibrium for this system. The derived results show that delays often restrain stability. Using the method of linearizing this system, we see that the zero equilibrium is unstable. Moreover, by constructing upper-lower solutions, we find that there exist traveling wavefronts which connect the zero equilibrium and positive equilibrium when the wave speed is large enough and the prey intrinsic growth rate and the death rate of the predator are relatively big.

Keywords

stability
nonlocal delay
traveling waves

1 Introduction

The work on dynamics of predator-prey systems is one of the dominant topics in mathematical ecology. Among the relationships between the species living in the same environment, the predator-prey theory plays important role. The spatial content of the environment has often been ignored in traditional predator-prey systems. These systems have been formulated and investigated to reveal the time evolution of uniform population distributions in their habitats. However, the spatial distribution of the species is usually inhomogeneous, and ecologists and mathematical ecologists employ the reaction-diffusion predator-prey systems to model the interaction and the tendency of movement between predator and prey which imply that the species diffuse to areas of smaller population concentration during the process of evolution, mainly due to resource limitation. In the past two decades, reaction-diffusion predator-prey systems have been extensively discussed [1–9], but what these models reveal is that the future state of the models is determined only by the present, that is, it is independent of the past. For these systems, the predators must take time to digest their food (preys) before further responses and activities take place. Therefore, the models of species without delays are approximate at best. A realistic model must incorporate the past history of the system, that is, it must include the delay. Recently, some work has studied a delayed diffusive predator-prey system [10–13].

The theory of traveling fronts for the reaction-diffusion equations is one of the fastest developing areas of modern mathematics and has already attracted much attention due to its significance in physics, chemistry, biology and epidemiology. The traveling wave problem for reaction-diffusion systems has been studied by many authors [14–16] in the past ten years. The food chain is a common phenomenon in population ecology. It is also central to understanding of the community structure in ecology. We will explore a basic example of a food chain, namely, a three species food chain in which a resource species is preyed upon by an intermediate predator which in turn is preyed upon by a dominant predator, and this model includes nonlocal delays.

Motivated by the above work, we mainly take into account the following food chain reaction-diffusion predator-prey system with nonlocal delays:

$$ \begin{aligned} &\frac{\partial u_{1}}{\partial t}-d_{1}\Delta u_{1} =u_{1}(r_{1}-a_{1}u_{2}-b_{1}u_{1}), \\ &\frac{\partial u_{2}}{\partial t}-d_{2}\Delta u_{2} =u_{2} \biggl(r_{2}-b_{2}u_{2}-a_{2}u_{3} +a_{3} \int_{\Omega} \int_{-\infty }^{t}K_{1}(x,y,t-s)u_{1}(s,y) \,ds\,dy \biggr), \\ &\frac{\partial u_{3}}{\partial t}-d_{3}\Delta u_{3}=u_{3} \biggl(-\alpha-b_{3}u_{3}+a_{4} \int_{\Omega} \int_{-\infty}^{t}K_{2}(x,y,t-s)u_{2}(s,y) \,ds\,dy \biggr) \\ &\quad \text{in } (0, \infty)\times\Omega, \\ &\frac{\partial u_{1}}{\partial\nu}=\frac{\partial u_{2}}{\partial \nu}=\frac{\partial u_{3}}{\partial\nu}=0 \quad \text{on } (0, \infty)\times\partial\Omega, \\ &u_{i0}(\theta,x)=\phi_{i}(\theta,x)\geq0\quad (i=1,2,3) \text{ in } [-\infty, 0]\times\Omega, \end{aligned} $$

(1.1)

where Ω is bounded domain in $R^{N}$ ($N\geq1 $ is an integer) with a smooth boundary ∂Ω; $u_{1}$ represents the densities of the prey; $u_{2}$ is for the density of the prey, and the same for the predator; $u_{3}$ represents the densities of predator; the positive constants $d_{1}$, $d_{2}$, and $d_{3}$ are the diffusion coefficients of the corresponding species; the positive constants $r_{1}$, $r_{2}$, and α represent the prey intrinsic growth rates and the death rate of predator, respectively. $a_{1}$ and $a_{2}$ represent interaction rates, respectively; $b_{1}$, $b_{2}$, and $b_{3}$ represent self-limitation rates, respectively; the initial functions $u_{i0}(t, x)$ ($i=1,2,3$) are Hölder continuous on $[-\infty, 0]\times\overline{\Omega}$.

The terms $\int_{\Omega}\int_{-\infty}^{t}K_{i}(x,y,t-s)u_{i}(s,y)\,ds\,dy$ ($i=1,2$) represent a time delay because of gestation, that is, predator contributes to the reproduction of predator biomass. In system (1.1), we suppose that the kernels $K_{i}(x,y,t)$ depend on both the temporal and the spatial variables. The delays in these formulations are nonlocal delays. These formulations reveal that the species drift to their present position (at time t) from all possible positions at all previous times (see [17]). Here, we suppose this drift cannot be viewed as being sufficiently small so as to be purely a local phenomenon.

In this article, we assume that

$$\begin{aligned}& K_{i}(x,y,t)=G_{i}(x,y,t)k_{i}(t), \quad x, y\in\Omega, k_{i}(t)\geq0, \\& \int_{\Omega}G_{i}(x,y,t)\,dx= \int_{\Omega}G_{i}(x,y,t)\,dy=1, \quad t \geq0, \\& \int_{0}^{\infty}k_{i}(t)\,dt=1, \quad t k_{i}(t)\in L^{1}\bigl((0,\infty);R\bigr), i=1,2, \end{aligned}$$

(1.2)

where $G_{i}(x,y,t)$ are nonnegative functions which are continuous in $(x,y)\in\overline{\Omega}\times\overline{\Omega}$ for each $t\in[0,\infty)$ and measurable in $t\in[0,\infty)$ for each pair $(x,y)\in\overline{\Omega}\times\overline{\Omega}$.

In this article, by employing the method of eigenvalue and Lyapunov function, we investigate the stability of the unique positive constant solutions and find the sufficient conditions of stability which indicate that nonlocal delays often make impact on the stability of positive constant solution, but they do not impact that of a trivial solution. This result generalizes partially the one proved in [18]. By constructing upper-lower solutions, we establish the existence of the traveling wavefronts when the wave speed is large enough. The novelty of this article is that the system (1.1) incorporates two nonlocal delay terms with which are difficult to deal.

This paper is organized into four sections. In Section 2, the stability of the positive constant solution and the instability of trivial solution of system (1.1) are studied. In Section 3, the existence of traveling waves is established by constructing the upper and lower solution. In the final section, we give a short comment and conclusion.

2 Stability of positive equilibrium

It is easy to check that $(0, 0, 0)$ and $(M_{1}, M_{2}, M_{3})$ are a pair of coupled lower-upper solutions of system (1.1), where

$$\begin{aligned}& M_{1}=\max \biggl\{ \frac{r_{1}}{b_{1}}, \sup _{\theta\leq0}\bigl\Vert \phi_{1}(\theta,\cdot) \bigr\Vert _{C(\overline{\Omega},R)} \biggr\} , \\& M_{2}=\max \biggl\{ \frac{r_{1}+a_{3}M_{1}}{b_{2}}, \sup_{\theta \leq0} \bigl\Vert \phi_{2}(\theta,\cdot)\bigr\Vert _{C(\overline{\Omega},R)} \biggr\} , \\& M_{3}=\max \biggl\{ \frac{a_{4}M_{2}-\alpha}{b_{3}}, \sup_{\theta\leq0} \bigl\Vert \phi_{3}(\theta,\cdot)\bigr\Vert _{C(\overline{\Omega},R)} \biggr\} . \end{aligned}$$

(2.1)

Hence, there exists a unique global solution $(u_{1}(t, x), u_{2}(t, x), u_{3}(t, x))$ satisfying $0\leq u_{1}\leq M_{1}$, $0\leq u_{2}\leq M_{2}$, $0\leq u_{3}\leq M_{3}$ to system (1.1) (see [12]).

Note that (1.1) admits the following six equilibria: $(0, 0, 0)$, $(r_{1}/b_{1}, 0, 0)$, $(0, r_{2}/b_{2}, 0)$, $(\frac{b_{2}r_{1}-a_{2}r_{2}}{a_{1}a_{3}+b_{1}b_{2}},\frac{a_{3}r_{1} +b_{1}r_{2}}{a_{1}a_{3}+b_{1}b_{2}},0)$, $(0,\frac{r_{2}b_{3}+\alpha a_{2}}{a_{2}a_{4}+b_{2}b_{3}}, \frac{r_{2}a_{4}-\alpha b_{2}}{a_{2}a_{4}+b_{2}b_{3}})$, and $(k_{1}^{\ast}, k_{2}^{\ast}, k_{3}^{\ast})$, where

$$\begin{aligned}& k_{1}^{\ast}=\frac{(r_{1}a_{4}-\alpha a_{1})a_{2}+(r_{1}b_{3} -r_{2}a_{1})b_{3}}{a_{2}a_{4}b_{1}+(a_{1}a_{3}+b_{1}b_{3})b_{3}}, \qquad k_{2}^{\ast}= \frac{(r_{2}b_{3}+\alpha a_{2})b_{1}+r_{1}a_{3}b_{3}}{a_{2}a_{4}b_{1} +(a_{1}a_{3}+b_{1}b_{3})b_{3}}, \\& k_{3}^{\ast}=\frac{(r_{1}a_{4}-\alpha a_{1})a_{3}+(r_{2}a_{4} -\alpha b_{3})b_{1}}{a_{2}a_{4}b_{1}+(a_{1}a_{3}+b_{1}b_{3})b_{3}}. \end{aligned}$$

For the existence of a positive constant solution $(k_{1}^{\ast}, k_{2}^{\ast}, k_{3}^{\ast})$, it is necessary to assume that

$$r_{1}a_{4}>\alpha a_{1}, \qquad r_{1}b_{3} > r_{2}a_{1}, \qquad r_{2}a_{4} > \alpha b_{3}. $$

Let $0=\mu_{1}<\mu_{2}<\cdots\rightarrow+\infty$ denote the eigenvalues of −Δ in Ω under a homogeneous Neuman boundary condition and φ be the set of eigenfunctions corresponding to μ.

