1. Introduction
KPP–Fisher reaction diffusion equations $u_t=\Delta u+f(u)$ are fundamental in the modelling of population growths [Reference Fisher10, Reference Murray29], by assuming either the reaction term as the monostable nonlinearity (e.g. $f(u)= u(1-u)$ ) or otherwise the bistable topological structure (e.g. $f(u)=u(a-u)(1-u)$ , $0\lt a\lt 1$ ). A natural and interesting question is: can a system exhibit rich dynamics by combining both monostable and bistable topological properties with just a switch of a impacting parameter? If so, how does the spatial spreading or invasion behave in view of the parameter? How to determine and estimate the moving speeds of the pushed waves, pulled waves or bistable waves?
To answer the above questions, we consider the following Belousov–Zhabotinsky (BZ for short) reaction-diffusion system
which builds upon J.D. Murray’s investigations of bio-reaction in [Reference Murray28, Reference Murray29]. The variables $u$ and $v$ represent the bromous acid and bromide ion concentrations, respectively. Here $\Delta$ is the Laplace operator, and $r$ and $b$ are positive reaction parameters. The term $\bar K*v$ denote the convolution of the component $v$ with a nonnegative normalised kernel $\bar K(s,y), s\ge 0, y\in \mathbb{R}^n$ , which satisfies the following conditions:
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(K1) $\int _{0}^{\infty }\int _{\mathbb{R}^n}\bar K(s,y)dyds=1$ ,
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(K2) There exists $\tilde{\delta }_0\in (0,\infty )$ such that $\int _{0}^{\infty }\int _{\mathbb{R}^n}\bar K(s,y)e^{\rho s}dyds\lt \infty$ for $\rho \in [0, \tilde{\delta }_0)$ .
Let $u=\phi$ and $v=1-\psi$ . System (1.1) becomes
Note that system (1.2) has infinite number of constant equilibria
where $a$ is an arbitrary constant. We may only consider $0 \le a \le 1$ so that $(0,a)$ are bounded by $e_\beta$ . If $a=0$ , then $e_0=(0,0)$ . The kinetic system of model (1.2) is
where $\bar{K}*\psi =\int _{0}^{+\infty }\int _{\mathbb{R}^n}\bar{K}(s,y)\psi (t-s)dyds$ . It can be noted that the conventional definition of monostability/bistability in [Reference Volpert, Volpert and Volpert34] requires a clarification to system (1.2) that possesses a continuum of non-negative equilibria. The stability analysis of (1.4) around its equilibria reveals that $e_\beta$ is stable while $e_0$ is unstable when $r\lt 1$ . On the other hand, for $r\gt 1$ , $e_\beta$ remains stable, but $e_0$ becomes neutrally-stable (non-asymptotically stable). Hence, the value $r=1$ serves as a critical point of stability transition of $e_0$ for (1.2), with the system exhibiting its monostability characteristics for $r \in (0,1)$ , and its bistability properties for $r\gt 1$ . The wave propagation dynamics in the critical case $r=1$ behaves similar to the monostable case as we can see later. Therefore, in this article, we divide our analysis into two nonlinearities:
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H1 (bistable): $r\gt 1$ ;
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H2 (monostable): $r \le 1$ .
Travelling wave solutions of (1.2) are assumed to have the form $(\phi, \psi )=(\Phi, \Psi )(\nu\ {\cdot}\ x-ct)$ , $||\nu ||=1$ , and satisfy the wave profile system
where
Here we have established a new coordinate-system $(\eta _1,\eta _2,\cdots, \eta _n)$ with $\eta _1=\nu {\cdot}y$ and
As such, the conditions (K1) and (K2) imply the following statements
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1. $\int _{0}^{\infty }\int _{\mathbb{R}} K(s,y)dyds=1$ ,
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2. There exists $\tilde{\delta }_0\in (0,\infty )$ such that $\int _{0}^{\infty }\int _{\mathbb{R}} K(s,y)e^{\rho s}dyds\lt \infty$ for $\rho \in [0, \tilde{\delta }_0)$
are true.
Since $(K\star \Psi )(z)$ depends on $c$ , we may re-write it as $(K\star _c\Psi )(z)$ to denote $(K\star \Psi )(z)$ . The boundary condition of (1.5) at infinity is
1.1. Bistable waves and the speed sign in the bistable case H1: $ \boldsymbol{r} \gt 1$
Travelling waves are important phenomena and moved patterns in biological modelling and evolution. Following Murray’s initial works, many researchers delved into the study of system (1.1), with the problem of travelling waves emerging as a matter of fundamental interest. The primary focus of related research thus far has been on the localised case (e.g., [Reference Kanel16, Reference Murray28, Reference Murray29, Reference Troy33, Reference Ye and Wang43]), i.e. $(\bar{K}* v)(t, x)=v(t, x)$ , and the cases involving delays (e.g., [Reference Lin and Li19, Reference Trofimchuk, Pinto and Trofimchuk31, Reference Wu and Zou42, Reference Zhang44]), $(\bar{K}* v)(t, x)=v(t-h, x)$ . However, there has been limited research of system (1.1) with non-local delayed interaction. Especially in the bistable case H1, (in fact, $r$ can vary between 5 and 50 in real experiments), a conjecture about the existence of bistable travelling wave was raised by Hasík et al. [Reference Hasík, Kopfová, Nábělková and Trofimchuk13]. To the best of our knowledge, no related contributions have been made for this, and in fact this problem has remained open for long time. In this article, we are able to solve the problem and will prove that there exists a unique (up to translation) bistable travelling wave of system (1.5)-(1.6), namely the following two theorems.
Theorem 1.1. (Existence and the speed sign) Assume that H1 and (K1) hold. There exists a monotone bistable travelling wave $(c, \Phi (z), \Psi (z))$ , $z=\nu {\cdot}x-ct$ , for any given $\nu$ with $||\nu ||=1$ , of system (1.5)-(1.6), where $c$ is positive and unique. Moreover, $\Phi ^{\prime}(z)\lt 0$ and $\Psi ^{\prime}(z)\lt 0$ for $z\in \mathbb{R}$ .
Theorem 1.2. (Uniqueness) Assume that H1, (K1) and (K2) hold. If $(\Phi ^*(\nu\ {\cdot}\ x-c^*t),\Psi ^*(\nu\ {\cdot}\ x-c^*t))$ is a bistable travelling wave of system (1.2) connecting $e_\beta$ to $e_0$ , then there exists $z^*\in \mathbb{R}$ such that $(\Phi ^*(\nu\ {\cdot}\ x-c^*t),\Psi ^*(\nu\ {\cdot}\ x-c^*t))=(\Phi (\nu\ {\cdot}\ x-ct+z^*),\Psi (\nu\ {\cdot}\ x-ct+z^*))$ and $c^*=c$ , where $(\Phi (\nu\ {\cdot}\ x-ct),\Psi (\nu\ {\cdot}\ x-ct))$ is the wave solution in Theorem 1.1. The bistable wave speed $c$ is non-increasing in $r$ and is non-decreasing in $b$ .
The presence of continuum equilibria, combined with the non-local delayed reaction term, incorporates significant complexity when analysing model (1.1). This specific property of equilibrium $e_0$ hinders the application of Fang and Zhao’s abstract theory [Reference Fang and Zhao9] of bistable travelling waves for monotone semiflows to our system, as $e_0$ is not strongly stable in their settings, nor the intermediate equilibria are un-ordered. Furthermore, [Reference Fang and Zhao9] only consider a finite delay. Here, however, the delay in system (1.1) is infinitely distributed. Methods developed in other important studies (see, for example, [Reference Chen6, Reference Li and Zhang18]) remain unapplicable because they only allow a limited number of steady states. Kanel [Reference Kanel16] established the existence of the bistable travelling wave in the non-delayed local case (where $(\bar{K}* v)(t, x)=v(t, x)$ and $r\gt 1$ ) by using a shooting method in the phase plane. However, this method cannot be applied to non-local or delayed versions of system (1.1). Recently, Hasík et al. [Reference Hasík, Kopfová, Nábělková and Trofimchuk13] proved the existence of the bistable travelling wave in the delayed local case (where $(\bar{K}* v)(t, x)=v(t-h, x)$ and $r\gt 1$ ) by constructing a perturbed system, which can approximate the original system. Application of the method in this article to the more complex system (1.1) with non-local delayed reaction is still in question, definitely in great challenge.
In order to address the challenges mentioned above, we shall develop novel approaches to rigourously show the existence of travelling wave solutions to the system exhibiting bistable nonlinearity. Our methodology utilises a combination of advanced analysis on partial differential equations (parabolic and elliptic) and dynamical techniques, enabling its application to nonlocal problems and high-dimensional phase systems. The novelty of our result is that we not only prove the existence, uniqueness and the positive speed sign of the bistable wave, but also provide the monotonicity of bistable wave speed $c$ with respect to parameters $r$ and $b$ . The bistable wave speed $c$ is non-increasing in $r$ and is non-decreasing in $b$ .
1.2. Monostable waves and speed selection in the case H2: $ \boldsymbol{r} \le 1$
In the H2 case, the solution to (1.5)-(1.6) is usually not unique, as can be seen in the classical KPP–Fisher model [Reference Fisher10]. Denote $c_{\min }$ as
Standard linearisation near the equilibrium point $e_0$ shows $c_{\min }\ge c_0=2\sqrt{1-r}$ . For convenience, we give the following definition on the minimal wave speed selection in the monostable case.
Definition 1.1. If $c_{\min }=c_0$ , then we say the minimal wave speed is linearly selected and the wave is a pulled wave; If $c_{\min }\gt c_0$ , then the minimal wave speed is said to be nonlinearly selected and the corresponding wave is a pushed wave.
Recently, Hasík et al. [Reference Hasík, Kopfová, Nábělková, Trofymchuk and Trofimchuk12] established the existence of monostable travelling wave of system (1.1) with spatio-temporal interaction for $r\in (0,1)$ and derived two limiting cases for the appearance of pushed wavefronts (nonlinear selection). These two sufficient conditions for nonlinear selection to system (1.1) in [Reference Hasík, Kopfová, Nábělková, Trofymchuk and Trofimchuk12] are as follows:
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1) if $b\rightarrow \infty$ , then $c_{\min }\rightarrow 2$ ;
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2) if the kernel function $K(s,y)$ in (1.5) is replaced by $K_a(s,y)=K(s,y+a)$ and $a\rightarrow \infty$ , then $c_{\min }\rightarrow 2$ .
