\documentclass[reqno]{amsart}
\usepackage{hyperref}

\AtBeginDocument{{\noindent\small
\emph{Electronic Journal of Differential Equations},
Vol. 2012 (2012), No. 161, pp. 1--15.\newline
ISSN: 1072-6691. URL: http://ejde.math.txstate.edu or http://ejde.math.unt.edu
\newline ftp ejde.math.txstate.edu}
\thanks{\copyright 2012 Texas State University - San Marcos.}
\vspace{9mm}}

\begin{document}
\title[\hfilneg EJDE-2012/161\hfil Traveling waves and spreading speed]
{Traveling waves and spreading speed on a lattice model with age structure}

\author[Z. Wang \hfil EJDE-2012/161\hfilneg]
{Zongyi Wang}

\address{Zongyi Wang \newline
Department of Mathematics, Huizhou University,
Huizhou, Guangdong  516007, China}
\email{wzy@hzu.edu.cn}

\thanks{Submitted June 9, 2012. Published September 20, 2012.}
\subjclass[2000]{45J05, 34A33, 34K31, 92D25}
\keywords{Lattice differential system;  spreading speed; 
traveling wave; \hfill\break\indent minimal wave speed}

\begin{abstract}
 In this article, we study a lattice differential  model for a single
 species with distributed age-structure in an infinite patchy environment.
 Using method of approaches by Diekmann and Thieme, we develop a comparison
 principle and construct a suitable sub-solution to the given model,
 and show that there exists a spreading speed  of the system which
 in fact coincides with the minimal wave speed.
\end{abstract}

\maketitle
\numberwithin{equation}{section}
\newtheorem{theorem}{Theorem}[section]
\newtheorem{lemma}[theorem]{Lemma}
\allowdisplaybreaks

\section{Introduction}

 Assume $u(t,a,x)$ is the population density at time $t$, age $a$ and spatial location
$x$, and  $x$ denotes the point coordinate which may be an integer, in $\mathbb{Z}$,
or real number in $\mathbb{R}$.
 We study the species in a patchy environment with infinite number of patches 
connected  by diffusion of population within the neighboring islands, where 
we can describe the patches as integer nodes of a one-dimensional lattice.
In this case we change $x$ to $j$, and let $u(t,a,j)=u_j(t,a)$ denote
the population density of the species at $j$-th patch.
Let $f(r)$ be a probability density function which specifies
the probability of maturing of an individual with  age $a\geq r$.
This function satisfies
$f(0)=0$, $f(\infty)=0$ and $\int_0^{\infty}f(r)dr=1$. 
Let $w_j(t)$ denotes the total of mature population
 at time $t$ and location $j$:
$$
w_j(t)=\int_0^\infty f(r)\Big(\int_r^{\infty}u_j(t,a)da\Big)dr.
$$
Ling \cite{LW} derived the lattice model
\begin{equation}\label{1.1}
\begin{split}
\frac{dw_j(t)}{dt}
&= D[w_{j+1}(t)+w_{j-1}(t)-2w_j(t)] - dw_j(t)\\
&\quad +\frac{1}{2\pi}\int_0^{\infty}e^{-da}f(a)\sum_{l=-\infty}^{\infty}
\beta(a,l)b(w_{l+j}(t-a))da, \quad  t>0,
\end{split}
\end{equation}
where 
\[
\beta(a,l)=2\int_{0}^{\pi}\cos(l\omega)e^{-4Da\sin^2(\frac{\omega}{2})} d\omega.
\]
Note that this equation has a nonlocal term $\sum_{l=-\infty}^{\infty}
\beta(a,l)b(w_{l+j}(t-a))$ and a delay that is continuously distributed 
and infinite. 
Ling studied the existence and uniqueness of solutions to \eqref{1.1} with 
an initial value, also discussed the global attractivity of the zero solution, 
and the existence of wavefronts with speed greater than the
spreading speed $c_*$ of traveling wave. Motivated by the method 
in Diekmann and Thieme \cite{Th2}, in this article, we  give a study on the 
traveling wave and spreading speed for \eqref{1.1}. 
More information on the traveling waves for lattice differential systems 
can be found  in \cite{CMS,HLR,HLZ,LW,MZ,Mallet2,WHW} and the references therein.

Let $\mathbb{R}_+:=[0,+\infty)$ and
$\tilde  f(d):=\int_{0}^{\infty}f(a)e^{-da}da<1$.
 We will use the  following assumptions:
\begin{itemize}
\item[(H0)] $b(0)=0$, $b(w)\leq b'(0)w$ for $w\geq 0$; 
 $b(w)\tilde f(d)<dw$ for $w>0$, and $b'(0)\tilde f(d)<d$.

 \item[(H1)] $b(0)=0$, $b\in C^1(\mathbb{R}_+, \mathbb{R}_+)$, $b$ is 
non-decreasing function on $[0,K]$ and $b(K)\tilde  f(d)\leq dK$,
 $|b(u)-b(v)|\leq b'(0)|u-v|$  for $u,v\in \mathbb{R}_+$.

 \item[(H2)] $b(0)=0$, $b$ is non-decreasing function on $[0,K]$, 
$b(w)\leq  b'(0)w$ for $w\in \mathbb{R}_+$.

 \item[(H3)] $b'(0)\tilde f(d)>d$, $b(w)\tilde f(d)=dw$ admits a positive 
solution $w^+$ on $(0,K]$.
 $b(w)\tilde f(d)>dw$ for $0<w<w^+$; and $b(w)\tilde f(d)<dw$ for $w>w^+$.
  \end{itemize}

This article is organized as follows. In Section 2, we introduce some definitions
and properties of the characteristic equations. 
In Section 3,  we establish the well-posedness and the comparison principle 
for \eqref{1.1}, and obtain our main result on the existence of the 
spreading speed $c_*$ of traveling wave of \eqref{1.1}. We also give an 
estimate for $c_*$ and study the relation between the spreading speed 
with the minimal wave speed.

\section{Preliminaries}

 A solution $\{w_j(t)\}_{j\in \mathbb{Z}}$ is called a traveling wave of \eqref{1.1} 
provided that it has the form
 $w_j(t)=\phi(j+ct)=\phi(s)$.
A sequence of functions $W(t)=\{w_j(t)\}_{j\in \mathbb{Z}}$ is called isotropic
on an interval $I$ if  $w_j(t)=w_{-j}(t)$ for $j \in \mathbb{Z}$ and $t\in I$.
 Define
 $$
C_{K}^+(-\infty,T]= \{\phi: \phi  \text{ is continuous function defined from
$(-\infty,T]$ to $[0,K]$}\}.
$$
We  need also the following notation.
\begin{gather*}
 B_N=\{j\in \mathbb{N}: |j|\leq N, N\in \mathbb{N}\},\\
w_j(t)=w(t,j)\text{ for } j\in \mathbb{Z},\quad
W(t)=W(t,\cdot)=\{w_j(t)\}_{j\in \mathbb{Z}},\\
\operatorname{supp}W(t,\cdot)=\{j: w(t,j)\neq 0\}\text{ is the support of }
 W(t,\cdot),\\
W(t)\geq V(t) \text{ if } w_j(t)\geq v_j(t) \text{ for } j\in \mathbb{Z},\\
W(t)\succ V(t) \text{ if } W(t)\geq V(t) \text{ and } w_j(t)>v_j(t)
\text{ for } j\in \operatorname{supp}V(t,\cdot).
\end{gather*}
A constant $c_*>0$ is called the spreading speed of \eqref{1.1} provided that 
 \begin{gather}\label{2.1}
\lim_{t\to\infty}\sup\{w_j(t): |j|\geq ct\}=0\quad \text{for }c> c_*,\\
\label{2.2} 
\lim_{t\to\infty}\inf\{w_j(t): |j|\leq ct\}\geq w^+>0 \quad\text{for }c\in(0, c_*). 
\end{gather}
where $\{w_j(t)\}_{j\in \mathbb{Z}}$ is a solution of \eqref{1.1}.