Notation 2.1

(i)

$X_{ij} := \{C\varphi_{ij} : C\in R^{3}\}$, where $\varphi_{ij}$ are orthonormal basis of $S(\mu_{i})$ for $j=1,\ldots, \operatorname{dim}[S(\mu_{i})]$.
(ii)

$X:=\{(u, v, w)\in C^{1}(\overline{\Omega})\times C^{1}(\overline{\Omega}): \frac{\partial u}{\partial\nu}=\frac{\partial u}{\partial \nu}=\frac{\partial w}{\partial\nu}=0 \mbox{ on } \partial \Omega\}$, so that
$$X=\bigoplus_{i=0}^{\infty}\bigoplus _{j=1}^{\operatorname{dim}[S(\mu_{i})]}X_{ij}. $$

Lemma 2.1

[19, 20]

Let a and b be positive constants. Suppose that $\xi, \eta\in C^{1}[a,+\infty)$, $\eta\geq0$, and ξ is bounded from below. If $\xi'(t)\leq-b\eta(t)$ and $\eta'(t)$ is bounded from above in $[a,+\infty)$, then $\lim t_{t\rightarrow\infty}\eta(t) =0$.

The following theorem is the global stability result of the positive constant solution $(k_{1}^{\ast}, k_{2}^{\ast}, k_{3}^{\ast})$ of (1.1). This result extends partially the one proved in [18].

Theorem 2.1

Suppose that $b_{2}b_{3} > 2a_{2}a_{4}$, $b_{1}b_{2}> 2a_{1}a_{3}$. Then the positive constant solution $(k_{1}^{\ast}, k_{2}^{\ast}, k_{3}^{\ast})$ is globally stable for the system (1.1).

Proof

We use the approach developed by [18] to find the proof. Let $(u_{1}(t, x), u_{2}(t, x), u_{3}(t,x))$ be positive solution of (1.1) and define the following Lyapunov function:

$$V_{1}(t)=\sum_{i=1}^{3} \beta_{i} \int_{\Omega} \biggl(u_{i}-k_{i}^{\ast}-k_{i}^{\ast} \ln \frac{u_{i}}{k_{i}^{\ast}} \biggr)\,dx, $$

where $\beta_{3} = 1$, $\beta_{1}$ and $\beta_{2}$ are positive constant to be determined. By calculating the derivative of $V_{1}(t)$ along positive solutions of system (1.1), we obtain

$$\begin{aligned} \frac{dV_{1}(t)}{dt} =&\sum_{i=1}^{2} \beta_{i} \int_{\Omega}\frac {\partial u_{i}}{\partial t} \biggl(1-\frac{k_{i}^{\ast}}{u_{i}} \biggr) \,dx+ \int_{\Omega}\frac {\partial u_{3}}{\partial t} \biggl(1-\frac{k_{3}^{\ast}}{u_{3}} \biggr) \,dx \\ =&-\sum_{i=1}^{3}\beta_{i}d_{i}k_{i}^{\ast} \int_{\Omega}\frac {|\nabla u_{i}|}{u_{i}^{2}}\,dx+ \int_{\Omega}\beta_{1}\bigl(u_{1}-k_{1}^{\ast } \bigr) (r_{1}-a_{1}u_{2}-b_{1}u_{1}) \,dx \\ &{}+ \int_{\Omega}\beta_{2}\bigl(u_{2}-k_{2}^{\ast } \bigr) \biggl(r_{2}-b_{2}u_{2}-a_{2}u_{3}+a_{3} \int_{\Omega} \int_{-\infty}^{t} K_{1}(x,y,t-s)u_{1}(s,y) \,ds\,dy \biggr)\,dx \\ &{}+ \int_{\Omega}\bigl(u_{3}-k_{3}^{\ast} \bigr) \biggl(-\alpha-b_{3}u_{3}+a_{4} \int _{\Omega} \int_{-\infty}^{t} K_{2}(x,y,t-s)u_{2}(s,y) \,ds\,dy\biggr)\,dx. \end{aligned}$$

(2.2)

By using the inequality $ab\leq\frac{1}{2}\lambda a^{2}+\frac{1}{2\lambda}b^{2}$, we obtain

$$\begin{aligned} \frac{dV_{1}(t)}{dt} \leq &-\sum_{i=1}^{3} \beta_{i}d_{i}k_{i}^{\ast} \int_{\Omega}\frac {|\nabla u_{i}|}{u_{i}^{2}}\,dx-\beta_{1}b_{1} \int_{\Omega}\bigl(u_{1}-k_{1}^{\ast } \bigr)^{2}\,dx \\ &{}+\beta_{1}a_{1} \int_{\Omega} \biggl[\frac{1}{2}\lambda _{1} \bigl(u_{1}-k_{1}^{\ast}\bigr)^{2} + \frac{1}{2\lambda_{1}}\bigl(u_{2}-k_{2}^{\ast} \bigr)^{2} \biggr]\,dx-\beta _{2}b_{2} \int_{\Omega} \bigl(u_{2}-k_{2}^{\ast} \bigr)^{2}\,dx \\ &{}+\beta_{2}a_{2} \int_{\Omega} \biggl[\frac{1}{2}\lambda _{2} \bigl(u_{2}-k_{2}^{\ast}\bigr)^{2} + \frac{1}{2\lambda_{2}}\bigl(u_{3}-k_{3}^{\ast} \bigr)^{2} \biggr]\,dx-b_{3} \int _{\Omega}\bigl(u_{3}-k_{3}^{\ast} \bigr)^{2}\,dx \\ &{}+\frac{1}{2}\lambda_{3}a_{3}\beta_{2} \int_{\Omega} \int_{\Omega } \int_{-\infty}^{t} K_{1}(x,y,t-s) \bigl(u_{1}(s,y)-k_{1}^{\ast}\bigr)^{2}\,ds \,dy\,dx \\ &{}+\frac{1}{2\lambda_{3}}a_{3}\beta_{2} \int_{\Omega} \int_{\Omega } \int_{-\infty}^{t} K_{1}(x,y,t-s) \bigl(u_{2}(t,y)-k_{2}^{\ast}\bigr)^{2}\,ds \,dy\,dx \\ &{}+\frac{1}{2}\lambda_{4}a_{4} \int_{\Omega} \int_{\Omega} \int _{-\infty}^{t} K_{2}(x,y,t-s) \bigl(u_{2}(s,y)-k_{2}^{\ast}\bigr)^{2}\,ds \,dy\,dx \\ &{}+\frac{1}{2\lambda_{4}}a_{4} \int_{\Omega} \int_{\Omega} \int _{-\infty}^{t} K_{2}(x,y,t-s) \bigl(u_{3}(t,y)-k_{3}^{\ast}\bigr)^{2}\,ds \,dy\,dx. \end{aligned}$$

(2.3)

Employing the property of $K_{i}(x, y, t)$ ($i = 1, 2$) as described in (1.2), we obtain

$$\begin{aligned} \frac{dV_{1}(t)}{dt} \leq &-\sum_{i=1}^{3} \beta_{i}d_{i}k_{i}^{\ast} \int_{\Omega}\frac {|\nabla u_{i}|}{u_{i}^{2}}\,dx-\beta_{1}(b_{1}-a_{1} \lambda_{1}/2) \int_{\Omega }\bigl(u_{1}-k_{1}^{\ast} \bigr)^{2}\,dx \\ &{}-(\beta_{2}b_{2}-\beta_{1}a_{1}/2 \lambda_{1}-\lambda_{2}\beta_{2}a_{2}/2 -a_{3}\beta_{2}/2\lambda_{3}) \int_{\Omega}\bigl(u_{2}-k_{2}^{\ast } \bigr)^{2}\,dx \\ &{}-(b_{3}-\beta_{2}a_{2}/2\lambda_{2}-a_{4}/2 \lambda_{4}) \int _{\Omega}\bigl(u_{3}-k_{3}^{\ast} \bigr)^{2}\,dx \\ &{}+\frac{1}{2}\lambda_{3}a_{3}\beta_{2} \int_{\Omega} \int_{\Omega } \int_{0}^{\infty} K_{1}(x,y,r) \bigl(u_{1}(t-r,y)-k_{1}^{\ast}\bigr)^{2}\,dr \,dy\,dx \\ &{}+\frac{1}{2}\lambda_{4}a_{4} \int_{\Omega} \int_{\Omega} \int _{0}^{\infty} K_{2}(x,y,r) \bigl(u_{2}(t-r,y)-k_{2}^{\ast}\bigr)^{2}\,dr \,dy\,dx. \end{aligned}$$

(2.4)

Define a new Lyapunov function

$$\begin{aligned} V(t) =& V_{1}(t)+\frac{1}{2} \lambda_{3}a_{3}\beta_{2} \int_{\Omega } \int_{\Omega} \int_{0}^{\infty} \int_{t-r}^{t}K_{1}(x,y,r) \bigl(u_{1}(l,y)-k_{1}^{\ast}\bigr)^{2}\,dl \,dr\,dy\,dx \\ &{}+\frac{1}{2}\lambda_{4}a_{4} \int_{\Omega} \int_{\Omega} \int _{0}^{\infty} \int_{t-r}^{t} K_{2}(x,y,r) \bigl(u_{2}(l,y)-k_{2}^{\ast}\bigr)^{2}\,dl \,dr\,dy\,dx. \end{aligned}$$

(2.5)

Then, combining (2.4) and (2.5), we get

$$\begin{aligned} \frac{dV_{1}(t)}{dt} \leq &-\sum_{i=1}^{3} \beta_{i}d_{i}k_{i}^{\ast} \int_{\Omega}\frac {|\nabla u_{i}|}{u_{i}^{2}}\,dx-\beta_{1}(b_{1}-a_{1} \lambda_{1}/2) \int_{\Omega }\bigl(u_{1}-k_{1}^{\ast} \bigr)^{2}\,dx \\ &{}-(\beta_{2}b_{2}-\beta_{1}a_{1}/2 \lambda_{1}-\lambda_{2}\beta_{2}a_{2}/2 -a_{3}\beta_{2}/2\lambda_{3}) \int_{\Omega}\bigl(u_{2}-k_{2}^{\ast } \bigr)^{2}\,dx \\ &{}-(b_{3}-\beta_{2}a_{2}/2\lambda_{2}-a_{4}/2 \lambda_{4}) \int _{\Omega}\bigl(u_{3}-k_{3}^{\ast} \bigr)^{2}\,dx \\ &{}+\frac{1}{2}\lambda_{3}a_{3}\beta_{2} \int_{\Omega} \int_{\Omega } \int_{0}^{\infty} K_{1}(x,y,r) \bigl(u_{1}(t,y)-k_{1}^{\ast}\bigr)^{2}\,dr \,dy\,dx \\ &{}+\frac{1}{2}\lambda_{4}a_{4} \int_{\Omega} \int_{\Omega} \int _{0}^{\infty} K_{2}(x,y,r) \bigl(u_{2}(t,y)-k_{2}^{\ast}\bigr)^{2}\,dr \,dy\,dx. \end{aligned}$$

(2.6)