In this article, we shall first give necessary and sufficient conditions for distinguishing between linear selection and nonlinear selection for all $r\le 1$ , including the existence of a family of travelling waves in the critical case $r=1$ whose dynamics behaves like the monostable case, instead of the bistable case, as shown in the following theorem.
Theorem 1.3. Assume that H2 and (K1) hold.
(i). There is a finite number $c_{\min }\ge c_0=2\sqrt{1-r}$ such that monotone and positive travelling wave solutions of (1.5)-(1.6) exist if and only if $c\ge c_{\min }$ . The minimal wave speed $c_{\min }$ of (1.5)-(1.6) is nonlinearly selected if and only if there exists a wave front $(c_2, \Phi, \Psi ), c_2\gt c_0$ such that
with $A_2\gt 0$ . Here, $\mu _2$ is the larger root of $\mu ^2-c\mu +(1-r)=0$ . Furthermore, $c_2=c_{\min }$ .
(ii) For $r\in (0,1)$ , the minimal speed $c_{\min }$ is non-decreasing with respect to $b$ . Then there exists a finite value $b^*\gt 0$ such that $c_{\min }=c_0$ for $b \in (0, b^*]$ , and $c_{\min }\in (c_0,2]$ for $b\gt b^*$ ; If $r=1$ , then $c_{\min }\gt c_0$ for all positive parameter $b$ .
(iii) For fixed $b$ , the minimal speed $c_{min}$ is a non-increasing function of $r$ in $(0,1]$ . Furthermore, there exists a unique turning point $r^*\lt 1$ for the minimal speed selection, that is, $c_{\min }=c_0$ for $r \in (0, r^*]$ , and $c_{\min }\in (c_0,2]$ for $r\in (r^*, 1]$ .
Here, Theorem1.3 is a new development of the abstract results of speed selection in [Reference Ma and Ou23] to the system (1.1) with infinite points of equilibria. It shows that the minimal wave speed is non-decreasing with respect to $b$ , when $r$ is fixed, and there exists a transition point, denoted as $b^*$ , which serves as a turning point for speed selection. Similarly, there exists the monotonicity of the minimal wave speed with respect to $r$ and the transition $r^*$ for speed selection (when $b$ is fixed), although the linear speed varies with $r$ .
Without any assumptions on the existence of wave fronts, we further provide the following easy-to-apply theorem, which can be used to derive a series of explicit conditions on speed selections by constructing various upper or lower solutions.
Theorem 1.4. (Linear, nonlinear selection and estimate of $c_{\min }$ ) Assume that H2 and (K1) hold. $\mu _1$ and $\mu _2 (\ge \mu _1)$ are two roots of $\mu ^2-c\mu +(1-r)=0$ .
(i) For $c_1\gt c_0$ , if there exists a nonnegative and monotonic lower solution $(\underline{\Phi },\underline{\Psi })(z)$ of system (1.5)-(1.6) such that $\underline{\Phi }(z)\sim \underline{A} e^{-\mu _2 z}$ as $z\rightarrow \infty$ with $\underline{A}\gt 0$ , and $\limsup _{z\rightarrow -\infty }\underline{\Phi }(z)\lt 1$ , then no travelling wave solution exists for $c\in [c_0, c_1)$ and there exists $c_{\min }\gt c_1$ .
(ii) For $r\in (0,1)$ and $c=c_0+\varepsilon$ where $\varepsilon$ is any small positive number, if there exists a nonnegative and monotonic upper solution $(\overline{\Phi },\overline{\Psi })(z)$ of system (1.5)-(1.6) such that $\overline{\Phi }(z)\sim \overline{A} e^{-\mu _1(c) z}$ as $z\rightarrow \infty$ with $\overline{A}\gt 0$ , and $\limsup _{z\rightarrow -\infty }\overline{\Phi }(z)\ge 1$ , then we have $c_{\min }=c_0$ .
By application of this theorem, two explicit estimates about $b^*$ are given by applying Theorem1.4. The comparison of our new results to previous ones is given in the discussion section which shows the practicalness of this finding.
We also provide details of the decay rate of the minimal-speed travelling wave as $b$ varies around $b^*$ , which are substantially novel than our previous work [Reference Ma and Ou23]. These findings imply the transition wave behavies completely different from other pulled waves for $b\lt b^*$ , as shown in the following theorem.
Theorem 1.5. Assume that H2 and (K1) hold. Let $b^*$ be the turning point for the minimal speed selection for fixed $r$ , specifically $c_{\min }=c_0$ for $b \in (0, b^*]$ , and $c_{\min }\in (c_0,2]$ for $b\gt b^*$ . The behaviour of the minimal-speed travelling wave solution $(\Phi (z), \Psi (z))$ of system (1.5)-(1.6) can be described as follows:
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(1) if $b\in (0, b^*)$ , then $\Phi (z)\sim Aze^{-\mu _1(c_0) z}$ as $z\rightarrow \infty$ , where $A\gt 0$ ;
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(2) if $b=b^*$ , then $\Phi (z)\sim Be^{-\mu _1(c_0) z}$ as $z\rightarrow \infty$ , where $B\gt 0$ ;
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(3) if $b\gt b^*$ , then $\Phi (z)\sim Be^{-\mu _2(c_{\min }) z}$ as $z\rightarrow \infty$ , where $B\gt 0$ .
Here, $\mu _1$ and $\mu _2 (\ge \mu _1)$ are two roots of $\mu ^2-c\mu +(1-r)=0$ .
Remark 1.1. The above Theorem 1.1 corresponds to Theorem 2.6 , Theorem 1.2 corresponds to Theorems 2.8 - 2.9 , Theorem 1.3 corresponds to Theorems 3.3 , 3.4 , 3.6 and 3.10 , Theorem 1.4 corresponds to Theorem 3.5 , and Theorem 1.5 corresponds to Theorem 3.9 .
Finally, we would like to provide readers with a few more references related to our study. In recent years, considerable efforts have been made in studying the existence of travelling waves and their speed sign for monotonic systems. See e.g., [Reference Alhasanat and Ou2, Reference Aronson and Weinberger4, Reference Bates, Chen and Chmaj5, Reference Fang and Zhao8 Reference Fang and Zhao9 Reference Fisher10, Reference Ma, Huang and Ou22, Reference Ma, Yue and Ou24, Reference Ma and Ou26, Reference Ma, Zhang, Yue and Ou27, Reference Volpert, Volpert and Volpert34, Reference Wang and Ou36, Reference Wang and Ou37, Reference Wang, Wang and Ou39]. The problem of the minimal speed selection was widely discussed in many papers. See, e.g., [Reference Alhasanat and Ou1, Reference Alhasanat and Ou3, Reference Aronson and Weinberger4, Reference Huang and Ou14, Reference Huang and Ou15, Reference Liu, Ouyang, Huang and Ou20, Reference Lucia, Muratov and Novaga21, Reference Ma and Ou23, Reference Ma and Ou25, Reference Pan, Wang and Ou30, Reference Wang, Huang and Ou35, Reference Weinberger, Lewis and Li40, Reference Wu, Xiao and Zhou41].
The remainder of this paper is organised as follows. In Section 2, we prove the existence and uniqueness of the monotone bistable travelling wave of (1.5)-(1.6) for the case H1. In Section 3, we prove the existence of monostable travelling wave of (1.5)-(1.6) for $r=1$ . We also derive necessary and sufficient conditions for speed selection and give the decay rate of the minimal-speed travelling wave as $z\rightarrow \infty$ , in terms of different value domains of $b$ around of $b^*$ , under the case H2. Section 4 will present numerical results, while Section 5 covers the conclusion and the further discussion.
2. Bistable wave in the case H1: existence, uniqueness and speed sign
In this section, we consider system (1.2) under the condition H1. Note that $e_\beta$ is stable, and $e_0$ is non-asymptotically stable nor strongly stable. As mentioned in Section 1, the use of the monotonic semiflow theory in [Reference Fang and Zhao9] is not applicable for proving the existence of the bistable monotone travelling wave solution in (1.5)-(1.6). The non-local delayed reaction term in system (1.5) prevents the utilisation of the shooting method. Here, we present a novel approach to establish the existence of wavefront, which could potentially be extended to other models featuring non-isolated equilibrium points and non-local delayed reaction terms.
Obviously, it can be seen from the second equation of (1.5) that this model has no positive and monotone travelling wave satisfying (1.6) with speed $c\le 0$ . The following lemma gives the existence of solutions to the $\Psi$ -equation of the system (1.5)-(1.6) when $\Phi$ is given, which holds for both bistable and monostable cases.
Lemma 2.1. Let $c\gt 0$ and $b\gt 0$ , and suppose that $\Phi (z)$ is a positive non-increasing continuous function such that $\Phi ({-}\infty )=1$ and $\int _{0}^{\infty } \Phi (z)dz$ is finite. Then there exists a unique monotone $C^2$ -smooth solution $\Psi (z)$ , $\Psi ^{\prime}(z)\lt 0$ , to the boundary value problem
This defines the operator $\mathcal{L}_{b,c}$ , by $\Psi =\mathcal{L}_{b,c}\Phi$ on the respective functional sets. $\mathcal{L}_{b,c}$ commutes with the translation operator, $(\mathcal{L}_{b,c}\Phi ({\cdot}+h))(z)=(\mathcal{L}_{b,c}\Phi ({\cdot}))(z+h)$ , and is monotonic with respect to $b$ , $c$ and $\Phi$ so that
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(a) if $\Phi _1(z)\le \Phi _2(z)$ , then $(\mathcal{L}_{b,c}(\Phi _1))(z)\le (\mathcal{L}_{b,c}(\Phi _2))(z)$ , $z\in \mathbb{R}$ ;
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(b) if $b_1\lt b_2$ , then $(\mathcal{L}_{b_1,c}(\Phi ))(z)\lt (\mathcal{L}_{b_2,c}(\Phi ))(z)$ , $z\in \mathbb{R}$ , for each $\Phi$ from the domain of $\mathcal{L}_{b,c}$ . Moreover, we have $\mathcal{L}_{b,c}\Phi \rightarrow 0$ as $b\rightarrow 0$ , and $\mathcal{L}_{b,c}\Phi \rightarrow 1$ as $b\rightarrow \infty$ ;
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(c) if $c_1\lt c_2$ , then $(\mathcal{L}_{b,c_1}(\Phi ))(z)\gt (\mathcal{L}_{b,c_2}(\Phi ))(z)$ , $z\in \mathbb{R}$ , for each $\Phi$ from the domain of $\mathcal{L}_{b,c}$ . Moreover, we have $\mathcal{L}_{b,c}\Phi \rightarrow 1$ as $c\rightarrow 0$ .