Substituting $w_j(t)=\phi(j+ct)=\phi(s)$ into \eqref{1.1}, we obtain the 
wave equation
\begin{equation}\label{2.3}
\begin{split}
c\phi'(s) &= D[\phi(s+1) +\phi(s-1) -2\phi(s)] - d\phi(s)\\
&\quad +\frac{1}{2\pi}\int_{0}^{\infty}f(a)e^{-da}\sum_{l=-\infty}^{\infty}
\beta(a,l)b(\phi(s+l-ca))da.
\end{split}
\end{equation}
The following assumption  is needed for considering  characteristic 
equation.
\begin{itemize}
 \item[(H4)] Assume that for a given  $c>0$, one of the following two conditions
 is satisfied,
\begin{itemize}
\item[(i)] For any $\lambda>0$, 
 $\int_{0}^{\infty}f(a)e^{-da}e^{2D(\cosh\lambda-1)a-\lambda ca}da<\infty$ holds.
\item[(ii)] There has $\lambda_0>0$, for any $\lambda<\lambda_0$, 
$\int_{0}^{\infty}f(a)e^{-da}e^{2D(\cosh\lambda-1)a-\lambda ca}da<\infty$ and
    $$
\lim_{\lambda\to \lambda_0-0}\int_{0}^{\infty}f(a)e^{-da}
e^{2D(\cosh\lambda-1)a-\lambda ca}da=+\infty.
$$
\end{itemize}
If case (i) holds, let $\bar{\lambda}=\bar{\lambda}(c)=+\infty$; 
if case (ii) holds,  let $\bar{\lambda}=\bar{\lambda}(c)=\lambda_0$.
 \end{itemize}


Assume that (H1)-(H4) hold. Then \eqref{2.3} has two equilibria  $w=0$ 
and $w=w^+>0$ in $[0,K]$.
Denote the characteristic equation of \eqref{2.3} at $w^0:=0$, by 
$\Delta(\lambda,c)=0$, we have
\begin{equation}\label{2.4}
\Delta(\lambda,c)= -c\lambda +D[e^{\lambda}+e^{-\lambda}-2] -d
+\frac{b'(0)}{2\pi}\int_{0}^{\infty}f(a)e^{-da}\sum_{l=-\infty}^{\infty}
\beta(a,l)e^{\lambda l}e^{-\lambda ca}da.
\end{equation}
where
\[
\frac{1}{2\pi}\sum_{l=-\infty}^{\infty}\beta(a,l)e^{\lambda l}
 =\exp\{D[e^{-\lambda}+e^{\lambda}-2]a\}
=e^{2D(\cosh\lambda -1)a}
\]
(see \cite{WHW}).
Simplify \eqref{2.4} to obtain
\begin{equation}\label{2.5}
\Delta(\lambda,c):= -c\lambda +D[e^{\lambda}+e^{-\lambda}-2]-d+
b'(0)\int_{0}^{\infty}f(a)e^{[-d-c\lambda+2D(\cosh\lambda-1)]a}da=0.
\end{equation}
From \eqref{2.4}-\eqref{2.5}, it is easy to observe the following fact.

\begin{lemma}\label{L2.1}
If $b$ satisfies {\rm(H2)-(H4)}. Then there exists a unique pair 
$(c_*,\lambda_*)$ $(c_*>0, \lambda_*>0)$ such that
\begin{itemize}
\item[(i)]  $\Delta(\lambda_*,c_*)=0$, 
$\frac{\partial}{\partial \lambda}\Delta(\lambda_*,c_*)=0$;

\item[(ii)] for $0<c<c_*$ and any $\lambda\in (0,\bar{\lambda}),\Delta(\lambda,c)>0$;

\item[(iii)] for $c>c_*$, the equation $\Delta(\lambda,c)=0$ has two positive 
real roots
$0<\lambda_1 <\lambda_2<\bar{\lambda}$, and there exists 
$\epsilon_0>0$ such that for any $\epsilon\in(0,\epsilon_0)$ with
$0<\lambda_1<\lambda_1+\epsilon<\lambda_2$, we have
 $\Delta(\lambda_1+\epsilon,c)<0$.
\end{itemize}
\end{lemma}

 We rewrite \eqref{2.5} as
\begin{equation}\label{2.6}
1=\frac{1}{\delta+\lambda c}
\Big[D(e^{\lambda}+e^{-\lambda})+ b'(0)\int_{0}^{\infty}f(a)
e^{-da}e^{2D(\cosh\lambda-1)a-\lambda ca}da \Big]=:L_c(\lambda),
\end{equation}
where $\delta:=2D+d$.
Hence $c_*$ can  be represented as
$$
c_*:=\inf\{c>0:\text{ there exists some }\lambda \in \mathbb{R}_+,
\text{ such that } L_c(\lambda)=1\}.
$$
From Lemma \ref{L2.1} we have
$$
L_c(\lambda)>1 \text{ for } \lambda\in (0,\bar{\lambda}), \text{ and }
 c\in (0,c_*);\quad 
L_c(\lambda)<1 \text{ for } \lambda\in (\lambda_1,\lambda_2)\text{ and } c>c_*.
$$
Now we shall show that $c_*$ is the spreading speed of \eqref{1.1}. 
Consider the  equivalent form
\begin{equation} \label{2.7}
\begin{gathered}
\begin{aligned}
w_j(t)&=e^{-\delta t}w_j(0)+\int_0^te^{-\delta(t-s)}\{D[w_{j+1}(s)+w_{j-1}(s)]\\
&\quad +\frac{1}{2\pi}\int_{0}^{\infty}f(a)e^{-da}\sum_{l=-\infty}^{\infty}
\beta(a,l)b(w_{l+j}(s-a)) da\}ds, \quad j\in\mathbb{Z},\; t\geq 0,
\end{aligned}\\
w_j(t)=w^o_j(t),  \quad j\in \mathbb{Z},\; t\in (-\infty,0],
\end{gathered}
\end{equation}
For any $W^o=\{w_j^o\}_{j\in \mathbb{Z}}$,
$w^o_j\in C_{K}^+(-\infty,0]$, $w_j^0(0)>0,\ j\in \mathbb{Z}$, and 
$T\in [0,\infty]$, define the set
$$
\Lambda_T=\{W=\{w_j\}_{j\in \mathbb{Z}}
: w_j\in C_K^+(-\infty,T),\, w_j(t)=w^o_j(t)\text{ for }
t\in(-\infty,0]\},
$$
Equip $\Lambda_T$ with the norm
$$
\|W\|_{\lambda}:=\sup_{t\in [0,T),j\in \mathbb{Z}}|w_j(t)|e^{-\lambda t}.
$$
Therefore, $(\Lambda_T,\|\cdot\|_{\lambda})$ is a Banach space.
Define the sequence of functions  $S^T=\{S^T_j\}_{j\in \mathbb{Z}} \in \Lambda_T$ by
$$
S_j^T[W](t)=\begin{cases}
e^{-\sigma t}w_j(0)+\int_0^t e^{-\sigma (t-s)}\{D[w_{j+1}(s)+w_{j-1}(s)]\\
+\frac{1}{2\pi}\int_{0}^{\infty}f(a)e^{-da}
\sum_{l=-\infty}^{\infty}\beta(a,l)b(w_{l+j}(s-a))da\}ds,& j\in\mathbb{Z},\; t\geq 0,\\
w^o_j(t), &  j\in \mathbb{Z},\; t<0.
\end{cases}
$$
Then $S_j^T[W](t)$ is  continuous in $t\in (-\infty,T)$.