Since

$$\begin{aligned}& \int_{\Omega} \int_{\Omega} \int_{0}^{\infty} K_{i}(x,y,r) \bigl(u_{i}(t,y)-k_{i}^{\ast}\bigr)^{2}\,dr \,dy\,dx \\& \quad = \int_{\Omega}\bigl(u_{i}(t,y)-k_{i}^{\ast} \bigr)^{2}\,dy\quad (i=1,2), \end{aligned}$$

it follows from (2.6) that

$$\begin{aligned} \frac{dV_{1}(t)}{dt} \leq &-\sum_{i=1}^{3} \beta_{i}d_{i}k_{i}^{\ast} \int_{\Omega}\frac {|\nabla u_{i}|}{u_{i}^{2}}\,dx \\ &{}-\bigl(\beta_{1}(b_{1}-a_{1} \lambda_{1}/2)-\lambda_{3}a_{3} \beta_{2}/2\bigr) \int_{\Omega}\bigl(u_{1}-k_{1}^{\ast} \bigr)^{2}\,dx \\ &{}-(\beta_{2}b_{2}-\beta_{1}a_{1}/2 \lambda_{1}-\lambda_{2}\beta_{2}a_{2}/2 -a_{3}\beta_{2}/2\lambda_{3}-\lambda_{4}a_{4}/2) \int_{\Omega }\bigl(u_{2}-k_{2}^{\ast} \bigr)^{2}\, dx \\ &{}-(b_{3}-\beta_{2}a_{2}/2\lambda_{2}-a_{4}/2 \lambda_{4}) \int _{\Omega}\bigl(u_{3}-k_{3}^{\ast} \bigr)^{2}\,dx. \end{aligned}$$

(2.7)

Integrating (2.7) over $[0, T]$ ($T > 0$), we obtain

$$\begin{aligned}& \sum_{i=1}^{3} \beta_{i}d_{i}k_{i}^{\ast}\biggl\Vert \frac{|\nabla u_{i}|}{u_{i}}\biggr\Vert _{L^{2}_{(\Omega_{T})}}^{2} + \beta_{1}b_{1}\bigl\Vert u_{1}-k_{1}^{\ast} \bigr\Vert _{L^{2}_{(\Omega _{T})}}^{2}+\beta_{2}b_{2}\bigl\Vert u_{2}-k_{2}^{\ast}\bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2}+b_{3}\bigl\Vert u_{3}-k_{3}^{\ast} \bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2} \\& \quad \leq V(0)+\frac{1}{2}(\beta_{1}a_{1} \lambda_{1}+\lambda_{3}\beta _{2}a_{3}) \bigl\Vert u_{1}-k_{1}^{\ast}\bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2} +\frac{1}{2}(\beta_{1}a_{1}/ \lambda_{1}+\lambda_{2}\beta_{2}a_{2} +a_{3}\beta_{2}/\lambda_{3} \\& \qquad {}+\lambda_{4}a_{4})\bigl\Vert u_{2}-k_{2}^{\ast}\bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2} +\frac{1}{2}(\beta_{2}a_{2}/\lambda_{2}+a_{4}/ \lambda_{4})\bigl\Vert u_{3}-k_{3}^{\ast} \bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2}. \end{aligned}$$

(2.8)

Taking

$$\lambda_{1}=\lambda_{3}=\frac{2\beta_{1}b_{1}}{a_{1}\beta _{1}+a_{3}} \quad \text{and} \quad \lambda_{2}=\lambda_{4}=\frac{\beta_{2}a_{2}+a_{4}}{2b_{3}}, $$

it is derived from (2.8) that

$$\begin{aligned}& \sum_{i=1}^{3} \frac{\beta_{i}d_{i}k_{i}^{\ast}}{M_{i}}\bigl\Vert \vert \nabla u_{i}\vert \bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2} +\beta_{2}b_{2}\bigl\Vert u_{2}-k_{2}^{\ast}\bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2} \\& \quad \leq V(0)+\bigl((a_{1}\beta_{1}+a_{3} \beta_{2})^{2}/4\beta _{1}b_{1}+(a_{2} \beta_{2} +a_{4})^{2}/4b_{3}\bigr)\bigl\Vert u_{2}-k_{2}^{\ast}\bigr\Vert _{L^{2}_{(\Omega _{T})}}^{2}. \end{aligned}$$

(2.9)

Using the conditions $b_{2}b_{3} > 2a_{2}a_{4}$, $b_{1}b_{2} > 2a_{1}a_{3}$, one can choose $\beta_{1},\beta_{2}>0$ such that

$$\beta_{2}b_{2}>\frac{1}{4}\bigl[(a_{1} \beta_{1}+a_{3}\beta _{2})^{2}/ \beta_{1}b_{1} +(a_{2}\beta_{2}+a_{4})^{2}/b_{3} \bigr], $$

because the inequalities $2b_{1}b_{2}\beta_{1}\beta_{2}>a_{1}^{2}\beta_{1}^{2} +2a_{1}a_{3}\beta_{1}\beta_{2}+a_{2}^{2}\beta_{2}^{2}$ and $2b_{2}b_{3}\beta_{2}>a_{2}^{2}\beta_{2}^{2} +2a_{2}a_{4}\beta_{2}+a_{4}^{2}$ hold for certain $\beta_{1}$ and $\beta_{2}$.

Therefore, we obtain

$$ \bigl\Vert \vert \nabla u_{i}\vert \bigr\Vert _{L^{2}_{(\Omega_{T})}}\leq C_{1}, \qquad \bigl\Vert u_{2}-k_{2}^{\ast} \bigr\Vert _{L^{2}_{(\Omega_{T})}}\leq C_{1}, $$

(2.10)

where $C_{1}$ is constant independent of T. In a similar way, by taking

$$\lambda_{1}=\lambda_{3}=\frac{\beta_{1}a_{1}+a_{3}\beta_{2}}{\beta _{2}b_{2}} \quad \text{and} \quad \lambda_{2}=\lambda_{4}=\frac{\beta_{2}b_{2}}{a_{2}\beta_{2}+a_{4}}, $$

it is derived from (2.8) that

$$\begin{aligned}& \sum_{i=1}^{3} \frac{\beta_{i}d_{i}k_{i}^{\ast}}{M_{i}}\bigl\Vert \vert \nabla u_{i}\vert \bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2} +\beta_{1}b_{1}\bigl\Vert u_{1}-k_{1}^{\ast}\bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2} +b_{3}\bigl\Vert u_{3}-k_{3}^{\ast}\bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2} \\& \quad \leq V(0)+\bigl((\beta_{1}a_{1}+a_{3} \beta_{2})^{2}/2\beta_{2}b_{2}\bigr)\bigl\Vert u_{1}-k_{1}^{\ast}\bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2} \\& \qquad {}+\bigl((\beta_{2}a_{2}+a_{4})^{2}/2 \beta_{2}b_{2}\bigr)\bigl\Vert u_{3}-k_{3}^{\ast} \bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2}. \end{aligned}$$

(2.11)

Using the conditions $b_{2}b_{3} > 2a_{2}a_{4}$, $b_{1}b_{2} > 2a_{1}a_{2}$, one can choose $\beta_{1}, \beta_{2}>0 $ again such that

$$\beta_{1}b_{1}>\frac{(a_{1}\beta_{1}+a_{3}\beta_{2})^{2}}{2\beta _{2}b_{2}} \quad \text{and} \quad b_{3}>\frac{(a_{2}\beta_{2}+a_{4})^{2}}{2\beta_{2}b_{2}}. $$

Therefore, we see that

$$ \bigl\Vert u_{1}-k_{1}^{\ast}\bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2}\leq C_{2}\quad \text{and} \quad \bigl\Vert u_{3}-k_{3}^{\ast}\bigr\Vert _{L^{2}_{(\Omega_{T})}}^{2}\leq C_{2}, $$

(2.12)

where $C_{2}$ is constant independent of T.

Choosing

$$\lambda_{1}=\lambda_{3}=\frac{\beta_{1}a_{1}+a_{3}\beta_{2}}{\beta _{2}b_{2}}+\varepsilon, \qquad \lambda_{2}=\lambda_{4}=\frac{\beta_{2}b_{2}}{a_{2}\beta_{2}+a_{4}}, $$

where ε is sufficiently small positive constant. Using the conditions of Theorem 2.1 and (2.7), one can easily verify that there exists a positive constant δ ($\delta>0$) such that

$$ \begin{aligned} &\frac{dV}{dt}\leq -\delta \int_{\Omega}\bigl[\bigl(u_{1}-k_{1}^{\ast} \bigr)^{2}+\bigl(u_{2}-k_{2}^{\ast } \bigr)^{2}+\bigl(u_{3}-k_{3}^{\ast} \bigr)^{2}\bigr]\,dx, \\ & \frac{dV}{dt}\leq0, \qquad (u_{1}, u_{2}, u_{3})\neq \bigl(k_{1}^{\ast}, k_{2}^{\ast}, k_{3}^{\ast}\bigr). \end{aligned} $$

(2.13)

Using integration by parts, the Hölder inequality, (2.1), and (2.10), one can easily check that $\frac{d}{dt}\int_{\Omega}[(u_{1}-k_{1}^{\ast})^{2} + (u_{2}-k_{2}^{\ast})^{2} + (u_{3}-k_{3}^{\ast})^{2}]\,dx $ is bounded from above. Then, using Lemma 2.1, (2.10), and (2.13), we see that

$$\begin{aligned}& \bigl\Vert u_{1}(t,\cdot)-k_{1}^{\ast} \bigr\Vert _{L_{(\Omega)}^{2}}\rightarrow0, \\& \bigl\Vert u_{2}(t, \cdot)-k_{2}^{\ast}\bigr\Vert _{L_{(\Omega)}^{2}}\rightarrow0, \\& \bigl\Vert u_{3}(t,\cdot)-k_{3}^{\ast}\bigr\Vert _{L_{(\Omega)}^{2}}\rightarrow0. \end{aligned}$$

(2.14)

Obviously,

$$ \bigl\Vert u(t,x)\bigr\Vert _{L_{(\Omega)}^{\infty}}\leq C_{3}\|u\|_{W_{2}^{1}}^{\frac{1}{2}}\|u\|_{L^{2}(\Omega)}. $$

(2.15)

It follows from (2.10), (2.12), (2.14), (2.15), and (2.1) that

$$\begin{aligned}& \bigl\Vert u_{1}(t,\cdot)-k_{1}^{\ast}\bigr\Vert _{L_{(\Omega)}^{\infty}}\rightarrow 0, \\& \bigl\Vert u_{2}(t, \cdot)-k_{2}^{\ast}\bigr\Vert _{L_{(\Omega)}^{\infty}}\rightarrow 0, \\& \bigl\Vert u_{3}(t,\cdot)-k_{3}^{\ast}\bigr\Vert _{L_{(\Omega)}^{\infty}}\rightarrow 0. \end{aligned}$$

Namely, $(u_{1}, u_{2}, u_{3})$ converges uniformly to $(k_{1}^{\ast}, k_{2}^{\ast}, k_{3}^{\ast})$. Using the fact that $V(u_{1}, u_{2}, u_{3})$ is decreasing for t, one can derive that $(k_{1}^{\ast}, k_{2}^{\ast}, k_{3}^{\ast})$ is globally stable. This completes the proof. □

Theorem 2.2

The trivial equilibrium $(0, 0, 0)$ is unstable for the system (1.1).