Proof. We only prove result $c)$ and the limiting results in $b)$ . The remaining parts can refer to [Reference Hasík, Kopfová, Nábělková, Trofymchuk and Trofimchuk12, Lemma 15]. We let $c_1\lt c_2$ , and set $\Psi _j=\mathcal{L}_{b,c_j}\Phi$ , $j=1,2$ . Take $\sigma (z)=\Psi _1(z)-\Psi _2(z)$ , $z\in \mathbb{R}$ . Then $\sigma (z)$ satisfies
If $\sigma (s)\le 0$ at some point $s$ , then there exists a critical point $s^*$ such that $\sigma (s^*)\le 0$ , $\sigma ^{\prime}(s^*)=0$ , and $\sigma ^{\prime\prime}(s^*)\ge 0$ . It follows that
since $\Psi _2^{\prime}(s^*)\lt 0$ . It is a contradiction. Therefore, $\Psi _1(z)\ge \Psi _2(z)$ , $z\in \mathbb{R}$ .
To prove $\mathcal{L}_{b,c}\Phi \rightarrow 1$ as $c\rightarrow 0$ , we consider a decreasing sequence $c_n=\frac{1}{n}$ , $n\in \mathbb{N}^+$ . Then by the monotonicity of $\mathcal{L}_{b,c}\Phi$ with respect to $c$ , we know $\Psi ^n(z)\,:\!=\,\mathcal{L}_{b,c_n}\Phi (z)$ is increasing with respect to $n$ . Note that $1$ is an upper bound of the sequence $\Psi ^n(z)$ , and $1$ is the only positive and non-increasing solution to the following problem
Thus, we have $\Psi ^n(z)\rightarrow 1$ as $n\rightarrow \infty$ , that is, $\Psi =\mathcal{L}_{b,c}\Phi \rightarrow 1$ as $c\rightarrow 0$ .
By the similar arguments to the proof of $\mathcal{L}_{b,c}\Phi \rightarrow 1$ as $c\rightarrow 0$ and the monotonicity of $\mathcal{L}_{b,c}\Phi$ with respect to $b$ (refer to [Reference Hasík, Kopfová, Nábělková, Trofymchuk and Trofimchuk12, Lemma 15]), we can derive $\mathcal{L}_{b,c}\Phi \rightarrow 0$ as $b\rightarrow 0$ and $\mathcal{L}_{b,c}\Phi \rightarrow 1$ as $b\rightarrow \infty$ .
2.1. Bistable waves of an auxiliary equation
In this subsection, we shall prove the existence of the bistable travelling wave of an auxiliary equation we derive. According to Lemma 2.1, system (1.5)-(1.6) can be transformed into the following equation
Consider the wave speed $c\gt 0$ in $\mathcal{L}_{b,c}\Phi$ of (2.2) as a parameter. We would like to construct an auxiliary parabolic partial differential equation as follows
Clearly, (2.3) has two constant equilibria $\phi =0$ and $\phi =1$ . Due to the condition that $\int _{0}^{\infty } \Phi (z)dz$ is finite in Lemma 2.1, the initial function for (2.3) needs to be restricted as integrable at $\infty$ . Since the model is monotone, the well-posedness of this problem has no problem and the solution still belongs to be integrable at $\infty$ for any future time $t$ . To investigate the travelling wave to (2.3), we define
where $C(c)$ represents the wave speed dependent on $c$ . Substituting this into (2.3), we obtain
subject to the boundary conditions
We aim to prove the existence of wavefront $(C(c), \Phi )$ , with $C(c)$ being non-increasing function of $c$ .
Let $X=BC(\mathbb{R}, \mathbb{R})$ be the space of all bounded, continuous and integrable-at-positive- $\infty$ functions from $\mathbb{R}$ to $\mathbb{R}$ . Define $X_+=\{ \varphi \in X\ :\ \varphi (x) \geq 0, \forall x\in \mathbb{R} \}$ . Let $\mathcal{C}=C(M,X)$ be the space of all functions from $M$ to $X$ with $|{\cdot}|_{\mathcal{C}}=||{\cdot}||_\infty$ , where $M=({-}\infty, 0]$ . Let $\mathcal{C}_+=C(M,X_+)$ . Define $\mathcal{M}\subset \mathcal{C}$ to be the set of all continuous and non-increasing functions. $\mathcal{M}_\beta =\{\varphi \in \mathcal{C}\ :\ 0\leq \varphi \leq \beta \}$ , where $\beta =\textbf{1}$ in $\mathcal{C}$ .
Denote $\{Q_t\}_{t\ge 0}$ as the solution semiflow associated with (2.3) on $\mathcal{C}_+$ . That is,
where $\phi (t+\theta, x,\varphi )$ is the unique solution of (2.3) satisfying $\phi (\theta, {\cdot},\varphi )=\varphi (\theta )$ . Let $E$ be the set of all fixed points of $Q_t$ for $t\gt 0$ restricted to $\mathbb{R}$ . Then $E=\{0, \beta \}$ . We use $Q$ to denote $Q_1$ , and $Q^n$ is the $n$ -th iteration of $Q$ .
For $\theta \in M$ , we assume that $\underline{\phi }$ and $\bar{\phi }$ are non-increasing functions in $\mathcal{M}_\beta$ satisfying
where $\tilde{\delta }\gt 0$ is small, and $\tilde{\mu }$ is a positive constant. Clearly, $\underline{\phi }\le \bar{\phi }$ .
Lemma 2.2. Assume that H1 and (K1) hold. There exist positive numbers $\tilde{C}\gt 0$ and $\tilde{\mu }\gt 0$ such that for any $C\ge \tilde{C}$ , we have
Proof. Let $\tilde{z}_1= x-Ct$ . When $\tilde{z}_1\le 0$ , we have $\bar{\phi }(\tilde{z}_1)=1$ , and then
When $\tilde{z}_1\gt 0$ , we obtain $\bar{\phi }(\tilde{z}_1)=e^{-\sqrt{r-1} \tilde{z}_1}$ . For any $C\ge \tilde{C}_1$ , where $\tilde{C}_1$ satisfies $-\sqrt{r-1}\tilde{C}_1+r=0$ , it gives
Hence, we conclude that $Q[\bar{\phi }](\theta, x)\le \bar{\phi }(\theta, x-C)$ . In order to prove $Q[\underline{\phi }](\theta, x)\ge \underline{\phi }(\theta, x+C)$ , we let $\tilde{z}_2= x+Ct$ . Choose sufficiently small $\tilde{\epsilon }\gt 0$ and $\tilde{\epsilon }_1\gt 0$ such that
Since $\int _{0}^{\infty }\int _{\mathbb{R}}K(s,y)dyds=1$ , there exist a large enough $\tilde{M}_1\gt 0$ such that
Note that we can still derive the existence of $\Psi$ in (2.1) when we choose $\Phi (z)=\underline{\phi }(z)$ (Here, $\Phi ({-}\infty )=1-\tilde{\delta }$ ). There exists $M_0(c)\lt 0$ so that
For $\tilde{z}_2\lt M_0(c)-\tilde{M}_1\lt 0$ , if $C\ge \tilde{\mu }$ , then by (2.10), (2.11) and (2.12), we have
Take $\tilde{\eta }\,:\!=\,\frac{\underline{\phi }(M_0(c)-\tilde{M}_1)}{1-\tilde{\delta }}\in (0,1)$ . For $\tilde{z}_2\in [M_0(c)-\tilde{M}_1,0)$ , we have $\underline{\phi }(\tilde{z}_2)\in (0, \tilde{\eta }(1-\tilde{\delta })]$ and $e^{\tilde{\mu } \tilde{z}_2}\in [1-\tilde{\eta },1)$ . If $C\ge \frac{\tilde{\mu }^2+\tilde{\eta }[\tilde{\eta }(1-\tilde{\delta })+r-1]}{\tilde{\mu }(1-\tilde{\eta })}$ , then
For $\tilde{z}_2\ge 0$ , we have $\underline{\phi }(\tilde{z}_2)=0$ , and thus
Therefore, $Q[\underline{\phi }](\theta, x)\ge \underline{\phi }(\theta, x+C)$ for all $C\ge \tilde{C}_2\,:\!=\,\max \{\frac{\tilde{\mu }^2+\tilde{\eta }[\tilde{\eta }(1-\tilde{\delta })+r-1]}{\tilde{\mu }(1-\tilde{\eta })}, \tilde{\mu } \}$ . Let $\tilde{C}=\max \{\tilde{C}_1, \tilde{C}_2\}$ . Thus, the proof is complete.
According to this lemma, when $C$ is large, the functions $ \bar{\phi }(\theta, x-Ct)$ and $\underline{\phi }(\theta, x+Ct)$ serve as upper and lower solutions, respectively, to the auxiliary equation (2.3). For each value of $n$ , a shift is applied to both the upper and lower solutions, resulting in the definitions of
It is evident that due to the translation invariance property, both $\underline{\phi }_n(\theta, x)$ and $\bar{\phi }_n(\theta, x)$ still serve as upper and lower solutions, respectively, for $Q$ . Let $\kappa _n\,:\!=\,(n+\tilde{C})/n$ . Define $A_{\xi }[\phi ]( x)=\phi (\xi ( x))$ for all $x\in \mathbb{R}$ and $\xi \in \mathbb{R}$ . Similar to the proof of [Reference Fang and Zhao9, Lemma 3.3], we have the following lemma.
Lemma 2.3. Assume that H1 and (K1) hold. For each $n\in \mathbb{N}$ , $G_n\,:\!=\,Q\circ A_{\kappa _n}$ has a fixed point $\phi _n$ in $\mathcal{M}_{\beta }$ such that $\phi _n(\theta, x)$ is nonincreasing in $x$ and $\underline{\phi }_n\le \phi _n\le \bar{\phi }_n$ .
Theorem 2.4. Assume that H1 and (K1) hold. There exists a $C\in \mathbb{R}$ such that $\{Q^n\}_{n\ge 1}$ admits a non-increasing traveling wave connecting $\beta$ to $0$ with speed $C$ .