 \begin{theorem}\label{T2.1}
 Suppose the initial function
 $ W^o=\{w_j^o\}_{j\in \mathbb{Z}}$ is isotropic on interval 
$(-\infty,0]$, $w_j^o\in C_{K}^+(-\infty,0]$,
 $j\in \mathbb{Z}$, and there exists $\bar N\in \mathbb{N}$ such that
$\operatorname{supp} W^o(t,\cdot)\subseteq B_{\bar N}$, $t\in (-\infty,0]$.
Then for any $c>c_*$, \eqref{2.1} holds; i.e., 
$\lim_{t\to\infty}\sup\{w_j(t)|\ |j|\geq ct\}=0$.
\end{theorem}

\begin{proof}
 Define a sequence of maps by
\begin{gather*}
 W^{(n)}(t)=S^{\infty}[W^{(n-1)}](t)\quad \text{for } n\in \mathbb{N}, \;
  t\in \mathbb{R},\quad
W^{(o)}(t)=\{w_j^{(o)}(t)\}_{j\in\mathbb{Z}},\\
w_j^{(o)}(t)=\begin{cases}
w_j^o(t),& t\in (-\infty,0],\\
w_j^o(0),& t\in (0,\infty).\end{cases}
\end{gather*}
Then $W^{(o)}(t)$ is isotropic on $\mathbb{R}$, and 
$\operatorname{supp} W^{(o)}(t,\cdot)\subset B_{\bar N}$ for $t\in\mathbb{R}$.
Similarly to \cite[Theorem 3.1]{LW}, we obtain a convergent sequence in
 $\Lambda_{\infty}$, which is denoted as $\{W^{(n)}(t)\} $,~$t\in[0,\infty)$. Let
$$
W(t)=\begin{cases}
\lim_{n\to\infty}W^{(n)}(t), & t\in [0,\infty),\\
W^{(o)}(t),& t\in (-\infty,0].\end{cases}
$$
By Lebesgue's dominated convergence theorem, \eqref{2.7} has a solution 
$W\in \Lambda_{\infty}$, which  is isotropic on $\mathbb{R}$. 
For any $c_1>c_*$, let $c_2\in (c_*,c_1)$. By the assumption on $W^{(o)}$,
 we choose proper $N\in \mathbb{N}$ such that
\begin{equation}\label{2.8}
w_j^{(o)}(t)e^{\lambda( j-c_2 t)}\leq Ke^{\lambda N}\quad 
\text{for }t\geq 0,\;\lambda>0,\; j\in\mathbb{Z}.
\end{equation}
 For $t\geq 0$, by \eqref{2.8} we have
 \begin{equation}\label{2.9}
 \begin{aligned}
& w_j^{(1)}(t)e^{\lambda(j-c_2 t)}\\
&=e^{-(\delta+\lambda c_2)t}\Big\{
 w_j^{(o)}(0)e^{\lambda j}+\int_0^t e^{\delta s}D[w_{j+1}^{(o)}(s)e^{\lambda(j+1)}
 e^{-\lambda}+w_{j-1}^{(o)}(s)e^{\lambda(j-1)} e^{\lambda}]ds\\
&\quad
+\frac{1}{2\pi}\int_0^t e^{\delta s}\int_{0}^{\infty}f(a)e^{-da}
\sum_{l=-\infty}^{\infty}
\beta(a,l)b(w_{l+j}(s-a))e^{\lambda(j+l)}e^{-\lambda l} da\ ds\Big\}
\\
&\leq e^{-(\delta+\lambda c_2)t}\Big\{Ke^{\lambda N}+D\int_0^t
Ke^{\lambda N}e^{(\delta+\lambda c_2)s}( e^{-\lambda}+ e^{\lambda})ds
\\
&\quad +b'(0)\Big(\int_0^{\infty}f(a)e^{-da}e^{2D(cosh\lambda-1)a}da \Big)
Ke^{\lambda N} \int_0^t e^{(\delta+\lambda c_2)s}ds\Big\}
\\
&=e^{-(\delta+\lambda c_2)t}Ke^{\lambda N}
\Big\{1+\big[D(e^{-\lambda}+e^{\lambda})\\
&\quad + b'(0)\int_0^{\infty}f(a)e^{-da}e^{2D(cosh\lambda-1)a}da
\big]\int_0^t e^{(\delta+\lambda c_2)s}ds\Big\}\\
&\leq Ke^{\lambda N}[1+ L_{c_2}(\lambda)].
\end{aligned}
\end{equation}
From the above inequality and by induction, we obtain
\begin{equation} \label{2.10}
w_j^{(n)}(t)e^{\lambda(j-c_2 t)}\leq
 Ke^{\lambda N}[1+ L_{c_2}(\lambda)+\dots +( L_{c_2}(\lambda))^n].
\end{equation}
Noting $-d+b'(0)\int_0^{\infty}f(a)e^{-da}da>0$, we have $L_c(0)>1$ for $c>0$.
 Since $L_c(\lambda)=1$ has two roots for $c>c_*$, we can choose $\lambda >0$ 
such that $ L_{c_2}(\lambda)<1$ for $c_2> c_*$.
Clearly the right side of \eqref{2.10} is uniformly bounded for $n$,  
thus for every $j\in \mathbb{Z}$,
$$
w_j(t)\leq  \frac{Ke^{\lambda N}}{1- L_{c_2}(\lambda)}
 e^{\lambda(c_2t-j)}\text{ for } t\geq 0.
$$
Since $W$ is isotropic, we have
$$ 
w_j(t)\leq \frac{Ke^{\lambda N}}{1-L_{c_2}(\lambda)}
 e^{\lambda(c_2t-|j|)}\text{ for }t\geq 0;
$$
thus,
 $$
\sup\{w_j(t)|\ |j|\geq c_1t\}\leq
 \frac{Ke^{\lambda N}}{1- L_{c_2}(\lambda)}
 e^{\lambda(c_2-c_1)t}\to 0\text{ as }t\to \infty.
$$
Hence we obtain $\lim_{t\to\infty}\sup\{w_j(t)|\ |j|\geq c_1t\}=0$,
$c_1> c_*$. 
\end{proof}

\section{The spreading speed and minimal speed}

For $\Phi\in M_{\infty}$, $t\ge T>0$, $j\in\mathbb{Z}$, we define the mapping 
on $M_{\infty}= \{\Phi=\{\phi_j\}_{j\in \mathbb{Z}}: \phi_j\in C_{K}^+(\mathbb{R})\}$ 
by
\begin{align*}
E^T_j[\Phi](t)&:=\int_0^Te^{-\delta s}\{D[\phi_{j+1}(t-s)+\phi_{j-1}(t-s)]\\
&\quad +\frac{1}{2\pi}\int_{0}^{\infty}f(a)e^{-da}\sum_{l=-\infty}^{\infty}
\beta(a,l)b(\phi_{l+j}(t-s-a))da\}ds.
\end{align*}

\begin{lemma}\label{L2.2}
Suppose $\Phi\in M_{\infty}$ and satisfies the following conditions:
 \begin{itemize}
\item[(i)] for any $t'>0$, there exists an $N=N(t')\in\mathbb{N}$ such that 
for any $t\in [0,t']$,~$ supp\Phi(t,\cdot)\subset B_N$;