Proof

The linearized problem of (1.1) at $(0, 0, 0)$ can be expressed by

$$\mathbf{w}_{t}=\bigl(D\Delta+F_{\mathbf{w}}(0,0,0)\bigr)\mathbf{w}, $$

where $\mathbf{w}=(u_{1}(t,x), u_{2}(t,x), u_{3}(t,x))^{T}$, and $F=(u_{1}(r_{1}-a_{1}u_{2}-b_{1}u_{1}), u_{2}(r_{2}-b_{2}u_{2}-a_{2}u_{3} +a_{3}\int_{\Omega}\int_{-\infty}^{t}K_{1}(x,y,t-s)u_{1}(s,y)\,ds\,dy), u_{3}(-\alpha-b_{3}u_{3}+a_{4}\int_{\Omega}\int_{-\infty }^{t}K_{2}(x,y,t-s)u_{2}(s,y)\,ds\,dy))$. By direct calculations, we obtain

$$D=\left ( \textstyle\begin{array}{@{}c@{\quad}c@{\quad}c@{}} d_{1} & 0 & 0 \\ 0 & d_{2} & 0 \\ 0 & 0 & d_{3} \end{array}\displaystyle \right ), \qquad F_{\mathbf{w}}(0,0,0)=\left ( \textstyle\begin{array}{@{}c@{\quad}c@{\quad}c@{}} r_{1} & 0 & 0 \\ 0 & r_{2} & 0 \\ 0 & 0 & \alpha \end{array}\displaystyle \right ). $$

Consider the following eigenvalue problem:

$$\bigl(D\Delta+F_{\mathbf{w}}(\mathbf{w}_{\ast})\bigr) \left ( \textstyle\begin{array}{@{}c@{}} \phi\\ \varphi\\ \psi \end{array}\displaystyle \right )=\tilde{\lambda} \left ( \textstyle\begin{array}{@{}c@{}} \phi\\ \varphi\\ \psi \end{array}\displaystyle \right ), $$

where $\mathbf{w}_{\ast}$ is constant solution of (1.1). Using the eigenfunction expansions (2.6) in [3] for ϕ, φ and ψ, λ̃ is an eigenvalue of $D\Delta+F_{\mathbf{w}}(\mathbf{w}_{\ast})$ if and only if λ̃ is an eigenvalue of the matrix $-\mu_{k}D+F_{\mathbf{w}}(0, 0, 0)$ for each $k\geq1$. Therefore, to study the local stability at $(0, 0, 0)$, it is necessary to investigate the characteristic equation

$$\operatorname{det}\bigl(\tilde{\lambda}I+\mu_{k}D-F_{\mathbf{w}}(0,0,0) \bigr) =(\tilde{\lambda}+\mu_{k}d_{1}-r_{1}) ( \tilde{\lambda}+\mu _{k}d_{2}-r_{2}) (\tilde{ \lambda}+\mu_{k}d_{2}+\alpha)=0. $$

If $i = 1$, then $\mu_{k} = 0$. Therefore, there exist two positive characteristic roots, which, in view of Theorem 5.13 in [21], yields the desired result. □

3 The existence of traveling waves

In this section, we assume that $\Omega\subset R^{1}$. Denote $f_{1}(u_{1},u_{2},u_{3})=u_{1}(r_{1}-a_{1}u_{2}-b_{1}u_{1})$, $f_{2}(u_{1},u_{2},u_{3})=u_{2}(r_{2}-b_{2}u_{2}-a_{2}u_{3} +a_{3}\int_{\Omega}\int_{-\infty }^{t}K_{1}(x,y,t-s)u_{1}(s,y)\,ds\,dy)$, $f_{3}(u_{1},u_{2},u_{3})=u_{3}(-\alpha-b_{3}u_{3} +a_{4}\int_{\Omega}\int_{-\infty}^{t}K_{2}(x,y,t-s)u_{2}(s,y)\,ds\,dy)$. Let $(u_{1}(t, x), u_{2}(t, x), u_{3}(t, x)) = (\phi(x + c t), \varphi(x +c t), \psi(x + c t))$ be a traveling wave solution of (1.1), where $\phi,\varphi,\psi\in C^{2}(R,R^{2})$ and $c > 0$ is a constant accounting for the wave speed, and denote the traveling wave coordinate $x+ct $ still by t. Then the system (1.1) can be rewritten in the form

$$\begin{aligned}& d_{1}\phi''(t)-c \phi'(t)+f_{c1}(\phi_{t}, \varphi_{t}, \psi_{t})=0, \\& d_{2}\varphi''(t)-c\varphi'(t)+f_{c2}( \phi_{t}, \varphi_{t}, \psi_{t})=0, \\& d_{3}\psi''(t)-c\psi'(t)+f_{c3}( \phi_{t}, \varphi_{t}, \psi_{t})=0, \end{aligned}$$

(3.1)

where $f_{ci}$ ($i=1, 2, 3$) are defined by

$$\begin{aligned}& f_{ci}(\phi,\varphi,\psi)=f_{i}\bigl(\phi^{c}, \varphi^{c},\psi^{c}\bigr),\qquad \phi^{c}(s)=\phi(cs),\qquad \varphi^{c}(s)=\varphi(cs), \\& \psi^{c}(s)=\psi(cs),\quad s\in(-\infty, 0], i=1,2,3. \end{aligned}$$

If (3.1) has a solution satisfying the following asymptotic boundary conditions:

$$\begin{aligned}& \lim_{t\rightarrow-\infty}\phi(t)=\phi_{-},\qquad \lim _{t\rightarrow-\infty}\varphi(t)=\varphi_{-},\qquad \lim _{t\rightarrow-\infty}\psi(t)=\psi_{-}, \\& \lim_{t\rightarrow+\infty}\phi(t)=\phi_{+},\qquad \lim _{t\rightarrow+\infty}\varphi(t)=\varphi_{+},\qquad \lim _{t\rightarrow+\infty}\psi(t)=\psi_{+}, \end{aligned}$$

then system (1.1) has a traveling wave solution (see [15, 16]). Without loss of generality, we assume that $(\phi_{-}, \varphi_{-},\psi_{-} ) = (0, 0, 0)$ and $(\phi_{+}, \varphi_{+},\psi_{+} )= (k_{1}^{\ast}, k_{2}^{\ast}, k_{3}^{\ast})$.

According to basic theory of the existence of traveling wave solutions (see [15, 16]), we mainly need to check that the system (1.1) satisfies partial quasi-monotonicity conditions, that is, there exist three positive constants $\rho_{1}, \rho_{2}, \rho_{3}> 0$ such that

$$\begin{aligned}& f_{1}(\phi_{1},\varphi_{1}, \psi_{1})-f_{1}(\phi_{2},\varphi _{1}, \psi_{2}) +\rho_{1}\bigl[\phi_{1}(0)- \phi_{2}(0)\bigr]\geq0, \\& f_{1}(\phi_{1},\varphi_{1},\psi_{1})-f_{1}( \phi_{1},\varphi _{2},\psi_{1}) \leq0, \\& f_{2}(\phi_{1},\varphi_{1},\psi_{1})-f_{2}( \phi_{2},\varphi _{2},\psi_{1}) +\rho_{2} \bigl[\varphi_{1}(0)-\varphi_{2}(0)\bigr]\geq0, \\& f_{2}(\phi_{1},\varphi_{1},\psi_{1})-f_{2}( \phi_{1},\varphi _{1},\psi_{2}) \leq0, \\& f_{3}(\phi_{1},\varphi_{1},\psi_{1})-f_{3}( \phi_{2},\varphi _{2},\psi_{2}) +\rho_{3} \bigl[\psi_{1}(0)-\psi_{2}(0)\bigr]\geq0, \end{aligned}$$

(3.2)

with $0\leq\phi_{2}(s)\leq\phi_{1}(s)\leq M_{1}$, $0\leq \varphi_{2}(s)\leq\varphi_{1}(s)\leq M_{2}$, $0\leq\psi_{2}(s)\leq \psi_{1}(s)\leq M_{3}$, and we also need to check that a pair of continuous functions $(\overline{\phi}, \overline{\varphi}, \overline{\psi})$ and $(\underline{\phi},\underline{\varphi},\underline{\psi})$ is a pair of upper-lower solution of system (3.1), that is,

$$\begin{aligned}& d_{1}\overline{\phi}''(t)-c \overline{\phi}'(t)+f_{c1}(\overline {\phi}_{t}, \underline{\varphi}_{t},\overline{\psi}_{t})\leq0, \\& d_{2}\overline{\varphi}''(t)-c\overline{ \varphi }'(t)+f_{c2}(\overline{\varphi}_{t}, \overline{\varphi}_{t},\underline{\psi}_{t})\leq0, \\& d_{3}\overline{\psi}''(t)-c\overline{ \psi}'(t)+f_{c3}(\overline {\psi}_{t}, \overline{ \varphi}_{t},\overline{\psi}_{t})\leq0 \end{aligned}$$

(3.3)

and

$$\begin{aligned}& d_{1}\underline{\phi}''(t)-c \underline{\phi}'(t)+f_{c1}(\underline { \phi}_{t}, \overline{\varphi}_{t},\underline{ \psi}_{t})\geq0, \\& d_{2}\underline{\varphi}''(t)-c\underline{ \varphi }'(t)+f_{c2}(\underline{\varphi}_{t}, \underline{\varphi}_{t},\overline{\psi}_{t})\geq0, \\& d_{3}\underline{\psi}''(t)-c\underline{ \psi}'(t)+f_{c3}(\underline {\psi}_{t}, \underline{\varphi}_{t},\underline{\psi}_{t})\geq0, \end{aligned}$$

(3.4)

where $(0, 0, 0)\leq (\underline{\phi},\underline{\varphi},\underline{\psi})\leq (\overline{\phi},\overline{\varphi},\overline{\psi})\leq (M_{1},M_{2},M_{3})$, $t\in R$.

Lemma 3.1

$f_{c1}(\phi_{t},\varphi_{t},\psi_{t})$, $f_{c2}(\phi_{t},\varphi_{t},\psi_{t})$, and $f_{c3}(\phi_{t},\varphi_{t},\psi_{t})$ of system (1.1) satisfy (3.2).