Proof. Choose $\tilde{M}\gt 0$ such that $e^{-\sqrt{r-1}\tilde{M}}\lt \frac{1}{2}(1-\tilde{\delta })$ . It follows
Define $b_n\,:\!=\,\sup \limits _{}\{x\ :\ \phi _n(\theta, x)\in [\frac{1}{2}(1-\tilde{\delta }),1]\}$ . In other word, $b_n$ is a point so that $\phi _n(\theta, b_n)=\frac 12 (1-\tilde{\delta })$ . Then $-\frac{1}{\tilde{\mu }}\ln 2-(n+\tilde{C})\le b_n\le \tilde{M}+n+\tilde{C}$ . Let $\phi _{+,n}(\theta, x)\,:\!=\,\phi _n(\theta, x+b_n)$ . Then we have
By the solution of the integral form of system (2.3), we have
where $\bar{f}(\phi )=\phi (1-r-\phi +r(K*\mathcal{L}_{b,c}\phi ))$ is the reaction term of (2.3) and $\bar{G}$ is the fundamental solution of $u_t=u_{xx}$ . By calculation, we have $|(\phi _{+,n})_{x}(\theta, x)|\lt \frac{1}{\sqrt{2\pi }}+\sqrt{\frac{2}{\pi }}$ . Therefore, $\phi _{+,n}$ is equicontinuous and uniformly bounded. According to the Ascoli–Arzela theorem, there exist a subsequence (denoted by $n$ ), a non-increasing function $\phi _+$ , and $\xi _+$ such that
Define $C_+\,:\!=\,\tilde{C}\xi _+.$ Observe that
holds uniformly for $x$ in any bounded subset of $\mathbb{R}$ . For any $x\in \mathbb{R}$ , we have
Consequently, $\phi _+(\theta, -\infty )$ and $\phi _+(\theta, \infty )$ are fixed points of $Q$ . Observing that $\frac{1}{2}(1-\tilde{\delta })\le \lim \limits _{n\rightarrow \infty }\phi _n(\theta, b_n)=\phi _+(\theta, 0)\lt 1$ . It follows that $\phi _+(\theta, -\infty )=1$ and $\phi _+(\theta, \infty )=0$ . Hence, the proof is complete.
The solution to equation (2.3) exhibits continuity with respect to its parameter $c$ , which implies that $C_+$ is a continuous function of $c$ . By substituting $C_+=C(c)$ back into equation (2.3), we shall present the following theorem.
Theorem 2.5. Assume that H1 and (K1) hold. There exist $C(c)\in \mathbb{R}$ and $\Phi \in \mathcal{M}_\beta$ connecting $\beta$ to $0$ such that $Q_t[\Phi ](\theta, x)=\Phi (\theta, x-C(c)t)$ for all $x\in \mathbb{R}$ , $\theta \in ({-}\infty, 0]$ , that is, (2.3) admits a non-increasing travelling wave $\Phi (\theta, x-C(c)t)$ connecting $\beta$ to $0$ . Furthermore, this bistable travelling wave $\Phi (\theta, z)$ is strictly decreasing in $z$ with $\Phi _z(\theta, z)\lt 0$ . The wave speed $C(c)$ is non-increasing with respect to $c$ , which means $C(c_1)\ge C(c_2)$ if $0\lt c_1\le c_2$ .
Proof. The existence of $\Phi$ in (2.3) connecting $\beta$ to $0$ can be guaranteed by Theorem2.4. We now prove $\Phi _z(\theta, z)\lt 0$ by a contradiction argument. Assume $\Phi _z(\theta, z_0)=0$ for some $z_0\in \mathbb{R}$ . The strong maximum principle implies that $\Phi _z(\theta, z)\equiv 0$ for $z\in \mathbb{R}$ . It contradicts the boundary condition (2.5). Next, we will show the monotonicity of $C(c)$ with respect to $c$ . Let $0\lt c_1\le c_2$ . By taking the maximum value, we can set a same $\tilde{C}$ in Lemma 2.2 for both $c=c_1$ and $c=c_2$ . According to Lemma 2.1 $c)$ , we conclude that the reaction term in (2.4) is non-increasing with respect to $c$ . From Lemma 2.3, we have $\phi _n(c_1,\theta, \tilde{x})\ge \phi _n(c_2, \theta, \tilde{x})$ (here $\phi _n(c, \theta, \tilde{x})$ implies that $\phi _n$ is dependent on $c$ ). Based on the proof of Theorem2.4, we know that $b_n(c_1)\ge b_n(c_2)$ (Here $b_n(c)$ indicates that $b_n$ is dependent on $c$ ). Consequently, $C(c_1)\ge C(c_2)$ . Therefore, the proof is complete.
2.2. Bistable waves of the original system (1.5)-(1.6)
To establish the existence and uniqueness of a bistable monotone travelling wave for (1.5)-(1.6) under H1, we first crucially show that the equation $C(c) = c$ possesses a unique positive root. This leads us to the following theorem.
Theorem 2.6. Assume that H1 and (K1) hold. There exists a monotone bistable travelling wave $(c, \Phi (z), \Psi (z))$ , $z=\nu {\cdot}x-ct$ , $||\nu ||=1$ , of system (1.5)-(1.6), where $c$ is positive and unique. Moreover, $\Phi ^{\prime}(z)\lt 0$ and $\Psi ^{\prime}(z)\lt 0$ for $z\in \mathbb{R}$ .
Proof. Theorem2.5 gives the existence of the monotone bistable travelling wave solution of (2.4)-(2.5). We also know that $C(c)$ is a non-increasing function of $c$ . To return to (1.5)-(1.6) for the existence of waves, we need to show that $C(c)=c$ has a unique positive root. To this end, it suffices to show $C(0_+)\gt 0$ . Let
Then (2.4) can be written as
Here we just use $C(c,f)$ to indicate that the speed is dependent on the reaction term.
By Lemma 2.1 $c)$ , there exist a sufficiently small $\delta \gt 0$ such that $\mathcal{L}_{b,c}\Phi (z)\gt 1-\delta$ for sufficiently small $c\lt \delta$ and $\Phi \gt 0$ . Then, for small $\hat{\varepsilon }\gt 0$ , we have
Consider
By choosing $\tilde{\delta }$ in (2.6) such that $\tilde{\delta }-r\delta \gt 0$ , we can derive the existence of $\Phi (z)$ in (2.19) connecting $1-r\delta$ to $0$ according to the similar arguments in Lemmas 2.2 and 2.3, and Theorem2.4. We multiply the left and right sides of (2.19) by $\Phi ^{\prime}$ and integrate both sides from $-\infty$ to $\infty$ with respect to $z$ . It follows that the wave speed $C(c,g)$ satisfies
Since $\hat{\varepsilon }$ and $\delta$ are small enough, we have
It means $C(c,g)\gt 0$ . Applying equations (2.17), (2.18), (2.19), and a similar proof as presented in Theorem2.5(concerning the monotonicity of $C(c)$ with respect to $c$ ), we can deduce that $C(c,f)\ge C(c,g)\gt 0$ when $c \rightarrow 0$ . According to Theorem2.5, the equation $C(c)=c$ has a unique positive solution. Consequently, system (2.2) has a monotonic solution $(c,\Phi (z))$ , that is, there exists a monotone bistable travelling wave $(c, \Phi (z), \Psi (z))$ of system (1.5)-(1.6). Based on Lemma 2.1 and Theorem2.5, we know $\Phi ^{\prime}(z)\lt 0$ and $\Psi ^{\prime}(z)\lt 0$ for $z\in \mathbb{R}$ . It completes the proof.
Our aim in the subsequent discussion is to establish the uniqueness of the above travelling wave profiles. To achieve this, we utilise the bistable travelling wave $(\Phi (z),\Psi (z))$ to create a pair of upper and lower solutions of (1.2). We introduce two non-increasing continuous functions
Here constants $R_i^{+}\gt 1$ , i = 1,2, and $\mu \gt 0$ is small to be determined. $\eta _1$ and $\eta _2$ are chosen so that the above two functions are continuous. We first give the following squeezing lemma, which is crucial in proving the uniqueness of the bistable travelling wave of (1.5)-(1.6).
Lemma 2.7. Assume that H1, (K1) and (K2) hold. Define
where $z=\nu {\cdot}x-ct$ and $ ||\nu ||=1$ . Then there exists $\sigma _1\lt 0$ , $\mu \gt 0$ , $\rho \gt 0$ and $\delta _0\gt 0$ such that for any $\xi _0\in \mathbb{R}$ , $\delta \in (0,\delta _0)$ , the formulas $(\phi ^{\pm }(t,z),\psi ^{\pm }(t,z))$ are upper and lower solutions of (1.2), respectively. It further follows that $(\phi ^{-}(t,z), \psi ^{-}(t,z))\le (\phi (t,z), \psi (t,z))\le (\phi ^{+}(t,z),\psi ^{+}(t,z))$ for $(t, z)\in (0, \infty ]\times \mathbb{R}$ , if $(\phi ^{-}(\theta, z), \psi ^{-}(\theta, z))\le (\phi (\theta, z), \psi (\theta, z))\le (\phi ^{+}(\theta, z),\psi ^{+}(\theta, z))$ for $(\theta, z)\in ({-}\infty, 0]\times \mathbb{R}$ .
Proof. We only prove $(\phi ^+(t,z), \psi ^+(t,z))$ is an upper solution of (1.2), while the lower solution $(\phi ^-(t,z), \psi ^-(t,z))$ can be verified using a similar argument. Let $\xi =z+ \xi _0+ \sigma _1\delta (1-e^{-\rho t})$ . We choose $\delta$ , $\mu$ and $\rho \lt \min \{\mu ^2,\tilde{\delta }_0\}$ that are small enough, where $\tilde{\delta }_0$ is defined in (K2). We take $R_1^+$ and $R_2^+$ such that
For small enough $\epsilon _1\gt 0$ , $\epsilon _3\gt 0$ and $\epsilon _4\gt 0$ , we take sufficiently large $M_1\gt \frac{1}{\mu ^2}$ such that $\Phi (z), \Psi (z)\lt \epsilon _1$ for $\xi \gt \frac{M_1}{2}$ and
by using (K1) and (K2). Take $M_2\gt 0$ and sufficiently small $\epsilon _2\gt 0$ such that $\Phi (z), \Psi (z)\gt 1-\epsilon _2$ for $\xi \lt -M_2$ .