\item[(ii)] if $\{(t_n,j_n)\}_{n=1}^{\infty}\subset \mathbb{R}_+\times\mathbb{Z}$,
$j_n\in \operatorname{supp}\Phi(t_n,\cdot)$, and 
$\lim_{n\to\infty}(t_n,j_n)=(t_0,j_0)$,
then $j_0\in supp\Phi(t_0,\cdot)$.
\end{itemize}
 For such $\Phi$, assume that
\begin{equation}\label{3.1}
E^T[\Phi](t)\succ \Phi(t)\quad \text{for } t\ge T,
\end{equation}
and  the solution of \eqref{1.1} satisfies
\begin{equation}\label{3.2}
W(\bar t+t)\succ\Phi(t)\quad \text{for } t\in (-\infty,T]
\end{equation}
for some $\bar t\geq 0$. Then
\begin{equation}\label{3.3}
W(\bar t+t)\succ\Phi(t)\quad \text{for } t\in [0,\infty).
\end{equation}
\end{lemma}

\begin{proof}
Let
\begin{equation}\label{3.4}
t_0=\sup\{t\geq T: W(\bar t+t)\succ\Phi(t)\}\geq T.
\end{equation}
If $t_0<\infty$, since $W(t)$ is non-negative, there exists 
$\{(t_n,j_n)\}_{n=1}^{\infty}$ such that
\begin{itemize}
\item[(a)] $t_n\downarrow t_0$, $n\to\infty$,
\item[(b)] $j_n\in \operatorname{supp}\Phi(t_n,\cdot)$,
\item[(c)] $ w_{j_n}(\bar t+t_n)\leq \phi_{j_n}(t_n)$.
\end{itemize}
By assumption (i), $\{j_n\}$ must be bounded.
Thus $\{j_n\}$ is composed of finite integers and contains a convergent 
sub-sequence, which is a constant sequence $\{j_0\}$.
From (b) and (c), we know that $j_0\in supp\Phi(t_0,\cdot)$ and 
$w_{j_0}(\bar t+t_0)\leq \phi_{j_0}(t_0)$.
For $t_0\geq T$ and $\bar t\geq 0$, from \eqref{2.7} and \eqref{3.4} we have
\begin{align*}
  w_{j_0}(\bar t+t_0)
&\geq \int_0^T e^{-\delta s}\{D[w_{j_0+1}(\bar t+t_0-s)
  +w_{j_0-1}(\bar t+t_0-s)]\\
&\quad +\frac{1}{2\pi}\int_{0}^{\infty}f(a)e^{-da}\sum_{l=-\infty}^{\infty}
\beta(a,l)b(w_{j_0+l}(\bar t+t_0-s-a))da\}ds\\
&\geq \int_0^T e^{-\delta s}\{D[\phi_{j_0+1}(t_0-s)
  +\phi_{j_0-1}(t_0-s)]\\
&\quad +\frac{1}{2\pi}\int_{0}^{\infty}f(a)e^{-da}\sum_{l=-\infty}^{\infty}
\beta(a,l)b(\phi_{l+j_0}(t_0-s-a))da\}ds\\
&= E^T_{j_0}[\Phi](t_0)>\phi_{j_0}(t_0).
\end{align*}
Since $w_{j_0}(\bar t+t_0)\leq \phi_{j_0}(t_0)$, the above inequality 
is a contradiction.
Thus we have $t_0=\infty$.
\end{proof}

Define $K_c=K_c(h,T,N,\lambda)$ by
\begin{equation}\label{3.5}
\begin{aligned}
&K_c(h,T,N,\lambda)\\
&= \int_0^T e^{-(\delta+\lambda c)s}\{D[e^{-\lambda}
+e^{\lambda }]+\frac{h}{2\pi}\int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)e^{\lambda l-\lambda ca}da\}ds\\
&=\frac{1-e^{-(\delta+\lambda c)T}}{\delta+\lambda c}\{D[e^{-\lambda}
+e^{\lambda}]+\frac{h}{2\pi}\int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)e^{\lambda l-\lambda ca}da\}.
\end{aligned}
\end{equation}

\begin{lemma}\label{L2.3}
For any $c\in (0,c_*)$, there exist
$h\in (0,b'(0)),T>0$ and $N\in\mathbb{N}$ such that
 \begin{equation}\label{3.6}
 K_c(h,T,N,\lambda)>1\quad\text{for }\lambda \in \mathbb{R}.
\end{equation}
\end{lemma}

\begin{proof}
 From the definition of $K_c(h,T,N,\lambda)$, we have
$$
K_c(h,T,N,-\lambda)\geq K_c(h,T,N,\lambda),\quad \lambda\geq 0.
$$
We claim that
$$
K_c(h,T,N,\lambda)>1 \quad \text{for }\lambda\geq 0.
$$
We first show that there exist $N_0>0,\lambda_0>0,h_0\in (0,b'(0))$ and $T_0>0$ 
such that
$$
K_c(h,T,N,\lambda)>1\quad\text{for }\lambda\geq \lambda_0,\;
N\geq N_0,\; h\geq h_0,\; T\geq T_0.
$$
However, we can choose proper $N_0>0$ and $h_0\in(0,b'(0))$ such that for
 all $T>0$, $N\geq N_0$ and $ h\geq h_0$,
 $$
\frac{h}{2\pi}\int_{0}^{T}f(a)e^{-da}\sum_{l=-N}^{N}\beta(a,l)e^{\lambda (l-ca)}da>0$$
holds uniformly for $\lambda\geq 0$.
Since
$$\lim_{\lambda\to\infty}\frac{e^{\lambda}}{\lambda c_*+\delta}=\infty,
$$
we can choose $T_0>0$ and $\lambda_0>0$ such that
\begin{gather*}
1-e^{-(\lambda c+\delta)T}\geq 1-e^{-\delta T}\geq 1-e^{-\delta T_0}>0,
\\
\frac{D}{\lambda c+\delta}(1-e^{-\delta T_0})e^{\lambda}>
\frac{D}{\lambda_0 c_*+\delta}(1-e^{-\delta T_0})e^{\lambda_0}\geq 1,
\end{gather*}
for $T\geq T_0$, $\lambda\geq \lambda_0$.
For any $N\geq N_0,T\geq T_0,h\geq h_0$ and $\lambda\geq \lambda_0$, we have
$$
K_c(h,T,N,\lambda)>
 \frac{D}{\lambda_0 c_*+\delta}(1-e^{-\delta T_0})e^{\lambda_0}\geq 1.
$$
If \eqref{3.6} is not true, there exist $\{h_n\},\{T_n\},\{\lambda_n\},\{N_n\}$
such that  $h_n\uparrow b'(0)$,  
$T_n\uparrow \infty$, $N_n\uparrow\infty$, $\{\lambda_n\}\subset [0,\lambda_0]$
and
$$
K_c(h_n,T_n,N_n,\lambda_n)\leq 1, \quad n=1,2,\dots.
$$
Since $\{\lambda_n\}$ is bounded, we choose a convergent sub-sequence 
$\{\lambda_{n_k}\}$. Obviously $\{\lambda_{n_k}\}$ has a finite limit, 
denotes as $\tilde{\lambda}$. By Fatou's lemma, we have
$$
1<L_c(\tilde{\lambda})\leq \liminf_{k\to\infty}
K_c(h_{n_k},T_{n_k},N_{n_k},\lambda_{n_k})\leq 1,
$$
which is a contradiction. Hence \eqref{3.6} is true.
\end{proof}

Define a function
$$
q(y;\omega,\zeta)=\begin{cases}
e^{-\omega y}\sin(\zeta y),& y\in [0,\frac{\pi}{\zeta}],\\
0,&\quad y\in \mathbb{R}\slash [0,\frac{\pi}{\zeta}].
\end{cases}
$$

\begin{lemma}\label{L2.4} Suppose $c\in (0,c_*)$. Then there exist $\zeta_0>0$,
 a continuous function $ \omega= \omega(\zeta)$ defined on $[0,\zeta_0]$, 
and a positive number $\delta_1\in (0,1)$ such that
 \begin{equation}\label{3.7}
 \begin{split}
 &\int_0^T e^{-\delta s}\big\{D[q(m+cs+1)+q(m+cs-1)] \\
 &+\frac{h}{2\pi}\int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)q(m+l+cs+ca)da\big\}ds
 \geq q(m-\delta_1),
 \end{split}
\end{equation}
for $m\in \mathbb{Z}$, where $q(y)=q(y; \omega(\zeta),\zeta)$.
\end{lemma}