Proof

Let $\phi_{1}(s)$, $\phi_{2}(s)$, $\varphi_{1}(s)$, $\varphi_{2}(s)$, $\psi_{1}(s)$, $\psi_{2}(s)$ satisfy $0\leq\phi_{2}(s)\leq\phi_{1}(s)\leq M_{1}$, $0\leq \varphi_{2}(s)\leq\varphi_{1}(s)\leq M_{2}$, $0\leq \psi_{2}(s)\leq\psi_{1}(s)\leq M_{3}$, $s\in(-\infty, 0]$.

For any $\phi_{i},\varphi_{i},\psi_{i}\in((-\infty, 0], R)$, $i = 1, 2$, we have

$$\begin{aligned}& f_{c1}(\phi_{1t},\varphi_{1t}, \psi_{1t})-f_{c1}(\phi_{2t},\varphi _{1t}, \psi_{2t}) \\& \quad =\phi_{1}(0) \bigl(r_{1}-a_{1} \varphi_{1}(0)-b_{1}\phi_{1}(0)\bigr)- \phi_{2}(0) \bigl(r_{1} -a_{1}\varphi_{1}(0)-b_{1} \phi_{2}(0)\bigr) \\& \quad \geq r_{1}\bigl(\phi_{1}(0)-\phi_{2}(0) \bigr)-a_{1}\varphi_{1}(0) \bigl(\phi_{1}(0)- \phi_{2}(0)\bigr) -2b_{1}M_{1}\bigl( \phi_{1}(0)-\phi_{2}(0)\bigr) \\& \quad \geq(-a_{1}M_{2}-2b_{1}M_{1}) \bigl(\phi_{1}(0)-\phi_{2}(0)\bigr). \end{aligned}$$

(3.5)

Let $\rho_{1}=a_{1}M_{2}+2b_{1}M_{1}>0$, then it is easy to see that

$$ \begin{aligned} &f_{c1}(\phi_{1t}, \varphi_{1t},\psi_{1t})-f_{c1}(\phi_{2t}, \varphi _{1t},\psi_{2t}) +\rho_{1}\bigl( \phi_{1}(0)-\phi_{2}(0)\bigr)\geq0, \\ &f_{c1}(\phi_{1t},\varphi_{1t}, \psi_{1t})-f_{c1}(\phi_{1t},\varphi _{2t}, \psi_{1t}) \\ &\quad =\phi_{1}(0) \bigl(r_{1}-a_{1} \varphi_{1}(0)-b_{1}\phi_{1}(0)\bigr)- \phi_{1}(0) \bigl(r_{1} -a_{1}\varphi_{2}(0)-b_{1} \phi_{1}(0)\bigr) \\ &\quad =-a_{1}\phi_{1}(0) \bigl(\varphi_{1}(0)- \varphi_{2}(0)\bigr)\leq0. \end{aligned} $$

(3.6)

For $f_{c2}(\phi_{t},\varphi_{t},\psi_{t})$, we have

$$\begin{aligned}& f_{c2}(\phi_{1t},\varphi_{1t}, \psi_{1t})-f_{c2}(\phi_{2t},\varphi _{2t}, \psi_{1t}) \\& \quad =\varphi_{1}(0) \bigl(r_{2}-b_{2} \varphi_{1}(0)-a_{2}\psi _{1}(0)+a_{3} \phi_{1}(0)\bigr)-\varphi_{2}(0) \bigl(r_{2} -b_{2}\varphi_{2}(0) \\& \qquad {}-a_{2}\psi_{1}(0)+a_{3} \phi_{2}(0)\bigr) \\& \quad \geq r_{2}\bigl(\varphi_{1}(0)-\varphi_{2}(0) \bigr)-2b_{2}M_{2}\bigl(\varphi _{1}(0)- \varphi_{2}(0)\bigr) -a_{2}M_{3}\bigl( \varphi_{1}(0)-\varphi_{2}(0)\bigr) \\& \qquad {}+a_{3}\phi_{1}(0) \bigl(\varphi_{1}(0)- \varphi_{2}(0)\bigr) \\& \quad \geq(-a_{2}M_{3}-2b_{2}M_{2}) \bigl(\varphi_{1}(0)-\varphi_{2}(0)\bigr). \end{aligned}$$

(3.7)

Let $\rho_{2}=a_{2}M_{3}+2b_{2}M_{2}>0$, then it is easy to see that

$$\begin{aligned}& f_{c2}(\phi_{1t},\varphi_{1t}, \psi_{1t})-f_{c2}(\phi_{2t},\varphi _{2t}, \psi_{1t}) +\rho_{2}\bigl(\varphi_{1}(0)- \varphi_{2}(0)\bigr)\geq0, \\& f_{c2}(\phi_{1t},\varphi_{1t}, \psi_{1t})-f_{c2}(\phi_{1t},\varphi _{1t}, \psi_{2t}) \\& \quad =\varphi_{1}(0) \bigl(r_{2}-b_{1} \varphi_{1}(0)-a_{2}\psi _{1}(0)+a_{3} \phi_{1}(0)\bigr)-\varphi_{1}(0) \bigl(r_{2} -b_{1}\varphi_{1}(0) \\& \qquad {}-a_{2}\psi_{2}(0)+a_{3} \phi_{1}(0)\bigr) \\& \quad =-a_{2}\varphi_{1}(0) \bigl(\psi_{1}(0)- \psi_{2}(0)\bigr). \end{aligned}$$

(3.8)

For $f_{c3}(\phi_{t},\varphi_{t},\psi_{t})$, we have

$$\begin{aligned}& f_{c3}(\phi_{1t},\varphi_{1t}, \psi_{1t})-f_{c3}(\phi_{2t},\varphi _{2t}, \psi_{2t}) \\& \quad =\psi_{1}(0) \bigl(-\alpha-b_{3}\psi_{1}(0)+a_{4} \varphi_{1}(0)\bigr) \\& \qquad {}-\psi_{2}(0) \bigl(-\alpha-b_{3} \psi_{2}(0)+a_{4}\varphi_{2}(0)\bigr) \\& \quad \geq-\alpha \bigl(\psi_{1}(0)-\psi_{2}(0) \bigr)-2b_{3}M_{3}\bigl(\psi_{1}(0)- \psi_{2}(0)\bigr) \\& \quad =(-\alpha-2b_{3}M_{3}) \bigl(\psi_{1}(0)- \psi_{2}(0)\bigr). \end{aligned}$$

(3.9)

Let $\rho_{3}=2b_{3}M_{3}+\alpha>0 $, then it is easy to see that

$$f_{c3}(\phi_{1t},\varphi_{1t}, \psi_{1t})-f_{c3}(\phi_{2t},\varphi _{2t}, \psi_{2t}) +\rho_{3}\bigl(\psi_{1}(0)- \psi_{2}(0)\bigr)\geq0. $$

This completes the proof of Lemma 3.1. □

We assume that $c^{2} > c^{2}_{\ast}\triangleq\max\{ 4d_{1}r_{1}, 4d_{2}(r_{2}+a_{3}M_{1}), 4d_{3}(\alpha+a_{4}M_{2})\} $, $c_{\ast}> 0$. Using this assumption, one can see that there exist $\eta_{i}>0$ ($i = 1, 2, 3$) such that

$$\begin{aligned}& d_{1}\eta_{1}^{2}-c \eta_{1}+r_{1}=0, \\& d_{2}\eta_{2}^{2}-c \eta_{2}+r_{2}+a_{3}M_{1}=0, \\& d_{3}\eta_{3}^{2}-c\eta_{3}+ \alpha+a_{4}M_{2}=0. \end{aligned}$$

(3.10)

Assume that $r_{1}>\max\{a_{1}k_{2}^{\ast}, a_{1}k_{1}^{\ast}\}$ and $\alpha>\frac{b_{2}b_{3}k_{2}^{\ast}}{a_{2}}$, then one can choose positive constants $\varepsilon_{5}$ and $\varepsilon_{6}$ such that

$$ \begin{aligned} & a_{1}\bigl(\varepsilon_{5}-k_{2}^{\ast} \bigr)>b_{1}k_{1}^{\ast}, \qquad a_{2}\bigl( \varepsilon_{6}-k_{3}^{\ast}\bigr)>b_{2}k_{2}^{\ast}, \qquad \alpha >b_{3}\bigl(\varepsilon_{6}-k_{3}^{\ast} \bigr), \\ & r_{1}b_{2}>a_{1}a_{2}\bigl( \varepsilon_{6}-k_{3}^{\ast}\bigr), \qquad r_{2}+b_{2}\bigl(\varepsilon_{5}-k_{2}^{\ast} \bigr)>a_{2}k_{3}^{\ast}, \end{aligned} $$

(3.11)

and

$$ \begin{aligned} &\bigl(k_{1}^{\ast}+ \varepsilon_{1}\bigr) \bigl(r_{1}-a_{1} \bigl(k_{2}^{\ast}-\varepsilon _{5} \bigr)-b_{1}\bigl(k_{1}^{\ast}+\varepsilon_{1} \bigr)\bigr)< 0, \\ &\bigl(k_{2}^{\ast}+\varepsilon_{2}\bigr) \bigl(r_{2}-b_{2}\bigl(k_{2}^{\ast}+ \varepsilon _{2}\bigr)-a_{2}\bigl(k_{3}^{\ast}- \varepsilon_{6}\bigr)+a_{3}M_{1}\bigr)< 0, \\ &\bigl(k_{3}^{\ast}+\varepsilon_{3}\bigr) \bigl(- \alpha-b_{3}\bigl(k_{3}^{\ast }+\varepsilon_{3} \bigr)+a_{4}M_{2}\bigr)< 0, \\ &\bigl(k_{1}^{\ast}-\varepsilon_{4}\bigr) \bigl[r_{1}-a_{1}\bigl(k_{2}^{\ast}+ \varepsilon _{2}\bigr)-b_{1}\bigl(k_{1}^{\ast}- \varepsilon_{4}\bigr)\bigr]> 0, \\ &\bigl(k_{2}^{\ast}-\varepsilon_{5}\bigr) \bigl[r_{2}-b_{2}\bigl(k_{2}^{\ast}- \varepsilon _{5}\bigr)-a_{2}\bigl(k_{3}^{\ast}+ \varepsilon_{3}\bigr)\bigr]> 0, \\ &\bigl(k_{3}^{\ast}-\varepsilon_{6}\bigr) \bigl(- \alpha-b_{3}\bigl(k_{3}^{\ast }-\varepsilon_{6} \bigr)\bigr)> 0, \end{aligned} $$

(3.12)

for $\varepsilon_{i}$ ($i=1,2,3$) being relatively big.