Let $M\gt \max \{\eta _1, \eta _2, M_1, M_2\}$ . Set
Substituting $(\phi ^+,\psi ^+)$ into (1.2), we get
where
and
Here we use the fact $(\Phi, \Psi )$ is the bistable travelling wave of (1.2) and satisfies (1.5). In order to prove $(\phi ^+(z,t),\psi ^+(z,t))$ is an upper solution of (1.2), we consider three cases:
Case (i): $|\xi |\le M$ . According to (2.21) and (2.22), we have
and
Then it gives
The last inequality sign in (2.24) holds by (K2), (2.21) and $\delta$ is sufficiently small. By (2.21) and (2.23), we also have
Case (ii): $\xi \lt -M$ . Note that $\xi \lt -M_2$ , $R_1(\xi )=R_1^+$ and $R_2(\xi )=R_2^+$ . According to (2.22) and the fact $\frac{R_1^+}{R_2^+\int _{0}^{\infty }\int _{\mathbb{R}}K(s,y)e^{\rho s}dyds}\gt r$ , we have
and
Then
since $\frac{R_1^+}{R_2^+\int _{0}^{\infty }\int _{\mathbb{R}}K(s,y)e^{\rho s}dyds}\gt r$ , and $\rho$ , $\epsilon _2$ , $\delta$ are small enough. By (2.23), we have
The last inequality in (2.27) holds since $\rho$ and $\epsilon _2$ are small enough.
Case (iii): $\xi \gt M$ . Note that $\xi \gt M_1$ , $R_1(\xi )=e^{-2\mu \xi }$ and $R_2(\xi )=e^{-\mu \xi }$ . We can calculate
and
According to (2.22), we have
and
Then equation (2.22) becomes
The last inequality sign in (2.32) holds by (K2), $r\gt 1$ and $\mu$ , $\rho$ , $\epsilon _1$ , $\epsilon _3$ , $\epsilon _4$ , $\delta$ are small enough. It follows from (2.23) that
since $\rho \lt \mu ^2$ , $\xi \gt M_1\gt \frac{1}{\mu ^2}$ , and $\mu$ , $\frac{1}{\mu }e^{-\frac{1}{\mu }}$ are sufficiently small.
Combining cases (i)-(iii), we know $(\phi ^+(z, t), \psi ^+(z,t))$ is an upper solution of (1.2).
Subsequently, we shall establish the uniqueness of the bistable travelling wave of system (1.2) by using Lemma 2.7.
Theorem 2.8. Assume that H1, (K1) and (K2) hold. If $(\Phi ^*(\nu\ {\cdot}\ x-c^*t),\Psi ^*(\nu\ {\cdot}\ x-c^*t))$ is a bistable travelling wave of system (1.2) connecting $e_\beta$ to $e_0$ , then there exists $z^*\in \mathbb{R}$ such that $(\Phi ^*(\nu\ {\cdot}\ x-c^*t),\Psi ^*(\nu\ {\cdot}\ x-c^*t))=(\Phi (\nu\ {\cdot}\ x-ct+z^*),\Psi (\nu\ {\cdot}\ x-ct+z^*))$ and $c^*=c$ , where $(\Phi (\nu\ {\cdot}\ x-ct),\Psi (\nu\ {\cdot}\ x-ct))$ is the solution in Theorem 2.6.
Proof. By using a similar argument in [Reference Trofimchuk, Pinto and Trofimchuk31, Lemma 13], we can conclude the bistable travelling wave of system (1.2) connecting $e_\beta$ to $e_0$ decays exponentially as $z\rightarrow \infty$ . Therefore, there exist $\xi _1\in \mathbb{R}$ and $h\gg 1$ such that, for $\theta \in ({-}\infty, 0]$ , we have
thanks to the sufficiently small decay rate $\mu$ in $R_1$ and $R_2$ . Then by Lemma 2.7 and the comparison theorem, we have
Fix $\bar{z}=\nu {\cdot}x-c^*t$ such that $\Phi ^*(\bar{z})\gt 0$ . If $c^*\gt c$ , then
It is in contradiction with the fact that $\Phi ^*(\bar{z})\gt 0$ , implying that $c^* \leq c$ . Likewise, according to the left inequality in (2.35), we have $c^* \geq c$ . Consequently, we can conclude that $c^* = c$ .
By taking the limit as $t\rightarrow \infty$ in (2.35), we obtain the following inequalities:
Define
By employing a similar approach as the proof in [Reference Chen6, Theorem 2.1], we can prove $\xi _*=\xi ^*$ . Thus, the uniqueness of the wave profile, up to translation, is established.
The following theorem shows the monotonicity of bistable wave speed $c$ with respect to parameters $r$ and $b$ in the system (1.5)-(1.6).
Theorem 2.9. Assume that H1, (K1) and (K2) hold. For system (1.5)-(1.6), the bistable wave speed $c$ is non-increasing in $r$ when $b$ is fixed; The bistable wave speed $c$ is non-decreasing with respect to $b$ for fixed $r$ .
Proof. We only prove that $c$ is non-increasing in $r$ . The monotonicity of $c$ with respect to $b$ can be proved by a similar method. Take $0\lt r_1\le r_2$ . To the contrary, we assume $c_1\lt c_2$ , where $c_i$ is the bistable wave speed when $r=r_i, i=1,2$ . Let $(\Phi _i,\Psi _i)(z), i=1,2,$ be the travelling wave with speed $c_i$ , satisfying system (1.5)-(1.6). since
where $0\lt \zeta (c_2)\lt \zeta (c_1), 0\lt \xi (c_1,r_1)\lt \xi (c_2,r_2)$ and $a_i, i=1,2,3,4,$ are positive constants, and then by translation if necessary, we have $\Phi _2(\nu\ {\cdot}\ x)\le \Phi _1(\nu\ {\cdot}\ x)$ for all $x\in \mathbb{R}^n$ . By the $\Psi$ equation in system (1.5), we know $(\Phi _2(\nu\ {\cdot}\ x),\Psi _2(\nu\ {\cdot}\ x))\le (\Phi _1(\nu\ {\cdot}\ x),\Psi _1(\nu\ {\cdot}\ x))$ for all $x\in \mathbb{R}^n$ . Using the comparison principle, we have
Fix $z^*=\nu\ {\cdot}\ x-c_2t$ such that $\Phi _2(z^*)\gt 0$ . It follows that
which contradicts $\Phi _2(z^*)\gt 0$ . Therefore, $c_1\ge c_2$ .
3. Travelling waves and speed selection in the case H2
In this section, we consider the monostable case H2, where $e_{\beta }$ is stable, and $e_0$ is unstable. Linearising (1.5) at $e_0$ , we derive the characteristic equation as
which yields two roots
Denote $c_0=2\sqrt{1-r}$ as the linear speed so that $\mu _1$ and $\mu _2$ are real when $c\ge c_0$ . Define $\bar{\mu }=\mu _1(c_0)=\mu _2(c_0)=\sqrt{1-r}$ .
3.1. Existence of monostable travelling waves
Before giving the existence of monostable monotone travelling waves of system (1.5)-(1.6), we first construct a lower solution for $c\gt c_0$ , which will be used in the proof of the subsequent theorem.
For any $c\gt c_0$ , define a continuous function
where $0\lt \delta _1\ll 1$ , $M$ is a positive constant to be determined, and $z_1=\frac{\log M}{\delta _1}$ .
Lemma 3.1. Assume that $r\in (0,1)$ and (K1) hold. If $c=c_0+\delta _2$ and $\delta _2\gt 0$ , then $(\underline{\Phi }_0, \underline{\Psi }_0)(z)$ is a lower solution of system (1.5)-(1.6), where $\underline{\Phi }_0(z)$ is defined in (3.3), and $\underline{\Psi }_0(z)$ is the solution of the $\Psi$ -equation derived from the system using $\Phi (z)=\underline{\Phi }_0(z)$ .
Proof. Substituting $\underline{\Phi }_0(z)$ into $\Phi$ -equation of (1.5), we obtain
It is observed that the second term is positive. We can choose a sufficiently large $M$ such that the sum of the second and the third terms is positive. The first term is 0, and the last term is positive. Therefore, the proof is complete.
In order to prove the existence of monostable monotone travelling waves of system (1.5)-(1.6) for the degenerate case $r=1$ , we introduce the following theorem.
Theorem 3.2. Assume H2 and (K1) hold. If there exists a wavefront $(c_2,\Phi, \Psi )$ of (1.5)-(1.6), $c_2\gt c_0$ such that
with $A_2\gt 0$ , then $c_2=c_{\min }$ .
Proof. we assume that there exists $c_2\gt c_0$ such that the travelling wave solution $(\Phi (z), \Psi (z))$ satisfies
with $A_2\gt 0$ . In this case, we claim that (1.5)-(1.6) have no travelling wave solutions for any $c\in [c_0, c_2)$ . To prove this by contradiction, assume that there exists $\hat{c}\in (c_0,c_2)$ for which the system (1.2) has a decreasing travelling wave solution $(\bar{\Phi },\bar{\Psi })(\nu\ {\cdot}\ x-\hat{c}t)$ with initial conditions
Clearly, $(\bar{\Phi },\bar{\Psi })(z)$ satisfies system (1.5) with $c=\hat{c}$ . Since $\mu _2(c)$ is non-decreasing with respect to $c$ , we get $\mu _1(\hat{c})\le \mu _2(\hat{c})\le \mu _2(c_2)$ . Recall that $\Phi (z)\sim A_2 e^{-\mu _2(c_2) z}$ as $z\rightarrow \infty$ . It follows that $\Phi (z)\le \bar{\Phi }(z)$ as $z\rightarrow \infty$ . Note that $\Phi (z)\sim 1-A_3e^{\gamma z}$ as $z\rightarrow -\infty$ for positive $A_3$ and $\gamma$ , and $\gamma$ is non-increasing with respect to $c$ . Therefore, $\Phi (z)\le \bar{\Phi }(z)$ as $z\rightarrow -\infty$ . Making a translation if necessary, we can always ensure that $\Phi (z)\le \bar{\Phi }(z)$ for all $z$ . Considering the second equation of (1.2), we then have $(\Phi, \Psi )(\nu\ {\cdot}\ x)\le (\bar{\Phi },\bar{\Psi })(\nu\ {\cdot}\ x)$ for all $x\in \mathbb{R}^n$ (by shift if necessary). By comparison, it gives that
Fix $\hat{z}=\nu\ {\cdot}\ x-c_2t$ such that $\Phi (\hat{z})\gt 0$ . Observe that
Thus, we obtain
which contradicts the fact $\Phi (\hat{z})\gt 0$ . Therefore, there is no travelling wave solution of system (1.5)-(1.6) for any $\hat{c}\in (c_0,c_2)$ . When $r\in (0,1)$ , if $\hat{c}=c_0$ in our assumption, then the travelling waves exist if and only if $\hat{c}\ge c_0$ [Reference Hasík, Kopfová, Nábělková, Trofymchuk and Trofimchuk12, Theorem 5]. We can still derive a contradiction by the above argument. If $r=1$ , then $c_0=0$ . The second equation of (1.5) and the boundary condition (1.6) mean $\hat{c}\gt c_0$ . Therefore, the proof is complete.