\begin{proof}
 Define
\begin{align*}
L(\lambda)
&=\int_0^T e^{-\delta s}\big\{D[e^{-\lambda(cs+1)}
+e^{-\lambda(cs-1) }]\\
&\quad+\frac{h}{2\pi}\int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)e^{-\lambda (l+cs+ca)}da\big\}ds,
\end{align*}
where $T,h,N$ are defined in Lemma \ref{L2.3}.
 By Lemma \ref{L2.3}, for sufficiently large $N$,
\begin{equation}\label{3.8}
L(\lambda)=K_c(h,T,N,\lambda)>1\quad\text{for } \lambda \in \mathbb{R}.
 \end{equation}
Let $\lambda=\omega+i\zeta$, then we have
 $$
L(\lambda)|_{\lambda=\omega+i\zeta}=\operatorname{Re}[L(\lambda)]+i\ \operatorname{Im}[L(\lambda)],
$$
where
\begin{gather*}
\begin{aligned}
&\operatorname{Re}[L(\lambda)]\\
&= D\int_0^T e^{-\delta s} \Big\{e^{-\omega(cs+1)}\cos\zeta(cs+1)+
e^{-\omega(cs-1)}\cos\zeta(cs-1)\Big\}ds\\
&\quad +\frac{h}{2\pi} \int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)\Big\{\int_0^Te^{-\delta s}
e^{-\omega(l+cs+ca)}\cos\zeta(l+cs+ca)ds\Big\}da,
\end{aligned}\\
\begin{aligned}
&\operatorname{Im}[L(\lambda)]\\
&= -D\int_0^Te^{-\delta s}
\Big\{e^{-\omega(cs+1)}\sin\zeta(cs+1)+
e^{-\omega(cs-1)}\sin\zeta(cs-1)\Big\}ds\\
&\quad -\frac{h}{2\pi}\int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l) \Big\{\int_0^T e^{-\delta s}e^{-\omega(l+cs+ca)}
\sin\zeta(l+cs+ca)ds\Big\}da.
\end{aligned}
\end{gather*}
Since $L''(\lambda)>0$ and $\lim_{|\lambda|\to\infty}L(\lambda)=\infty$ for 
$\lambda\in \mathbb{R}$, $L(\lambda)$  attains the minimal value at
 $\lambda=\theta\in \mathbb{R}$. Thus,
\begin{align*}
  L'(\theta)&= -D\int_0^T e^{-\delta s}[(cs+1)e^{-\theta(cs+1)}+(cs-1)
  e^{-\theta(cs-1)}]ds\\
&\quad -\frac{h}{2\pi} \int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l) \big[\int_0^T e^{-\delta s}(l+cs+ca)e^{-\theta(l+cs+ca)}ds\big]da=0.
\end{align*}
Define a function $H=H(\omega,\zeta)$ by
\begin{gather*}
H(\omega,\zeta)=\frac{1}{\zeta}
\operatorname{Im}[L(\lambda)]\qquad \text{for }\zeta\neq 0,\\
H(\omega,0)=\lim_{\zeta\to 0}H(\omega,\zeta)=L'(\omega).
\end{gather*}
Obviously $H(\theta,0)=0$ and 
$\frac{\partial H}{\partial \omega}(\theta,0)=L''(\theta)>0$.
By implicit function theorem, there exist $\zeta_1>0$ and continuous 
function $\omega= \omega(\zeta),\zeta)\in[0,\zeta_1]$ satisfying 
$\omega(0)=\theta$, and
 $H( \omega(\zeta),\zeta)=0,~\zeta\in [0,\zeta_1]$.
Thus,
\begin{equation}\label{3.9}
\operatorname{Im}[L(\lambda)]|_{\lambda= \omega(\zeta)+i\zeta}=0,\quad\zeta\in
 [0,\zeta_1].\end{equation}
By \eqref{3.5} and \eqref{3.9}, we have
$$
\operatorname{Re}[L(\omega+i\zeta)]|_{\omega=\theta,\zeta=0}=L(\theta)>1.
$$
Then there exists $\zeta_2>0$ such that
\begin{equation}\label{3.10}
\operatorname{Re}[L( \omega(\zeta)+i\zeta)]>1,\quad \zeta\in[0,\zeta_2].
\end{equation}
Let $0<\zeta\leq \zeta_0:=\min\{\zeta_1,\zeta_2,\frac{\pi}{N+2c_*T}\}$.
For $m\in [0,\frac{\pi}{\zeta}],\ |l|\leq N$ and $a,s\in [0,T]$,
$$
-\frac{\pi}{\zeta}<-N\leq l\leq m+l+cs+ca\leq m+l+2cT < N+2c_*T
+\frac{\pi}{\zeta}\leq \frac{2\pi}{\zeta}.
$$
Thus,
\begin{equation}\label{3.11}
\sin\zeta(m+l+c(s+a))<0,\quad \text{for } m+l+c(s+a)\in (-\frac{\pi}{\zeta},0)
\cup (\frac{\pi}{\zeta},\frac{2\pi}{\zeta}).
\end{equation}
From the definition of $q(\cdot)$ we obtain
\begin{equation}\label{3.12}
\begin{aligned}
&\int_0^T e^{-\delta s}\{D[q(m+cs+1)+q(m+cs-1)] \\
&\quad  +\frac{h}{2\pi}\int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)q(m+l+cs+ca)da\}ds\\
 &\geq D\int_0^T e^{-\delta s}\Big\{e^{- \omega(\zeta)(m+cs+1)}
 \sin(\zeta(m+cs+1))  \\
&\quad  +e^{- \omega(\zeta)(m+cs-1)}
 \sin(\zeta(m+cs-1))\Big\}ds\\
 &\quad +\frac{h}{2\pi}\int_0^T e^{-\delta s}
 \int_{0}^{T}f(a)e^{-da}\\
&\quad\times \sum_{|l|\leq N} \beta(a,l)e^{- \omega(\zeta)(m+l+cs+ca)}
 \sin(\zeta(m+l+cs+ca))da\ ds.
 \end{aligned}
\end{equation}
Using $\sin(A+B)=\sin A\cos B+\sin B\cos A$ and \eqref{3.10}-\eqref{3.12}, we have
\begin{equation}\label{3.13}
\begin{aligned}
&\int_0^T e^{-\delta s}\{D[q(m+cs+1)+q(m+cs-1)]\\
&\quad  +\frac{h}{2\pi}
 \int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)q(m+l+cs+ca)da\}ds\\
&\geq e^{- \omega(\zeta)m}\sin(\zeta m)\text{Re}[L(\lambda)]|_{\lambda=
 \omega(\zeta)+i\zeta}+e^{- \omega(\zeta)m}\cos(\zeta m)
\operatorname{Im}[L(\lambda)]|_{\lambda= \omega(\zeta)+i\zeta}\\
&=  e^{- \omega(\zeta)m}\sin(\zeta m)=q(m).
\end{aligned}
\end{equation}
Choose $N$ large enough  such that $-N+2c_*T<0$, thus \eqref{3.12}
 and \eqref{3.13} are strict inequalities on $m\in (0,\frac{\pi}{\zeta})$. 
Moreover, from \eqref{3.11}-\eqref{3.12}, we know that \eqref{3.13} 
is also a strict inequality for $m=0$ or $m=\frac{\pi}{\zeta}$. In fact,
let $ a,s\in [0,T]$, ~$m=\frac{\pi}{\zeta}$ and $l=N$, then
$$
m+l+c(s+a)>\frac{\pi}{\zeta}.
$$
Similarly, if $m=0$ and $l=-N$,  then $m+l+c(s+a)<-N+2c_*T<0$.
 Thus for both cases, we have
 $$
q(m+l+cs+ca)=0 \quad \text{and}\quad \sin(\zeta(m+l+cs+ca))<0,
$$
which means \eqref{3.13} is a strict inequality for $m=0$ or
 $m=\frac{\pi}{\zeta}$.
 Then for any $m\in [0,\frac{\pi}{\zeta}]$,
\begin{equation}\label{3.14}
\begin{aligned}
&\int_0^Te^{-\delta s}\{D[q(m+cs+1)+q(m+cs-1)]\\
&+\frac{h}{2\pi}
 \int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)q(m+l+cs+ca)da\}ds>q(m).
 \end{aligned}
\end{equation}
If
 $m\not\in [0,\frac{\pi}{\zeta}]$, \eqref{3.14} still holds since $q(m)=0$.
 From the above discussion, we know that \eqref{3.14} holds for $m\in \mathbb{R}$,
 then \eqref{3.7} follows from the continuity consideration. 
\end{proof}