For the above constants and suitable constants $\tilde{t}_{i}> 0$ ($i = 1, 2, 3, 4, 5, 6$) satisfying $\tilde{t}_{5}<\min\{\tilde{t}_{1},\tilde{t}_{3}\}$, $\tilde{t}_{2}>\max\{\tilde{t}_{4}, \tilde{t}_{6}\}$, we define the continuous functions $\overline{\Phi}(t) = (\overline{\phi}(t), \overline{\varphi}(t), \overline{\psi}(t))$ and $\underline{\Phi}(t) =(\underline{\phi}(t), \underline{\varphi}(t), \underline{\psi}(t))$ as follows:

$$\begin{aligned}& \overline{\phi}(t)=\left \{ \textstyle\begin{array}{l@{\quad}l} k_{1}^{\ast}e^{\eta_{1}t}, & t\leq\tilde{t}_{1}, \\ k_{1}^{\ast}+\varepsilon_{1}e^{-\eta t},& t>\tilde{t}_{1}, \end{array}\displaystyle \right . \qquad \overline{\varphi}(t)= \left \{ \textstyle\begin{array}{l@{\quad}l} k_{2}^{\ast}e^{\eta_{2}t}, & t\leq\tilde{t}_{2}, \\ k_{2}^{\ast}+\varepsilon_{2}e^{-\eta t},& t>\tilde{t}_{2}, \end{array}\displaystyle \right . \\& \overline{\psi}(t)=\left \{ \textstyle\begin{array}{l@{\quad}l} k_{3}^{\ast}e^{\eta_{3}t}, & t\leq\tilde{t}_{3}, \\ k_{3}^{\ast}+\varepsilon_{3}e^{-\eta t},& t>\tilde{t}_{3}, \end{array}\displaystyle \right .\qquad \underline{\phi}(t)= \left \{ \textstyle\begin{array}{l@{\quad}l} 0, & t\leq\tilde{t}_{4}, \\ k_{1}^{\ast}-\varepsilon_{4}e^{-\eta t},& t>\tilde{t}_{4}, \end{array}\displaystyle \right . \\& \underline{\varphi}(t)=\left \{ \textstyle\begin{array}{l@{\quad}l} 0, & t\leq\tilde{t}_{5}, \\ k_{2}^{\ast}-\varepsilon_{5}e^{-\eta t},& t>\tilde{t}_{5}, \end{array}\displaystyle \right . \qquad \underline{\psi}(t)= \left \{ \textstyle\begin{array}{l@{\quad}l} 0, & t\leq\tilde{t}_{6}, \\ k_{3}^{\ast}-\varepsilon_{6}e^{-\eta t},& t>\tilde{t}_{6}, \end{array}\displaystyle \right . \end{aligned}$$

where

$$ \begin{aligned} &\tilde{t}_{2}=\frac{1}{\eta_{2}}\ln \frac {r_{1}}{a_{1}k_{2}^{\ast}},\qquad \tilde{t}_{6}=\frac{1}{\eta_{2}}\ln \frac{a_{2}(\varepsilon _{6}-k_{3}^{\ast})}{b_{2}k_{2}^{\ast}}, \\ &\tilde{t}_{5}=\max \biggl\{ \frac{1}{\eta_{1}}\ln\frac {a_{1}(\varepsilon_{5}-k_{2}^{\ast})}{b_{1}k_{1}^{\ast}}, \frac{1}{\eta_{3}}\ln\frac{r_{2}+b_{2}(\varepsilon_{5}-k_{2}^{\ast })}{a_{2}k_{3}^{\ast}} \biggr\} . \end{aligned} $$

(3.13)

Lemma 3.2

Assume that $r_{1}>\max\{a_{1}k_{2}^{\ast}, a_{1}k_{1}^{\ast}\}$ and $\alpha>\frac{b_{2}b_{3}k_{2}^{\ast}}{a_{2}}$, then $(\overline{\phi},\overline{\varphi},\overline{\psi})$ is an upper solution of system (3.1).

Proof

If $t\leq\tilde{t}_{5}<\tilde{t}_{1} $, then $\overline{\phi}(t)=k_{1}^{\ast}e^{\eta_{1}t} $, and $\underline{\varphi}(t)=0 $. Therefore, we have

$$\begin{aligned}& d_{1}\overline{\phi}''(t)-c \overline{\phi}'(t)+\overline{\phi}\bigl(r_{1}-a_{1} \underline{\varphi }(t)-b_{1}\overline{\phi}(t)\bigr) \\& \quad \leq \bigl(d_{1}\eta_{1}^{2}-c \eta_{1}+r_{1}\bigr)k_{1}^{\ast}e^{\eta_{1}t}=0. \end{aligned}$$

(3.14)

If $t>\tilde{t}_{5}$ and $t\leq\tilde{t}_{1}$, then $\overline{\phi}(t)=k_{1}^{\ast}e^{\eta_{1} t}$ and $\underline{\varphi}(t)=k_{2}^{\ast}-\varepsilon_{5}e^{-\eta t}$. Therefore, we obtain

$$ d_{1}\overline{\phi}''(t)-c \overline{\phi}'(t)+\overline{\phi}(t) \bigl(r_{1} -a_{1}\underline{\varphi}(t)-b_{1}\overline{\phi}(t) \bigr)=I_{1}(\eta), $$

(3.15)

where $I_{1}(\eta)=k_{1}^{\ast}e^{\eta_{1} t}[a_{1}(\varepsilon_{5}e^{-\eta t}-k_{2}^{\ast})-b_{1}k_{1}^{\ast}e^{\eta_{1} t}]$, $I_{1}(0)=k_{1}^{\ast}e^{\eta_{1} t}[a_{1}(\varepsilon_{5}-k_{2}^{\ast})-b_{1}k_{1}^{\ast}e^{\eta_{1} t}]< 0$ when $t>\tilde{t}_{5}$. Therefore, there exists $\eta_{1}^{\ast}>0$ such that $d_{1}\overline{\phi}''(t)-c \overline{\phi}'(t)+\overline{\phi}(t)(r_{1} -a_{1}\underline{\varphi}(t)-b_{1}\overline{\phi}(t))\leq0$ for all $\eta\in(0,\eta_{1}^{\ast})$.

If $t > \tilde{t}_{1}> \tilde{t}_{5}$, then $\overline{\phi}(t)=k_{1}^{\ast}+\varepsilon_{1}e^{-\eta t}$ and $\underline{\varphi}(t)=k_{2}^{\ast}-\varepsilon_{5}e^{-\eta t}$. Therefore, we have

$$ d_{1}\overline{\phi}''(t)-c \overline{\phi}'(t)+\overline{\phi}(t) \bigl(r_{1} -a_{1}\underline{\varphi}(t)-b_{1}\overline{\phi}(t) \bigr)=I_{2}(\eta), $$

(3.16)

where $I_{2}(\eta)=(d_{1}\varepsilon_{1}\eta^{2}+c\varepsilon_{1}\eta )e^{-\eta t}+(k_{1}^{\ast}+\varepsilon_{1}e^{-\eta t})(r_{1}-a_{1}(k_{2}^{\ast}-\varepsilon_{5}e^{-\eta t})-b_{1}(k_{1}^{\ast}+\varepsilon_{1}e^{-\eta t}))$. It follows from (3.12) that $I_{2}(0)=(k_{1}^{\ast}+\varepsilon_{1})(r_{1}-a_{1}(k_{2}^{\ast }-\varepsilon_{5})-b_{1}(k_{1}^{\ast}+\varepsilon_{1}))< 0$. Therefore, there exists $\eta_{2}^{\ast}>0$ such that $d_{1}\overline{\phi}''(t)-c \overline{\phi}'(t)+\overline{\phi}(t)(r_{1} -a_{1}\underline{\varphi}(t)-b_{1}\overline{\phi}(t))\leq0$ for all $\eta\in(0,\eta_{2}^{\ast})$.

If $t\leq\tilde{t}_{6}< \tilde{t}_{2} $, then $\overline{\varphi}(t)=k_{2}^{\ast}e^{\eta_{2}t} $, and $\underline{\psi}(t)=0 $. It follows that

$$\begin{aligned}& d_{2}\overline{\varphi}''(t)-c \overline{\varphi}'(t)+f_{c2}\bigl(\overline{\phi}(t), \overline {\varphi}(t),\underline{\psi}(t)\bigr) \\& \quad \leq\bigl(d_{2}\eta_{2}^{2}-c \eta_{2}+r_{2}\bigr)k_{2}^{\ast}e^{\eta_{2}t} +k_{2}^{\ast}e^{\eta_{2}t}\bigl(-b_{2}k_{2}^{\ast}e^{\eta _{2}t}+a_{3}M_{1} \bigr) \\& \quad \leq \bigl(d_{2}\eta_{2}^{2}-c \eta_{2}+r_{2}+a_{3}M_{1} \bigr)k_{2}^{\ast}e^{\eta_{2}t}=0. \end{aligned}$$

(3.17)

If $t>\tilde{t}_{6}$ and $t\leq\tilde{t}_{2}$, then $\overline{\varphi}(t)=k_{2}^{\ast}e^{\eta_{2} t}$ and $\underline{\psi}=k_{3}^{\ast}-\varepsilon_{6}e^{-\eta t}$. By calculating, we have

$$ d_{2}\overline{\varphi}''(t)-c \overline{\varphi}'(t)+f_{c2}\bigl(\overline{\phi}(t), \overline{\varphi}(t),\underline{\psi}(t)\bigr)\leq I_{3}(\eta), $$

(3.18)

where $I_{3}(\eta)=k_{2}^{\ast}e^{\eta_{2} t}(a_{2}(\varepsilon_{6}e^{-\eta t}-k_{3}^{\ast})-b_{2}k_{2}^{\ast}e^{\eta_{2} t})$. Thus, $I_{3}(0)=k_{2}^{\ast}e^{\eta_{2} t}(a_{2}(\varepsilon_{6} -k_{3}^{\ast})-b_{2}k_{2}^{\ast}e^{\eta_{2} t})< 0$ when $t>\tilde{t}_{6}$. Hence, there exists $\eta_{3}^{\ast}>0$ such that $d_{2}\overline{\varphi}''(t)-c \overline{\varphi}'(t)+f_{c2}(\overline{\phi}(t), \overline{\varphi}(t),\underline{\psi}(t))\leq0$ for all $\eta\in(0,\eta_{3}^{\ast})$.