The existence of monostable monotone travelling waves of system (1.5)-(1.6) is established in the theorem below.
Theorem 3.3. Assume that H2 and (K1) hold. There is a finite $c_{\min }\ge c_0$ such that monotone and positive travelling wave solutions of (1.5)-(1.6) exist if and only if $c\ge c_{\min }$ . Here $c_{\min }$ is non-increasing with respect to $r$ . Furthermore, when $r=1$ , the travelling wave solution $(\Phi, \Psi )(z)$ of (1.5)-(1.6) with speed $c\gt c_{\min }$ has the following algebraic decay behaviour
Proof. When $r\lt 1$ , the existence of the minimal wave speed $c_{\min }$ , ensuring that monotone and positive travelling wave solutions of (1.5)-(1.6) exist if and only if $c\ge c_{\min }$ , is guaranteed by [Reference Hasík, Kopfová, Nábělková, Trofymchuk and Trofimchuk12, Theorem 5]. We claim that $c_{\min }$ is non-increasing with respect to $r$ . Indeed, let $r_a\lt r_b\lt 1$ . There exists the minimal-speed travelling wave solution $(c_{\min }^{r_a}, \Phi ^{r_a}(z))$ satisfying system (2.2) with $r=r_a$ (here, $c_{\min }^{r_a}$ represents the minimal wave speed when $r=r_a$ ). Note that $(c_{\min }^{r_a}, \Phi ^{r_a}(z))$ is an upper solution of the system with $r=r_b$ . A lower solution is defined as in (3.3). Then there exists a travelling wave solution of the system for $r=r_b$ when $c=c_{\min }^{r_a}$ . It follows that $c_{\min }^{r_b}\le c_{\min }^{r_a}$ . Therefore, $c_{\min }^{r}$ is non-increasing with respect to $r$ .
For the existence of monotone travelling wave solutions of (1.5)-(1.6) when $r=1$ , we divide the proof into four steps.
Step 1. In this step, we shall prove that when $r=1$ , there exists a minimal speed so that (1.5)-(1.6) has a monotone travelling wave solution. Take a decreasing real sequence $\{r_n\}$ such that $\lim \limits _{n\rightarrow \infty }r_n=\bar{r}=1$ and $r_0=2$ . By Theorem2.6, for each $r_n$ , there exists monotone travelling wave $(c^{r_n}, \Phi ^{r_n}(z))$ of (2.2) with $r=r_n$ (here, $c^{r_n}$ represents the unique positive bistable wave speed when $r=r_n$ ), and $\Psi ^{r_n}(z)=\mathcal{L}_{b,c^{r_n}}\Phi ^{r_n}(z)$ . By shifting, we can choose a large $L_1\gt 0$ to fix $\Phi ^{r_n}(L_1)=\epsilon _1$ for each $n$ , where $\epsilon _1$ is sufficiently small.
Claim 1: The bistable wave speeds $c^{r_n}$ have a finite upper bound.
Let $\hat{r}=0.5$ . Assume that $\Phi ^{\hat{r}}(z)$ is a travelling wave of (2.2) with speed $c=c_1=2c_{\min }^{\hat{r}}$ and $r=\hat{r}$ , where $c_{\min }^{\hat{r}}$ represents the minimal wave speed when $r=\hat{r}$ . We shall prove $c^{r_n}\le c_1$ for all $n\in \mathbb{N}^+$ . To the contrary, assume there exists $j\in \mathbb{N}^+$ such that $c_2\,:\!=\,c^{r_j}\gt c_1$ . By asymptotic analysis, we have
Thus, by translation if necessary, we obtain $\Phi ^{\hat{r}}(\nu\ {\cdot}\ x)\ge \Phi ^{r_j}(\nu\ {\cdot}\ x)$ for $x\in \mathbb{R}^n$ . A similar argument as in Theorem2.9 leads to a contradiction. It means $c^{r_n}\le c_1$ for all $n\in \mathbb{N}^+$ .
Since $c^{r_n}$ is non-increasing with respect to $r_n$ as stated in Theorem2.9, we know $c^{r_n}$ is non-decreasing with respect to $n$ . Together with Claim 1, we conclude that $c^{r_n}$ has a limit when $n\rightarrow \infty$ , denoted by $c^{\bar{r}}$ . Let $\bar{\alpha }$ be large enough so that
is non-decreasing in $\Phi$ . Then we can express $\Phi$ -equation in (2.2) as
Define $\bar{\beta }_1$ and $\bar{\beta }_2$ as
Then, the integral form of (3.6) is
Note that $(c^{r_n}, \Phi ^{r_n}(z))$ satisfies the integral system (3.8). Then we have
which means $(\Phi ^{r_n}(z))$ is equicontinuous and uniformly bounded. According to the Ascoli–Arzela theorem, there exists a subsequence $\{r_{n_j}\}$ such that $(c^{r_{n_j}}, \Phi ^{r_{n_j}}(z))$ converges to a limit $(c^{\bar{r}}, \Phi ^{\bar{r}}(z))$ uniformly on any compact interval and pointwise on $\mathbb{R}$ . Take $\bar{\lambda }\,:\!=\,\inf _{n\in \mathbb{N}^+} \{\frac{c^{r_n}+\sqrt{(c^{r_n})^2-4(1-r_n)}}{2}\}\gt 0$ . Since $\epsilon _1$ is sufficiently small, and by the asymptotic behaviour as in (3.5), we have $\Phi ^{r_n}(z)\le \epsilon _1 e^{-\bar{\lambda } (z-L_1)}$ when $z\ge L_1$ . It follows that
which means $\int _{0}^{\infty }\Phi ^{\bar{r}}(z)dz$ is finite. Let $j\rightarrow \infty$ . By the dominated converges theorem, we know $(c^{\bar{r}}, \Phi ^{\bar{r}}(z))$ satisfies the integral system (3.8) and $\Psi ^{\bar{r}}(z)=\mathcal{L}_{b,c^{\bar{r}}}\Phi ^{\bar{r}}(z)$ . Using the monotone convergence theorem, we know $(c^{\bar{r}}, \Phi ^{\bar{r}}(\pm \infty ))$ satisfy system (3.8). Therefore, $\Phi ^{\bar{r}}({-}\infty )=1$ and $\Phi ^{\bar{r}}(\infty )=0$ . By Lemma 2.1, we have $\Psi ^{\bar{r}}({-}\infty )=1$ and $\Psi ^{\bar{r}}(\infty )=0$ . Notice that $\mu _1=0$ when $r=\bar{r}=1$ . Thus, inequality (3.9) shows that $\Phi ^{\bar{r}}(z)$ decays exponentially to $0$ with decay rate $\mu _2(c^{\bar{r}})$ , as $z\rightarrow \infty$ . It follows from Theorem3.2 that $c^{\bar{r}}$ is the minimal speed when $r=1$ , that is, $c_{\min }^{\bar{r}}=c^{\bar{r}}$ .