 Consider the  family of functions,
  \begin{equation}\label{3.15}
  \begin{aligned}
 R(y;\omega,\zeta,\gamma):&=\max_{\eta\geq -\gamma} q(y+\eta;\omega,\zeta)\\
 &=\begin{cases}
 M, & y\leq \gamma+\rho,\\
 q(y-\gamma;\omega,\zeta),& \gamma+\rho\leq y\leq \gamma+
 \frac{\pi}{\zeta},\\
 0,& y\geq \gamma+\frac{\pi}{\zeta},
\end{cases}
 \end{aligned}
\end{equation}
 where
 \begin{equation}\label{3.16}
 M=M(\omega,\zeta):
 =\max\{q(y;\omega,\zeta)|\ 0\leq y\leq\frac{\pi}{\zeta}\}.
\end{equation}
 We assume $M$ attain the maximum at $\rho=\rho(\omega,\zeta)$. 
The following lemma gives a sub-solution of \eqref{1.1}.

\begin{lemma}\label{L2.5}
Let $c\in (0,c_*)$ be given, then there exist $T>0,\zeta>0,\omega \in
\mathbb{R},\vartheta>0$ and $\sigma_0>0$ such that for $\sigma \in (0,\sigma_0)$
and $t\geq T$, there holds
\begin{equation}\label{3.17}
E^T[\sigma\Phi](t)\succ\sigma\Phi(t)\quad\text{for } t\geq T,
\end{equation}
where $\Phi(t)=\{\phi_j(t)\}_{j\in\mathbb{Z}},\phi_j(t)
=R(|j|;\omega,\zeta,\vartheta+ct)$.
\end{lemma}

\begin{proof}
 Let $h\in(0,b'(0)),T>0,N>0$ be chosen such that
$K_c(h,T,N,\lambda)>1$ for $\lambda \in \mathbb{R}$.
By Lemma \ref{L2.4}, we can choose $\zeta>0,
\omega= \omega(\zeta)$ and $\delta_1\in (0,1)$ such that \eqref{3.7} holds.

Let $\sigma_h$ be the smallest positive root of the equation $b(w)=hw$,
 then $b(w)>hw$ for $w\in (0,\sigma_h)$.
Choose $\sigma_0\in (0,\sigma_hM^{-1})$,  where $M$ is defined in
\eqref{3.16}. For $\sigma\in (0,\sigma_0)$ and $t\geq T$, we have
 \begin{equation}\label{3.18}
 \begin{aligned}
E_j^T[\sigma\Phi](t)
&= \int_0^T e^{-\delta s}\big\{D\sigma[\phi_{j+1}(t-s)+
\phi_{j-1}(t-s)]\\
&\quad +\frac{1}{2\pi}\int_{0}^{\infty}f(a)e^{-da}\sum_{l=-\infty}^{\infty}\beta(a,l)
b(\sigma\phi_{j+l}(t-s-a))da\big\}ds\\
 \geq& \int_0^T e^{-\delta s}\big\{D\sigma[\phi_{j+1}(t-s)+
\phi_{j-1}(t-s)]\\
&\quad +\frac{1}{2\pi}\int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)b(\sigma\phi_{j+l}(t-s-a))da\big\}ds.
\end{aligned}
\end{equation}
For any given  $\vartheta>0$, we consider two cases.

Case (i)  $|j|\leq \vartheta+\rho+c(t-2T)-N$.
For $|l|\leq N, a, s\in [0,T]$, then
$$
|l+j|\leq \vartheta+\rho+c(t-2T)\leq \vartheta+\rho+c(t-s-a)
$$
Since the definition of $E_j^T[\Phi](t)$ and 
$b(\sigma\phi_{j+l}(t-s-a))=b(\sigma M)>h\sigma M$, we have
\begin{equation}\label{3.19}
\begin{aligned}
E_j^T[\sigma\Phi](t)
&\geq \big\{2D\sigma M+
\frac{1}{2\pi}\int_{0}^{T}f(a)e^{-da}\sum_{l=-N}^{N}\beta(a,l)
b(\sigma M)da\big\}\int_0^Te^{-\delta s}ds\\
&>\sigma MK_c(h,T,N,0)>\sigma M.
\end{aligned}
\end{equation}

Case (ii) $\vartheta+\rho+c(t-2T)-N\leq |j|\leq \frac{\pi}{\zeta}+\vartheta+ct$.
Let $|l|\leq N,~t\geq T$.  If 
$\vartheta\geq \frac{N^2}{2\delta_1}-\rho+cT +N $ ($\delta_1$ is defined in 
Lemma \ref{L2.4}), then
\begin{align*}
 |l+j|
&=(l^2+2lj+j^2)^{1/2}\leq |j|+\frac{lj}{|j|}+\frac{l^2}{2|j|}\\
&\leq |j|+\frac{lj}{|j|}+\frac{N^2}{2|j|}\\
 &\leq|j|+\frac{lj}{|j|}+\frac{N^2}{2(\vartheta+\rho-cT-N)}\leq|j|
+\frac{lj}{|j|}+\delta_1.
\end{align*}
 Since $\phi_j(t)$ is non-decreasing for $|j|$, by \eqref{3.18} we obtain
\begin{align*}
& E_j^T[\sigma\Phi](t)\\
&\geq \int_0^T e^{-\delta s}\Big\{D\sigma[\max_{\eta\geq
-\vartheta-c(t-s)}q(|j|+1+\delta_1+\eta)\\
&\quad +\max_{\eta\geq -\vartheta-c(t-s)}
q(|j|-1+\delta_1+\eta)]\\
& \quad +\frac{h\sigma}{2\pi}\int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)\max_{\eta\geq -\vartheta-c(t-s-a)}q(|j|+l+\delta_1+\eta)da\Big\}ds\\
&= \sigma\int_0^T e^{-\delta s}\Big\{D[\max_{\eta\geq
-\vartheta-ct}q(|j|+1+cs+\delta_1+\eta)\\
&\quad +\max_{\eta\geq -\vartheta-ct}
q(|j|-1+cs+\delta_1+\eta)]\\
&  \quad +\frac{h}{2\pi}\int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)\max_{\eta\geq -\vartheta-ct}q(|j|+l+cs+ca+\delta_1+\eta)da \Big\}ds\\
\geq &\sigma \max_{\eta\geq -\vartheta-ct}q(|j|+\eta).
\end{align*}
Combining (i) and (ii), we obtain \eqref{3.17} and complete the proof.
\end{proof}

The proof of the following lemma is similar to \cite[Lemma 5.5]{WHW}, 
and hence is omitted.

\begin{lemma}\label{L2.6}
Assume that $W=\{w_j\}_{j\in \mathbb{Z}}$ is a solution of \eqref{1.1}, 
and the following conditions hold:
\begin{itemize}
\item[(i)] $W^o=\{w_j^o\}_{j\in \mathbb{Z}}$ is isotropic on 
$(-\infty,0]$, $ w_j^o\in C_{K}^+(-\infty,0]$;