If $t>\tilde{t}_{2} $, then $\overline{\varphi}(t)=k_{2}^{\ast}+\varepsilon_{2}e^{-\eta t} $ and $\underline{\psi}(t)=k_{3}^{\ast}-\varepsilon_{6}e^{-\eta t} $. By calculating, we have

$$ d_{2} \overline{\varphi}''(t)-c \overline{\varphi}'(t)+f_{c2}\bigl(\overline{\phi}(t), \overline{\varphi}(t),\underline{\psi}(t)\bigr)\leq I_{4}(\eta), $$

(3.19)

where $I_{4}(\eta)=(d_{2}\varepsilon_{2}\eta^{2}+c\varepsilon_{2}\eta )e^{-\eta t}+(k_{2}^{\ast}+\varepsilon_{2}e^{-\eta t})(r_{2}+a_{3}M_{1}-b_{2}(k_{2}^{\ast}+\varepsilon_{2}e^{-\eta t})-a_{2}(k_{3}^{\ast}-\varepsilon_{6}e^{-\eta t}))$. It follows from (3.12) that $I_{4}(0)=(k_{2}^{\ast}+\varepsilon _{2})(r_{2}+a_{3}M_{1}-b_{2}(k_{2}^{\ast}+\varepsilon_{2}) -a_{2}(k_{3}^{\ast}-\varepsilon_{6}))< 0$. Hence, there exists $\eta_{4}^{\ast}>0$ such that $d_{2}\overline{\varphi}''(t)-c \overline{\varphi}'(t)+f_{c2}(\overline{\phi}(t), \overline{\varphi}(t),\underline{\psi}(t))\leq0$ for all $\eta\in(0,\eta_{4}^{\ast})$.

If $t\leq\tilde{t}_{3}$, then $\overline{\psi}(t)=k_{3}^{\ast}e^{\eta_{3}t}$. By calculating, we have

$$\begin{aligned}& d_{3}\overline{\psi}''(t)-c \overline{\psi}'(t)+f_{c3}\bigl(\overline{\phi}(t), \overline{\varphi }(t),\overline{\psi}(t)\bigr) \\& \quad \leq\bigl(d_{3}\eta_{3}^{2}-c \eta_{3}\bigr)k_{3}^{\ast}e^{\eta_{3}t} +k_{3}^{\ast}e^{\eta_{3}t}\bigl(-\alpha-b_{3}k_{3}^{\ast}e^{\eta _{3}t}+a_{4}M_{2} \bigr) \\& \quad \leq \bigl(d_{3}\eta_{3}^{2}-c \eta_{3}-\alpha+a_{4}M_{2}\bigr)k_{3}^{\ast}e^{\eta_{3}t}=0. \end{aligned}$$

(3.20)

If $t>\tilde{t}_{3}$, then $\overline{\psi}(t)=k_{3}^{\ast}+\varepsilon_{3}e^{-\eta_{3}t}$. By calculating, we get

$$ d_{3}\overline{\psi}''(t)-c \overline{\psi}'(t)+f_{c3}\bigl(\overline{\phi}(t), \overline{\varphi}(t),\overline{\psi}(t)\bigr)\leq I_{5}(\eta), $$

(3.21)

where $I_{5} (\eta)=(d_{3}\varepsilon_{3}\eta^{2}+c\varepsilon_{3}\eta)e^{-\eta t}+(k_{3}^{\ast}+\varepsilon_{3}e^{-\eta t})(-\alpha-b_{3}(k_{3}^{\ast}+\varepsilon_{2}e^{-\eta t})+a_{4}M_{2})$. It follows from (3.12) that $I_{5}(0)=(k_{3}^{\ast}+\varepsilon_{3})(-\alpha-b_{3}(k_{3}^{\ast }+\varepsilon_{3}) +a_{4}M_{2})< 0$. Hence, there exists $\eta_{5}^{\ast}>0$ such that $d_{3}\overline{\psi}''(t)-c \overline{\psi}'(t)+f_{c3}(\overline{\phi}(t), \overline{\varphi}(t),\underline{\psi}(t))\leq0$ for all $\eta\in(0,\eta_{5}^{\ast})$.

Finally, for any $\eta\in(0,\min\{\eta_{1}^{\ast}, \eta_{2}^{\ast}, \eta_{3}^{\ast}, \eta_{4}^{\ast}, \eta_{5}^{\ast} \})$, we see that (3.3) holds. This completes the proof. □

Lemma 3.3

Assume that $r_{1}>\max\{a_{1}k_{2}^{\ast}, a_{1}k_{1}^{\ast}\}$ and $\alpha>\frac{b_{2}b_{3}k_{2}^{\ast}}{a_{2}}$, then $(\underline{\phi}(t), \underline{\varphi}(t), \underline{\psi}(t))$ is a pair of lower solution of system (3.1).

Proof

If $t\leq\tilde{t}_{4}$, then $\underline{\phi}(t)=0$. We have $d_{1}\underline{\phi}''(t)-c\underline{\phi}'(t)+\underline{\phi}(t) (r_{1}-a_{1}\overline{\varphi}(t)-b_{1}\underline{\phi}(t))=0$.

If $\tilde{t}_{4}< t\leq\tilde{t}_{2}$, then $\underline{\phi}(t)=k_{1}^{\ast}-\varepsilon_{4}e^{-\eta t}$, $\overline{\varphi}=k_{2}^{\ast}e^{\eta_{2} t}$. We have

$$\begin{aligned}& d_{1}\underline{\phi}''(t)-c \underline{\phi}'(t)+\underline{\phi}(t) \bigl(r_{1}-a_{1} \overline{\varphi}(t)-b_{1}\underline{\phi}(t)\bigr) \\& \quad = (-d_{1}\eta-c)\varepsilon_{4}\eta e^{-\eta t}+ \bigl(k_{1}^{\ast}-\varepsilon_{4}e^{-\eta t} \bigr) \bigl(r_{1}-a_{1}k_{2}^{\ast}e^{\eta_{2} t}-b_{1} \bigl(k_{1}^{\ast}-\varepsilon_{4}e^{-\eta t} \bigr)\bigr) \\& \quad \triangleq I_{6}(\eta). \end{aligned}$$

(3.22)

Using (3.13), we see that $I_{6}(0)=(k_{1}^{\ast}-\varepsilon_{4})(r_{1}-a_{1}k_{2}^{\ast }e^{\eta_{2}t} - b_{1}(k_{1}^{\ast}-\varepsilon_{4}))> 0$ when $\tilde{t}_{4}< t\leq\tilde{t}_{2}$. Therefore, there exists $\eta_{6}^{\ast}$ such that $d_{1}\underline{\phi}''(t)-c\underline{\phi}'(t)+\underline{\phi}(t) (r_{1}-a_{1}\underline{\varphi}(t)-b_{1}\underline{\phi}(t))\geq0$ for $\eta\in(0,\eta_{6}^{\ast})$.

If $t>\tilde{t}_{2}$, then $\underline{\phi}(t)=k_{1}^{\ast}-\varepsilon_{4}e^{-\eta t}$, $\overline{\varphi}=k_{2}^{\ast}+\varepsilon_{2} e^{-\eta t}$. We have

$$\begin{aligned}& d_{1}\underline{\phi}''(t)-c \underline{\phi}'(t)+\underline{\phi}(t) \bigl(r_{1}-a_{1} \overline{\varphi}(t)-b_{1}\underline{\phi}(t)\bigr) \\& \quad \geq(-d_{1}\eta-c)\varepsilon_{4}\eta e^{-\eta t}+\bigl(k_{1}^{\ast}-\varepsilon_{4}e^{-\eta t} \bigr) \bigl(r_{1}-a_{1}\bigl(k_{2}^{\ast}+ \varepsilon_{2}e^{-\eta t}\bigr)-b_{1} \bigl(k_{1}^{\ast}-\varepsilon_{4}e^{-\eta t} \bigr)\bigr) \\& \quad \triangleq I_{7}(\eta). \end{aligned}$$

(3.23)

Using (3.12), we see that $I_{7}(0)=(k_{1}^{\ast}-\varepsilon_{4})(r_{1}-a_{1}(k_{2}^{\ast} + \varepsilon_{2})- b_{1}(k_{1}^{\ast}-\varepsilon_{4}))> 0$. Therefore, there exists $\eta_{7}^{\ast}$ such that $d_{1}\underline{\phi}''(t)-c\underline{\phi}'(t)+\underline{\phi}(t) (r_{1}-a_{1}\underline{\varphi}(t)-b_{1}\underline{\phi}(t))\geq0$ for $\eta\in(0,\eta_{7}^{\ast})$.

If $t\leq\tilde{t}_{5}$, then $\underline{\varphi}=0$. Therefore we have $d_{2}\underline{\varphi}''(t)-c\underline{\varphi }'+f_{c2}(\underline{\phi}(t), \underline{\varphi}(t),\overline{\psi}(t))=0$.

If $\tilde{t}_{5}< t\leq\tilde{t}_{3}$, then $\underline{\varphi}(t) =k_{2}^{\ast}-\varepsilon_{5}e^{-\eta t}$, $\overline{\psi}=k_{3}^{\ast}e^{\eta_{3}t}$. We get

$$\begin{aligned}& d_{2}\underline{\varphi}''(t)-c \underline{\varphi }'+f_{c2}\bigl(\underline{\phi}(t), \underline{\varphi}(t),\overline{\psi}(t)\bigr) \\& \quad = (-d_{2}\eta-c)\varepsilon_{5}\eta e^{-\eta t}+ \bigl(k_{2}^{\ast}-\varepsilon_{5}e^{-\eta t} \bigr) \bigl(r_{2}-b_{2}\bigl(k_{2}^{\ast}- \varepsilon_{5}e^{-\eta t}\bigr)-a_{2}k_{3}^{\ast}e^{\eta_{3} t} \bigr) \\& \quad \triangleq I_{8}(\eta). \end{aligned}$$

(3.24)

Using (3.13), we see that $I_{8}(0)=(k_{2}^{\ast}-\varepsilon_{5})(r_{2}-b_{2}(k_{2}^{\ast} - \varepsilon_{5})- a_{2}k_{3}^{\ast}e^{\eta_{3}t})> 0$ when $t>\tilde{t}_{5}$. Hence, there exists $\eta_{8}^{\ast}$ such that $d_{2}\underline{\varphi}''(t)-c\underline{\varphi }'(t)+f_{c2}(\underline{\phi}(t), \underline{\varphi}(t),\overline{\psi}(t))\geq0$ for all $\eta\in (0,\eta_{8}^{\ast})$.