Step 2. In this step, we aim to prove the existence of monostable monotone travelling waves of system (1.5)-(1.6) with $r=1$ when $c$ is sufficiently large. By letting
system (1.5)-(1.6) can be transformed into
when $r=1$ . Let $c=\frac{1}{\varepsilon }$ , where $\varepsilon$ is small enough. We first consider
From the second equation in (3.11) and $(\tilde{\Phi }, \tilde{\Psi })({+}\infty )=e_0$ , we have
Thus, system (3.11) becomes
with the boundary condition
The integral form of (3.12) is
By calculation, we can establish $\int _{0}^{\infty } \tilde{T}_1(\tilde{\Phi })(\tilde{z})d\tilde{z}$ is finite when $\tilde{\Phi }(\tilde{z}) \in L^1[0,\infty )$ . Note that $\tilde{T}_1$ has only two fixed points $0$ and $1$ . Then $\tilde{T}_1\ :\ \mathcal{M}_\beta \cap L^1[0,\infty )\rightarrow \mathcal{M}_\beta \cap L^1[0,\infty )$ , where $\mathcal{M}_\beta$ is defined in Section 2 with $\beta =1$ , is a strictly monotone continuous operator. By the Dancer–Hess Lemma (see [Reference Dancer and Hess7, Proposition 1], [Reference Zhao45, p. 45]), there exists an entire orbit of $\tilde{T}_1$ connecting $1$ to $0$ . Therefore, system (3.12)-(3.13) has a monotone solution, denoted by $\tilde{\Phi }_1(\tilde{z})$ . From (3.12), $\tilde{\Phi }_1(\tilde{z})$ does not decay exponentially to $0$ as $z\rightarrow \infty$ . Consider $z\rightarrow \infty$ . We let
Substituting (3.14) into (3.12) yields
According to the leading terms in (3.15), we derive that $\gamma =2$ and $a_1=\frac{2}{b}$ . Therefore, system (3.11) has a monotone solution $(\tilde{\Phi }_1, \tilde{\Psi }_1)(\tilde{z})$ , where $\tilde{\Psi }_1(\tilde{z})=1-e^{-\int _{\tilde{z}}^{\infty }b\tilde{\Phi }_1(\tau )d\tau }$ , with decay behaviour
From (3.11), we know $\tilde{\Phi }^{\prime\prime}_1$ and $\tilde{\Psi }^{\prime\prime}_1$ are smooth. Next, we want to apply a perturbation argument to prove that solutions of (3.10) exist for large speed $c$ by using $(\tilde{\Phi }_1, \tilde{\Psi }_1)$ . Let $\tilde{\alpha }_1$ be large enough so that
and
are non-decreasing functions of $\tilde{\Phi }$ and $\tilde{\Psi }$ . Then we can write system (3.10) as
Define $\tilde{\beta }_1$ and $\tilde{\beta }_2$ as
The integral form of (3.17) is
When $c\rightarrow \infty$ , we have
Assume that $(\tilde{\Phi }^*(\tilde{z}), \tilde{\Psi }^*(\tilde{z}) )\,:\!=\,(\tilde{\Phi }_1(\tilde{z})+\tilde{W_1}(\tilde{z}), \tilde{\Psi }_1(\tilde{z})+\tilde{W_2}(\tilde{z}))$ , where $\tilde{W_1}(\tilde{z})$ and $\tilde{W_2}(\tilde{z})$ are functions in $B_0$ that need to be determined. Here, $B_0$ is defined as
Therefore, we need to prove the existence of $\tilde{W_1}(\tilde{z})$ and $\tilde{W_2}(\tilde{z})$ in $B_0$ such that $(\tilde{\Phi }^*(\tilde{z}), \tilde{\Psi }^*(\tilde{z}) )$ satisfies (3.10) with $c=\frac{1}{\varepsilon }$ . Plugging $(\tilde{\Phi }^*(\tilde{z}), \tilde{\Psi }^*(\tilde{z}) )$ into (3.10) and utilising (3.11) lead to
where
Therefore, we have
Define
By a simple estimate, we have
and $ P_{1,\frac{1}{\varepsilon }}(\tilde{F}_{1, \varepsilon })=o(\tilde{z}^{-3})$ as $\tilde{z}\rightarrow \infty$ . The linear operator $\tilde{P}$ is both compact and strongly positive. It possesses a simple principal eigenvalue $\lambda =1$ with the corresponding positive eigenfunction $({-}\tilde{\Phi }_1^{\prime},-\tilde{\Psi }_1^{\prime})$ . To eliminate this eigenfunction from $B_0$ , we introduce the weighted functional space as follows
Since the eigenfunction $({-}\tilde{\Phi }_1^{\prime},-\tilde{\Psi }_1^{\prime})$ does not belong to the space $\mathcal{H}\times B_0$ , it implies that $\tilde{P}$ does not possess the eigenvalue $\lambda =1$ in the functional space $\mathcal{H}\times B_0$ . Consequently, $I-\tilde{P}$ has a bounded inverse in $\mathcal{H}\times B_0$ , where $I$ is the identity operator. By applying the abstract implicit function theorem in $\mathcal{H}\times B_0$ , we conclude that there exists $\varepsilon _0$ such that a solution $(\tilde{W_1},\tilde{W_2})$ of the system (3.20) exists for any $\varepsilon \in [0, \varepsilon _0)$ . Consequently, there exists a solution $(\tilde{\Phi }^*(\tilde{z}), \tilde{\Psi }^*(\tilde{z}) )$ of (3.10) for all $c\ge \tilde{M}\gt \frac{1}{\varepsilon _0}$ , with decay behaviour (3.16).
Step 3. By continuation and the abstract implicit function theorem, we further prove the existence of monostable monotone travelling waves of system (3.10) for $c= \tilde{M}-\delta$ , with $\delta$ is a sufficiently small and to-be-determined value. Let $(\tilde{\Phi }_2(\tilde{z}), \tilde{\Psi }_2(\tilde{z}))$ be the solution of (3.10) for $c=c_2= \tilde{M}$ . Thus, we have
Assuming $c=c_\delta =c_2-\delta$ . To find the solution of (3.17), say $(\bar{\Phi }_\delta (\tilde{z}), \bar{\Psi }_\delta (\tilde{z}))$ at $c=c_{\delta }$ , we let $\bar{\Phi }_\delta (\tilde{z})=\tilde{\Phi }_2(\tilde{z})+\bar{W}_1(\tilde{z})$ and $\bar{\Psi }_\delta (\tilde{z})=\tilde{\Psi }_2(\tilde{z})+\bar{W}_2(\tilde{z})$ , where $\bar{W}_1(\tilde{z})$ and $\bar{W}_2(\tilde{z})$ are functions in $B_0$ that need to be determined. Thus, we aim to prove the existence of $\bar{W}_1(\tilde{z})$ and $\bar{W}_2(\tilde{z})$ in $B_0$ such that $(\bar{\Phi }_\delta (\tilde{z}), \bar{\Psi }_\delta (\tilde{z}))$ satisfies (3.10) or (3.17) with speed $c_\delta$ . Substituting $(\bar{\Phi }_\delta (\tilde{z}), \bar{\Psi }_\delta (\tilde{z}))$ into (3.10) and using (3.22) give
where
Define
Clearly, we have
and $ P_{1,c_\delta }(\bar{F}_{1,\delta })=o(\tilde{z}^{-3})$ as $\tilde{z}\rightarrow \infty$ . The linear operator $P$ is both compact and strongly positive. It possesses a simple principal eigenvalue $\lambda =1$ with the corresponding positive eigenfunction $({-}\tilde{\Phi }_2^{\prime},-\tilde{\Psi }_2^{\prime})$ . By a similar argument as in Step 2, the eigenfunction $({-}\tilde{\Phi }_2^{\prime},-\tilde{\Psi }_2^{\prime})$ does not belong to the space $\mathcal{H}\times B_0$ . It follows from the abstract implicit function theorem in $\mathcal{H}\times B_0$ that there exists $\delta _0$ such that a solution $(\bar{W}_1,\bar{W}_2)$ of the system (3.23) exists for any $\delta \in [0, \delta _0)$ . Consequently, there exists a solution $(\bar{\Phi }_\delta (\tilde{z}), \bar{\Psi }_\delta (\tilde{z}))$ of (3.10) with $c=c_\delta$ .
Step 4. Note that $\mu _1=0$ and $\mu _2=c$ from (3.2) for $r=1$ . When $c\gt c_{\min }^{\bar{r}}$ , Theorem3.2 implies that if travelling wave solutions of (1.5)-(1.6) with $r=1$ exist, they do not decay exponentially to $0$ as $z\rightarrow \infty$ . This indicates that travelling wave solutions of (3.10), if they exist, exhibit algebraic decay behaviour (3.16) for all $c\gt c_{\min }^{\bar{r}}$ . By repeating the continuation process from Step 3, we establish the existence of monostable monotone travelling waves of system (3.10) for all $c\in (c_{\min }^{\bar{r}}, \tilde{M})$ . Therefore, we prove that when $r=1$ , there is a finite $c_{\min }^{\bar{r}}\gt 0$ such that monotone and positive travelling wave solutions of (1.5)-(1.6) exist if and only if $c\ge c_{\min }^{\bar{r}}$ . When $c\gt c_{\min }^{\bar{r}}$ , the travelling wave solution $(\Phi, \Psi )(z)$ of (1.5)-(1.6) has the following algebraic decay behaviour
3.2. Speed selection
In this subsection, we shall derive some conditions for speed selection. The subsequent theorem provides a necessary and sufficient condition for nonlinear selection, which is a development of the abstract results of speed selection in [Reference Ma and Ou23] to the system (1.1).
Theorem 3.4. Assume that H2 and (K1) hold. The minimal wave speed $c_{\min }$ of (1.5)-(1.6) is nonlinearly selected if and only if there exists a wavefront $(c_2,\Phi, \Psi )$ , $c_2\gt c_0$ such that
with $A_2\gt 0$ . Furthermore, $c_2=c_{\min }$ .
Proof. To establish the necessity, we assume that the minimal wave speed is nonlinearly selected, denoted as $c_{\min } \gt c_0$ . Our goal is to demonstrate that the travelling wave $(\Phi _2(z), \Psi _2(z))$ of system (1.5)-(1.6), with a speed $c = c_2 = c_{\min }$ , exhibits the following behaviour
with $A_2\gt 0$ . To the contrary, we assume that
and
By a similar argument in Step 3 of Theorem3.3, we can prove that there is a monotone travelling wave solution of (1.5)-(1.6) when $c=c_\delta =c_2-\delta$ , where $\delta$ is a sufficiently small and to-be-determined value. It implies that $c_2$ is not the minimum wave speed. This contradiction establishes the necessity. Clearly, for $r=1$ , Step 3 of Theorem3.3 shows the existence of monotone travelling wave solution of (1.5)-(1.6) when $c=c_2-\delta$ with a small $\delta$ . Thus, we only focus on $r\in (0,1)$ . Let $\alpha$ be large enough so that
and
are non-decreasing functions of $\Phi$ and $\Psi$ . Then we can express system (1.5) as
Define $\beta _1$ and $\beta _2$ as
In view of the variation of parameters, the integral form of (3.26) is given by
Note that $(\Phi _2(z), \Psi _2(z))$ satisfies
Define $\bar{\Phi }(z)=\Phi _2(z) \omega (z)$ , where
Using asymptotic analysis, we can deduce that
To find the solution of (3.26), say $(\Phi _\delta (z), \Psi _\delta (z))$ , at $c=c_{\delta }$ , we introduce $\Phi _\delta (z)$ as $\Phi _\delta (z)=\bar{\Phi }(z)+W_1(z)$ and $\Psi _\delta (z)$ as $\Psi _\delta (z)=\Psi _2(z)+W_2(z)$ , where $W_1(z)$ and $W_2(z)$ are functions in $B_0$ that need to be determined. Here, $B_0$ is defined inTheorem3.3. By substituting $(\Phi _\delta (z), \Psi _\delta (z))$ into (1.5) and utilising (3.29), we observe that $W_1$ and $W_2$ fulfill the following equations
where
Define
It is worth noting that $\omega ^{\prime}=-(\mu _1(c_\delta )-\mu _1(c_2))\omega (1-\omega )$ and $\omega ^{\prime\prime}=(\mu _1(c_\delta )-\mu _1(c_2))^2\omega (1-\omega )(1-2\omega )$ . Clearly, we have
and $T_{1,c_\delta }(F_{1,\delta })=o(e^{-\mu _1(c_\delta ) z})$ as $z\rightarrow \infty$ . The linear operator $T$ is both compact and strongly positive. It possesses a simple principal eigenvalue $\lambda =1$ with the corresponding positive eigenfunction $({-}\Phi _2^{\prime},-\Psi _2^{\prime})$ . Here, we introduce another weighted functional space
to remove eigenfunction $({-}\Phi _2^{\prime},-\Psi _2^{\prime})$ from $B_0$ . Similar to Step 3 of Theorem3.3, by applying the abstract implicit function theorem in $\mathcal{H}_1\times B_0$ , we conclude that there exists $\delta _1$ such that a solution $(W_1,W_2)$ of the system (3.30) exists for any $\delta \in [0, \delta _1)$ when $r\in (0,1)$ . Consequently, there exists a solution $(\Phi _\delta (z), \Psi _\delta (z))$ of (1.5)-(1.6) with $c=c_\delta$ when $r\in (0,1)$ .