\item[(ii)] there exists $N_1\in \mathbb{N}$ such that
$\operatorname{supp} W^o(t,\cdot)\subset B_{N_1}$ for
 $t\in (-\infty,0]$, $w_j^o(0)>0$ for $j|\leq N_1$.
\end{itemize}
Then there exists $t_0>0$ such that
$w_j(t)>0$ for $t\in [t_0,\infty), j\in\mathbb{Z}$.
\end{lemma}

\begin{lemma}\label{L2.7}
Let $\{Q_n(t,N)\}$ be defined by $Q_1(t,N)\equiv a\in (0,w^+)$,
\begin{equation}\label{3.20}
\begin{split}
Q_{n+1}(t,N)\
&=\frac{1}{\delta}
\Big[2D Q_n(t,N) \\
&\quad +\frac{1}{2\pi}\int_{0}^{T}\{f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)da\}b(Q_n(t,N))\Big]
 (1-e^{-\delta t})
\end{split}
 \end{equation} 
for $n=1,2,\dots$.
Then for $\epsilon>0$, there exist $\bar t(\epsilon),
 \bar N(\epsilon), \bar T(\epsilon) $ and $\bar n(\epsilon)$ such that for any 
$T\geq \bar{T}(\epsilon),t\geq \bar t(\epsilon),N\geq \bar N(\epsilon)$ and
 $n\geq \bar n(\epsilon)$,
$$
Q_n(t,N)\geq w^+-\epsilon.
$$
\end{lemma}

\begin{proof}
Since
\begin{gather*}
\frac{2D w^++b(w^+)\tilde  f(d) }{\delta}=w^+,\quad
 \delta=2D+d,\quad \tilde  f(d)=\int_{0}^{\infty}f(a)e^{-da}da, \\
0<Q_1(t,N)<w^+,\quad 0<\frac{1}{\delta}(1-e^{-\delta t})<1, \quad
0<\frac{1}{2\pi}\sum_{|l|\leq N}\beta(a,l)<1,
\end{gather*}
we have by induction that $0<Q_n(t,N)\leq K$ for any $n\in \mathbb{N}$, $t\geq 0$ 
and $  N\in \mathbb{N}$.
By (H3),
$2Dw+ \tilde  f(d) b(w) >(2D+d)w$, for $0<w<w^+$.
For $\epsilon>0$, we have
$$
\sup \Big\{\frac{2Dw+\tilde  f(d) b(w)}{(2D+d)w}|\ 0<w\leq w^+-\epsilon \Big\}>1.
$$
Let $\tilde  f_T(d)=\int_{0}^{T}f(a)e^{-da}da$.  Choose large enough
 $\alpha(\epsilon)<1, ~\bar T=\bar T(\epsilon) $ such that for 
$0<w\leq w^+-\epsilon, T\geq \bar{T}$, there holds
\begin{equation}\label{3.21}
\alpha(\epsilon)\Big[2Dw+\tilde  f_{{T}}(d) b(w)\Big]>(2D+d)w.
\end{equation}
Define the sequence:
$$
M_1\equiv a ,\quad
M_{n+1}= \frac{\alpha(\epsilon)}{\delta}\Big[2DM_n
+\tilde  f_{{T}}(d) b(M_n)\Big]\text{ for } n\geq 2.
$$
Obviously,
\begin{itemize}
\item[(i)] if $0<M_n\leq w^+-\epsilon$, then $M_{n+1}\geq M_n$;

\item[(ii)] if $M_n>w^+-\epsilon$, then
$$
M_{n+1}> \frac{\alpha(\epsilon)}{\delta}\Big[2D(w^+-\epsilon)
+\tilde  f_{{T}}(d)  b(w^+-\epsilon)\Big]\geq w^+-\epsilon.
$$
\end{itemize}
Now we show that $M_n>w^+-\epsilon$ for sufficiently large $n$. 
If that is not true,  we can assume that $M_n\leq w^+-\epsilon$ 
holds for all $n$. By (i), we know that $\lim_{n\to \infty}
M_n=M\leq w^+-\epsilon$ exists and satisfies
$$
M=\frac{\alpha(\epsilon)}{\delta}[2DM+ b(M)\tilde  f_{{T}}(d) ].
$$
which is a contraction to \eqref{3.21}. Thus there exists
$\bar n(\epsilon)>0$ such that
$M_n>w^+-\epsilon$  for any $n>\bar n(\epsilon)$.

Let $T\geq \bar{T}=\bar{T}(\epsilon)$. We choose $\bar t=\bar t(\epsilon)$
 and $\bar N=\bar N(\epsilon)$ such that 
$1-e^{-\delta \bar t(\epsilon)}\geq \alpha(\epsilon)$ and
\begin{equation}\label{3.22}
\frac{1}{2\pi}(1-e^{-\delta \bar t(\epsilon)})
\int_{0}^{{T}}\{f(a)e^{-da}\sum_{|l|\leq \bar{N}}
\beta(a,l)\}da \geq \alpha(\epsilon)\tilde  f_{{T}}(d).
\end{equation}
Then $Q_1(t,N)=a\geq M_1$ for
$t\geq \bar t(\epsilon),T\geq {\bar{T}(\epsilon)}$ and 
$N\geq \bar N(\epsilon)$. By \eqref{3.22} we obtain
\begin{align*}
&Q_{n+1}(t,N)\\
&\geq \frac{1}{\delta}
(1-e^{-\delta \bar t(\epsilon)})\Big[2DQ_n(t,N)+\frac{b(Q_n(t,N))}{2\pi}
\int_{0}^{T}\{f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)\}da \Big]\\
&  >\frac{1}{\delta}\Big[2D\alpha(\epsilon)Q_n(t,N)
 +\alpha(\epsilon)\tilde  f_{T}(d)b(Q_n(t,N))\Big]\\
&=\frac{\alpha(\epsilon)}{\delta}\Big[2DQ_n(t,N)
 +\tilde  f_{T}(d)b(Q_n(t,N))\Big].
\end{align*}
Using monotonicity of $b$, we have
$Q_n(t,N)\geq M_n\geq w^+-\epsilon$ for $n>\bar n(\epsilon)$.
\end{proof}


\begin{theorem}\label{T2.2}
Assume all the conditions for $W^o$ in Lemma \ref{L2.6} are satisfied.  
Then for any $c\in (0,c_*)$, there holds
$$
\lim_{t\to\infty}\inf\{w_j(t): |j|\leq ct\}\geq w^+.
$$
\end{theorem}

\begin{proof}
Let $c_1\in (0,c_*)$,~$c_2\in (c_1,c_*)$. From Lemma \ref{L2.5}, 
there exist $T>0,\zeta >0,\omega \in \mathbb{R},\vartheta>0$ 
and $\sigma_0>0$ such that for $\sigma \in (0,\sigma_0)$ บอ~$t\geq T$,
$$
E^T[\sigma\Phi](t)\succ\sigma\Phi(t),
$$
where $\Phi(t)=\{\phi_j(t)\}_{j\in \mathbb{Z}}, \phi_j(t):=R(|j|;\omega,
\zeta,\vartheta+c_2 T)$. 
We can assume $T\geq \bar{T}$, and $\bar{T}$ is defined in Lemma \ref{L2.7}.
From Lemma \ref{L2.6}, there exists $t_0>0$ such that
$$
w_j(t)>0\quad \text{for }t\in [t_0,t_0+T],\ j\in \mathbb{Z}.
$$
Since $\Phi(t)$ is a bounded function, we can choose 
$\sigma_1\in (0,\sigma_0)$ such that
$$
\sigma_1M<w^+,\quad w_j(t_0+t)>\sigma_1\phi_j(t)\quad 
\text{for } t\in [0,T],\ j\in \mathbb{Z}.
$$
Using the comparison principle (Lemma \ref{L2.2}), we have
\begin{equation}\label{3.23}
w_j(t_0+t)>\sigma_1\phi_j(t)\quad \text{for }t\in [0,\infty),\; j\in \mathbb{Z}.
\end{equation}
From \eqref{3.23} and definition of $\phi_j(t)$, we have
\begin{equation}\label{3.24}
w_j(t_0+t)\geq \sigma_1 M, \quad t\geq 0,\ |j|\leq \rho+\vartheta+c_2t.
\end{equation}
By \eqref{2.7}, we have
\begin{equation}\label{3.25}
\begin{aligned}
w_j(t_0+t)&\geq \int_0^te^{-\delta s}\{
D[w_{j+1}(t_0+t-s)+w_{j-1}(t_0+t-s)]\\
&\quad +\frac{1}{2\pi}\int_{0}^{T}f(a)e^{-da}\sum_{|l|\leq N}
\beta(a,l)b(w_{l+j}(t_0+t-s-a))da\} ds.
\end{aligned}
\end{equation}
Let $a=\sigma_1M=Q_1(t,N)$, and $Q_n(t,N)$ be defined in Lemma \ref{L2.7}.
From \eqref{3.24}-\eqref{3.25}, we have by induction
$$
w_j(t_0+t)\geq Q_n(t,N),\quad t\geq 0,|j|\leq \rho+\vartheta+c_2t-n(N+T).
$$
For any $\epsilon >0$, we choose $\bar t(\epsilon), \bar T(\epsilon),
\bar N(\epsilon)$ and $\bar n(\epsilon)$ such that
\begin{equation}\label{3.26}
w_j(t)\geq w^+-\epsilon,\quad t\geq t_0+\bar t(\epsilon),\quad
|j|\leq \rho+\vartheta+c_2(t-t_0)-\bar n(\epsilon)(\bar N(\epsilon)
+\bar T(\epsilon)).
\end{equation}
Define
$$
t_1:=\max\Big\{t_0+\bar t(\epsilon),\frac{\bar n(\epsilon)
[\bar N(\epsilon)+\bar T(\epsilon)]+c_2t_0-\rho-\vartheta}{c_2-c_1}\Big\}.
$$
Since $c_2>c_1$ and \eqref{3.26}, we obtain
$$
w_j(t)\geq w^+-\epsilon\quad\text{for }t\geq t_1,|\; j|\leq c_1t.
$$
Then \eqref{2.2} holds. 
\end{proof}