If $t>\tilde{t}_{3}$, then $\underline{\varphi}(t) =k_{2}^{\ast}-\varepsilon_{5}e^{-\eta t}$. We get

$$\begin{aligned} \begin{aligned}[b] &d_{2}\underline{\varphi}''(t)-c \underline{\varphi }'+f_{c2}\bigl(\underline{\phi}(t), \underline{\varphi}(t),\overline{\psi}(t)\bigr) \\ &\quad \geq(-d_{2}\eta-c)\varepsilon_{5}\eta e^{-\eta t}+\bigl(k_{2}^{\ast}-\varepsilon_{5}e^{-\eta t} \bigr) \bigl(r_{2}-b_{2}\bigl(k_{2}^{\ast}- \varepsilon_{5}e^{-\eta t}\bigr)-a_{2} \bigl(k_{3}^{\ast}+\varepsilon_{3}e^{-\eta t} \bigr)\bigr) \\ &\quad \triangleq I_{9}(\eta). \end{aligned} \end{aligned}$$

(3.25)

Using (3.12), we see that $I_{9}(0)=(k_{2}^{\ast}-\varepsilon_{5})(r_{2}-b_{2}(k_{2}^{\ast} - \varepsilon_{5})- a_{2}(k_{3}^{\ast}+\varepsilon_{3}))> 0$. Hence, there exists $\eta_{9}^{\ast}$ such that $d_{2}\underline{\varphi}''(t)-c\underline{\varphi }'(t)+f_{c2}(\underline{\phi}(t), \underline{\varphi}(t),\overline{\psi}(t))\geq0$ for all $\eta\in (0,\eta_{9}^{\ast})$.

If $t\leq\tilde{t}_{6}$, then $\underline{\psi}=0$. Therefore, we have $d_{3}\underline{\psi}''(t)-c\underline{\psi}'+f_{c3}(\underline {\phi}(t), \underline{\varphi}(t),\underline{\psi}(t))=0$.

If $t>\tilde{t}_{6}$, then $\underline{\psi}(t) =k_{3}^{\ast}-\varepsilon_{6}e^{-\eta t}$. Hence, we get

$$\begin{aligned}& d_{3}\underline{\psi}''(t)-c \underline{\psi}'+f_{c3}\bigl(\underline {\phi}(t), \underline{\varphi}(t),\overline{\psi}(t)\bigr) \\& \quad \geq(-d_{3}\eta-c)\varepsilon_{6}\eta e^{-\eta t}+\bigl(k_{3}^{\ast}-\varepsilon_{6}e^{-\eta t} \bigr) \bigl(-\alpha-b_{3}\bigl(k_{3}^{\ast}- \varepsilon_{6}e^{-\eta t}\bigr)\bigr) \\& \quad \triangleq I_{10}(\eta). \end{aligned}$$

(3.26)

Using (3.12), we see that $I_{10}(0)=(k_{3}^{\ast}-\varepsilon_{6})(-\alpha-b_{3}(k_{3}^{\ast }-\varepsilon_{6}))> 0$. Hence, there exists $\eta_{10}^{\ast}$ such that $d_{3}\underline{\psi}''(t)-c\underline{\psi}'(t)+f_{c3}(\underline {\phi}(t), \underline{\varphi}(t),\overline{\psi}(t))\geq0 $ for all $\eta \in(0,\eta_{10}^{\ast})$.

Finally, for any $\eta\in(0, \min\{\eta_{6}^{\ast}, \eta_{7}^{\ast}, \eta_{8}^{\ast}, \eta_{9}^{\ast}, \eta_{10}^{\ast}\}) $, we see that (3.4) holds. This completes the proof. □

By using Lemmas 3.1-3.3, we have the following conclusion.

Theorem 3.1

Assume that $r_{1}>\max\{a_{1}k_{2}^{\ast}, a_{1}k_{1}^{\ast}\}$ and $\alpha>\frac{b_{2}b_{3}k_{2}^{\ast}}{a_{2}}$, then, for any $c > c^{\ast} > 0$, system (1.1) always has a traveling wave solution with speed c connecting the trivial steady state $(0, 0)$ and the positive steady state $(k_{1}^{\ast}, k_{2}^{\ast}, k_{3}^{\ast})$.

4 Results and discussion

In this article, we investigate a food chain reaction-diffusion predator-prey systems with nonlocal delay in a bounded domain with no flux boundary condition incorporating delay respecting gestation of the predators. By using the methods of the Lyapunov function, we prove global stability of positive equilibrium of the system (1.1). If the nonlocal delay terms are replaced by the general terms without delay, one can easily verify that the positive constant solution of (1.1) is globally stable without any condition when a positive constant equilibrium exists.

The above result shows that if the intra-specific competitions of the predators and preys dominate their inter-specific interaction, then the unique positive equilibrium is globally stable if it exists, which implies that predators and preys are permanent from biologic view. If the nonlocal delay terms are replaced by a general term without delay, without any condition the positive equilibrium is globally stable when it exists. This implies that nonlocal delays often impact the global stability of a positive constant solution. By using the method of the upper-lower solutions, we also see that there exists a traveling wavefront connecting the zero solution to the positive equilibrium of the system when the wave speed is large enough and the prey intrinsic growth rate and the death rate of predator are relatively big.

In modern mathematics, the theory and methods of traveling waves solutions develop quickly and they have attracted much attention due to their significance in the real word. We would like to extend this theory and these methods to the integral equation, and we refer to [22–26], but this question is still an open problem.

Declarations

Acknowledgements

This work is supported by the NSF of China (11461023) and the research funds of PhD for Honghe University (14bs19).

Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.

Authors’ Affiliations

(1)

College of Mathematics, Honghe University, Mengzi, Yunnan, 661100, P.R. China

(2)

College of Science, Honghe University, Mengzi, Yunnan, 661199, P.R. China

References

Li, CL: Global existence of solution to a cross-diffusion predator-prey system with Holling type II functional response. Comput. Math. Appl. 65, 1152-1162 (2013) MathSciNetView ArticleMATHGoogle Scholar
Hang, PY, Wang, M: Strategy and stationary pattern in a three-species predator-prey model. J. Differ. Equ. 200, 245-273 (2004) MathSciNetView ArticleGoogle Scholar
Ko, W, Ryu, K: A qualitative study on general Gause-type predator-prey models with non-monotonic functional response. Nonlinear Anal., Real World Appl. 10, 2558-2573 (2009) MathSciNetView ArticleMATHGoogle Scholar
Li, CL, Zhang, GH: Existence and non-existence of steady states to a cross-diffusion system arising in a Leslie predator-prey model. Math. Methods Appl. Sci. 35, 758-768 (2012) MathSciNetView ArticleMATHGoogle Scholar
Lou, Y, Ni, WM: Diffusion, self-diffusion and cross-diffusion. J. Differ. Equ. 131, 79-131 (1996) MathSciNetView ArticleMATHGoogle Scholar
Ni, WM: Diffusion, cross-diffusion and their spike-layer steady states. Not. Am. Math. Soc. 45, 9-18 (1998) MathSciNetMATHGoogle Scholar
Okubo, A: Diffusion and Ecological Problems: Mathematical Models. Springer, Berlin (1980) MATHGoogle Scholar
Wang, MX: Stationary patterns of strongly coupled prey-predator moldels. J. Math. Anal. Appl. 292, 484-505 (2004) MathSciNetView ArticleMATHGoogle Scholar
Zeng, X: A ratio-dependent predator-prey system with diffusion. Nonlinear Anal., Real World Appl. 7, 1062-1078 (2007) View ArticleMATHGoogle Scholar
Chen, YY, Wang, MX: Asymptotic behavior of solutions of a three-species predator-prey model with diffusion and time delay. Appl. Math. Lett. 17, 1403-1408 (2004) MathSciNetView ArticleMATHGoogle Scholar
Ge, ZH, He, YN: Diffusion effect and stability analysis of a predator-prey system described by a delayed reaction-diffusion equations. J. Math. Anal. Appl. 339, 1432-1450 (2008) MathSciNetView ArticleMATHGoogle Scholar
Pao, CV: Dynamics of nonlinear parabolic systems with time delays. J. Math. Anal. Appl. 198, 751-779 (1996) MathSciNetView ArticleMATHGoogle Scholar
Wang, YM: Asymptotic behavior of solutions for a class of predator-prey reaction-diffusion with time delay. Appl. Math. Lett. 328, 137-150 (2007) MATHGoogle Scholar
Zhang, GB, Lin, WT: Traveling waves in delayed predator-prey systems with nonlocal diffusion and stage structure. Math. Comput. Model. 49, 1021-1029 (2009) MathSciNetView ArticleMATHGoogle Scholar
Zhang, X, Xu, R: Traveling waves of a diffusive predator-prey model with nonlocal delay and stage structure. J. Math. Anal. Appl. 37, 475-484 (2011) MathSciNetView ArticleMATHGoogle Scholar
Gan, QT, Xu, R, Yang, PH: Travelling waves of a delayed SIRS epidemic model with spatial diffusion. Nonlinear Anal., Real World Appl. 12, 52-68 (2011) MathSciNetView ArticleMATHGoogle Scholar
Gourley, SA, Ruan, SG: Spatio-temporal delays in a nutrient-plankton model on a finite domain: linear stability and bifurcations. Appl. Math. Comput. 145, 391-412 (2003) MathSciNetMATHGoogle Scholar
Xu, R, Chaplain, MAJ, Davidson, FA: Global convergence of a reaction-diffusion predator- prey model with stage structure and nonlocal delays. Comput. Math. Appl. 53, 770-788 (2007) MathSciNetView ArticleMATHGoogle Scholar
Fu, SM, Wen, ZJ, Cui, SB: Uniform boundedness and stability of global solutions in a strongly coupled three-species cooperating model. Nonlinear Anal., Real World Appl. 9, 272-289 (2008) MathSciNetView ArticleMATHGoogle Scholar
Wang, MX: Nonlinear Equations of Parabolic Type. Science Press, Beijing (1993) Google Scholar
Henry, D: Geometric Theory of Semilinear Parabolic Equations. Lect. Notes in Mathematics, vol. 840. Springer, Berlin (1993) Google Scholar
Deepmala: A study on fixed point theorems for nonlinear contractions and its applications. PhD thesis, Pt. Ravishankar Shukla University, Raipur, Chhatisgarh, India (2014) Google Scholar
Mishra, VN: Some problems on approximations of functions in Banach spaces. PhD thesis, Indian Institute of Technology, Roorkee, Uttarakhand, India (2007) Google Scholar
Mishra, LN, Agarwal, RP, Sen, M: Solvability and asymptotic behavior for some nonlinear quadratic integral equation involving Erdélyi-Kober fractional integrals on the unbounded interval. Prog. Fract. Differ. Appl. 2(3), 153-168 (2016) View ArticleGoogle Scholar
Mishra, VN, Khatri, K, Mishra, LN, Deepmala: Inverse result in simultaneous approximation by Baskakov-Durrmeyer-Stancu operators. J. Inequal. Appl. 2013, 586 (2013). doi:10.1186/1029-242X-2013-586 MathSciNetView ArticleMATHGoogle Scholar
Mishra, LN, Sen, M, Mohapatra, RN: On existence theorems for some generalized nonlinear functional-integral equations with applications. Filomat (2016, in press) Google Scholar