The following theorem shows the relation between the minimal wave speed 
and the spreading speed.

\begin{theorem}\label{T3.1}
 Assume {\rm (H1)--(H4)} are satisfied. 
Then lattice system \eqref{1.1} admits two equilibria, $W=0$ and $W=w^+>0$.
Further, for $c\geq  c_*$, Equation \eqref{1.1} has a monotone traveling wave 
satisfying
 \begin{equation}\label{3.27}
 \lim_{s\to-\infty}\phi(s)=0,\quad \lim_{s\to\infty}\phi(s)=w^+.
\end{equation}
 For $c\in(0, c_*)$, \eqref{1.1} has no monotone traveling wave satisfying 
\eqref{3.27}.
 \end{theorem}

\begin{proof}
 From \cite[Theorem 5.1]{LW}, we have that \eqref{1.1} admits monotone 
traveling wave satisfying \eqref{3.27} for $c> c_*$, thus we only need to 
claim the case as $c=c_*$.

Choose a sequence $\{c_n\}\in (c_*,c_*+1]$ such that $c_{n+1}>c_n$ and
 $\lim_{n\to \infty}c_n=c_*$. Then the wave equation \eqref{2.1} admits 
a wavefront connecting $0$ with $w^+$, say $\phi_n(j+c_nt)$, which has 
the speed $c_n$. It is easy to see $0< \phi_n(j+c_nt)< w^+$, and
\begin{equation}\label{3.28}
\begin{aligned}
c\phi_n'(s) &=  D[\phi_n(s+1) +\phi_n(s-1) -2\phi_n(s)] - d\phi_n(s)\\
&\quad +\frac{1}{2\pi}\int_{0}^{\infty}f(a)e^{-da}\sum_{l=-\infty}^{\infty}
\beta(a,l)b(\phi_n(s+l-c_na))da.
\end{aligned}
\end{equation}
Since \eqref{3.28} is a homogeneous system, from the basis theory of 
differential equation, we know that a traveling wave of \eqref{3.28}  
is still another traveling wave after sliding. Without generality, 
we assume $\phi_n(0)=\frac{w^+}{2}$.

Differentiating \eqref{3.28} with respect to $s$, we obtain
\begin{equation}\label{3.29}
\begin{aligned}
c\phi_n''(s) &=  D[\phi'_n(s+1) +\phi'_n(s-1) -2\phi'_n(s)] - d\phi'_n(s)\\
&\quad+\frac{1}{2\pi}\int_{0}^{\infty}f(a)e^{-da}\sum_{l=-\infty}^{\infty}
\beta(a,l)\frac{db}{dw}(\phi_n(s+l-c_na))\phi_n'(s+l-c_na)da.
\end{aligned}
\end{equation}
From \eqref{3.28} and $0< \phi_n(j+c_nt)< w^+$, there exists $M_1,M_2$ 
such that $|\phi_n'(s)|\leq M_1,~|\phi_n''(s)|\leq M_2$ for 
$s\in \mathbb{R}$. Thus $\phi_n$ and $\phi'_n$ are uniformly bounded, 
equsi-continuous in $\mathbb{R}$. According to Arzela-Ascoli theorem, 
there has a sub-sequence of $c_n$, still denoted as $c_n$, such that 
$\phi_n(s)$ and $\phi'_n(s)$ are convergent to limits in every bounded and 
closed subset in $\mathbb{R}$. We denote the limits as $\phi_*(s),\phi'_*(s)$ 
respectively.

Let $n\to \infty$ in \eqref{3.28}. By Lebesque's dominated convergence theorem,
 we have
\begin{equation}\label{3.30}
\begin{aligned}
c\phi_*'(s) &=  D[\phi_*(s+1) +\phi_*(s-1) -2\phi_*(s)] - d\phi_*(s)\\
&\quad +\frac{1}{2\pi}\int_{0}^{\infty}f(a)e^{-da}\sum_{l=-\infty}^{\infty}
\beta(a,l)b(\phi_*(s+l-c_*a))da.
\end{aligned}
\end{equation}
Hence $\phi_*(j+c_*t)$ is the  traveling wavefront of \eqref{1.1} with 
speed $c_*$ satisfying \eqref{3.1}.

Now we prove \eqref{1.1} admits no traveling wavefront for $c_1\in(0,c_*)$. 
Suppose that is not true, and system \eqref{1.1} has monotone traveling wave
 $\phi(s)=\phi(j+c_1t)$ satisfying \eqref{3.27}.
Thus there exists $s_1>0$ such that $\phi(s)>\frac{w^+}{2}$ for $s\geq s_1$. 
Choose proper initial function: $w_j^o(t)=\phi(j+c_1t)$, $t\in (-\infty,0]$, 
and $\{w_j^o(t)\}_{j\in \mathbb{Z}}\in C_K^+(-\infty,0]$.
Let $\{w_j(t)=\phi(j+c_1t)\}_{j\in \mathbb{Z}}$ be a solution of \eqref{1.1} 
with initial value $w_j^o(t)$.
Noting $\{w_j^o(t)\}_{j\in \mathbb{Z}}$ satisfying conditions in Theorem \ref{T2.2}, 
we have
$$
\lim_{t\to\infty}\inf\{w_j(t)|\ |j|\leq ct\}
=\lim_{t\to\infty}\inf\{\phi(j+c_1t)\ |j|\leq ct\}\geq w^+\;\text{ for } c\in (0,c_*).
$$
Choose $c_2\in(c_1,c_*)$, $j=-c_2t$, then
$$
\phi(j+c_1t)=\phi((c_1-c_2)t) \geq w^+ \quad \text{for }t\geq t_1.
$$
Let $t\to\infty$, we have
$$
\lim_{t\to\infty}\inf\{\phi(j+c_1t)\ | j=-c_2t\}
=\lim_{t\to\infty}\inf\{\phi((c_1-c_2)t)\} \geq w^+,
$$
which leads to a contradiction to the first equality in \eqref{3.27}. 
Hence \eqref{1.1} admits no monotone traveling wave for $c_1\in(0,c_*)$.
\end{proof}

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\end{document}