The sufficiency result follows from Theorem3.2.
The result above relies on an assumption about the wave solution, which is generally unknown. To overcome this difficulty, we will provide a theorem that offers a convenient approach for the nonlinear or linear selection of the minimal wave speed in system (1.5)-(1.6).
Theorem 3.5. (Linear, nonlinear selection and estimate of $c_{\min }$ ) Assume that H2 and (K1) hold.
(i) For $c_1\gt c_0$ , if there exists a nonnegative and monotonic lower solution $(\underline{\Phi },\underline{\Psi })(z)$ of system (1.5)-(1.6) such that $\underline{\Phi }(z)\sim \underline{A} e^{-\mu _2 z}$ as $z\rightarrow \infty$ with $\underline{A}\gt 0$ , and $\limsup _{z\rightarrow -\infty }\underline{\Phi }(z)\lt 1$ , then no travelling wave solution exists for $c\in [c_0, c_1)$ and there exists $c_{\min }\gt c_1$ .
(ii) For $r\in (0,1)$ and $c=c_0+\varepsilon$ where $\varepsilon$ is any small positive number, if there exists a nonnegative and monotonic upper solution $(\overline{\Phi },\overline{\Psi })(z)$ of system (1.5)-(1.6) such that $\overline{\Phi }(z)\sim \overline{A} e^{-\mu _1(c) z}$ as $z\rightarrow \infty$ with $\overline{A}\gt 0$ , and $\limsup _{z\rightarrow -\infty }\overline{\Phi }(z)\ge 1$ , then we have $c_{\min }=c_0$ .
Proof. (i) On the contrary, we assume that for $c\in (c_0, c_1)$ , there exists a monotone travelling wave solution $(\Phi, \Psi )(\nu\ {\cdot}\ x-ct)$ of the system (1.2) with the initial conditions
Note that $\underline{\Phi }(\nu\ {\cdot}\ x)\le \Phi (\nu\ {\cdot}\ x)$ for $x\in \mathbb{R}^n$ by shifting if necessary. According to $\Psi$ -equation of (1.5), we have $(\underline{\Phi },\underline{\Psi })(\nu\ {\cdot}\ x)\le (\Phi, \Psi )(\nu\ {\cdot}\ x)$ for $x\in \mathbb{R}^n$ . By the comparison theorem, we obtain
Fix $z^*=\nu {\cdot}x-c_1t$ such that $\underline{\Phi }(z^*)\gt 0$ . Since
it follows that $\underline{\Phi }(z^*)\le 0$ , which leads to a contradiction.
For part (ii), Lemma 3.1 provides a lower solution. Our result follows by the standard upper-lower solution technique. Hence, the proof is complete.
The following theorem shows that the minimal speed $c_{\min }$ has a monotonic relationship with the parameter $b$ . It also presents a necessary and sufficient criterion to distinguish between linear and nonlinear selection based on the value of parameter $b$ . Specifically, we can show that there exists a critical value $b^*$ that determines the transition between linear and nonlinear selection.
Theorem 3.6. Assume that H2 and (K1) hold. For fixed $r$ , the minimal speed $c_{\min }$ exhibits the following properties with respect to the parameter $b$ :
-
(1) $c_{\min }$ is non-decreasing with respect to $b$ for fixed $r\in (0,1)$ ;
-
(2) If $r\in (0,1)$ , then there exists a finite value $b^*\gt 0$ such that $c_{\min }=c_0$ for $b \in (0, b^*]$ , and $c_{\min }\in (c_0,2]$ for $b\gt b^*$ ; If $r=1$ , then $c_{\min }\gt c_0$ for all positive $b$ .
Proof. Let $r\in (0,1)$ be fixed and $b_2\gt b_1\gt 0$ . According to Theorem3.3, there exists a monotone travelling wave solution $(\Phi _{b_2}, \Psi _{b_2})$ of system (1.5)-(1.6) with speed $c=c_{\min }(b_2)$ for $b=b_2$ . By applying the comparison theorem, it can be shown that $(\Phi _{b_2}, \Psi _{b_2})$ serves as an upper solution of the system for $b=b_1$ . A lower solution is defined as Lemma 3.1. Utilising the upper-lower solution method, it follows that monotone travelling wave solutions of the system exist for $b=b_1$ when $c=c_{\min }(b_2)$ . Consequently, we obtain $c_{\min }(b_1)\le c_{\min }(b_2)$ . Therefore, the minimal speed $c_{\min }$ demonstrates a non-decreasing behaviour with respect to $b$ .
Now we prove that there is a finite value of $b$ so that transition of the speed selection is realised for the fixed $r\in (0,1)$ . Lemma 2.1 $b)$ implies $\Psi (z)\rightarrow 0$ as $b\rightarrow 0$ . Then $\Phi$ -equation of (1.5) becomes the Fisher–KPP equation as $b\rightarrow 0$ . Therefore, $c_{\min }=2\sqrt{1-r}=c_0$ (see [Reference Kolmogoroff, Petrovsky and Piscounoff17]). Similarly, Lemma 2.1 $b)$ leads us to derive $c_{\min }=2\gt c_0$ as $b\rightarrow \infty$ . Consequently, due to the non-decreasing property of $c_{\min }$ with respect to $b$ , there exists a finite $b^*$ such that $c_{\min } = c_0$ for $b \in (0, b^*]$ , and $c_{\min } \in (c_0, 2]$ for $b \gt b^*$ . If $r=1$ , then $c_0=0$ . We know the wave speed $c_{\min }$ of system (1.5)-(1.6) is positive. It follows that $c_{\min }$ is always bigger than $c_0$ . Therefore, the proof is complete.
Next, we shall provide some estimates about $b^*$ based on the upper-lower solution method.
Theorem 3.7. Assume that $r\in (0,1)$ and (K1) hold. If parameters $b$ and $r$ satisfy
where
then $c_{\min }=c_0$ .
Proof. We can use part (ii) of Theorem3.5. For illustration, We will alternatively use the upper-lower solution method to prove it. Define a pair of continuous function $(\bar{\Phi }_1, \bar{\Psi }_1)(z)$ as
where $z_4=\frac{1}{\mu _1}\ln \frac{2(1-r)}{r}$ . Let $c=c_0+\varepsilon _3$ , where $ \varepsilon _3$ is sufficiently small. It follows that $\mu _1\sim \bar{\mu }=\sqrt{1-r}$ . We shall prove $(\bar{\Phi }_1, \bar{\Psi }_1)(z)$ is an upper solution of (1.5)-(1.6) under condition (3.32). Substituting $(\bar{\Phi }_1, \bar{\Psi }_1)(z)$ into (1.5) gives
by (3.31), and
Note that
where
Then $-2\mu _1^2+J \le 0$ by (3.31). Therefore, $(\bar{\Phi }_1, \bar{\Psi }_1)(z)$ is an upper solution of (1.5)-(1.6). By Theorem3.5, we know $c_{\min }=c_0$ when (3.31) holds. The proof is complete.
Theorem 3.8. Assume that H2 and (K1) hold. If $b$ and $r$ satisfy
where
then $c_{\min }\gt c_0$ .
Proof. We shall use Theorem3.5 to prove this theorem. The key point is to find a suitable lower solution satisfying all conditions in Theorem3.5. Define a pair of continuous function $(\underline{\Phi }_1, \underline{\Psi }_1)(z)$ as
where $0\lt k_1\lt 1$ . We need to prove $(\underline{\Phi }_1, \underline{\Psi }_1)(z)$ is the lower solution of system (1.5)-(1.6). According to (3.34), $k_1$ can be chosen such that
We have
and
by using (3.35) and $\mu _2\sim \sqrt{1-r}$ for $c=c_0+\varepsilon _3$ , where $\varepsilon _3\gt 0$ is small. Thus, $(\underline{\Phi }_1, \underline{\Psi }_1)(z)$ is a lower solution of (1.5)-(1.6). It follows that $c_{\min }\gt c_0$ by Theorem3.5. Thus, the proof is complete.
Hasík et al. [Reference Hasík, Kopfová, Nábělková, Trofymchuk and Trofimchuk12] also derived a linear speed selection condition
where
Here, the condition (3.36) can be regards as an estimate for $b^*$ .
3.3. The decay behaviour of the travelling wave with the minimal speed
In this subsection, we shall analyse how the travelling wave with the minimal speed decays in different parameter $b$ and $r$ , respectively. The subsequent theorem provides information on the rate at which the travelling wave with the minimal speed decays, with respect to the parameter $b$ . Our aim is to demonstrate that as $b$ approaches $b^*$ from below, the decay rate of the travelling wave with the minimal speed transitions from $ze^{-\mu _1(c_0) z}$ to $e^{-\mu _1(c_0) z}$ . In previous work by Wu et al. [Reference Wu, Xiao and Zhou41, Theorems 1.2 and 1.5], a similar outcome was established for scalar reaction-diffusion equations and two-species Lotka–Volterra competition systems. However, their approach involved constructing an intricate upper solution, which poses challenges to its applicability to our non-local model. Here, we have developed a novel technique to prove this decay behaviour for this Belousov–Zhabotinsky system with spatiotemporal interaction.
Theorem 3.9. Assume that H2 and (K1) hold. Let $b^*$ be the turning point for the minimal speed selection for fixed $r$ , specifically $c_{\min }=c_0$ for $b \in (0, b^*]$ , and $c_{\min }\in (c_0,2]$ for $b\gt b^*$ . The behaviour of the minimal-speed travelling wave solution $(\Phi (z), \Psi (z))$ of system (1.5)-(1.6) can be described as follows:
-
(1) if $b\in (0, b^*)$ , then $\Phi (z)\sim Aze^{-\mu _1(c_0) z}$ as $z\rightarrow \infty$ , where $A\gt 0$ ;
-
(2) if $b=b^*$ , then $\Phi (z)\sim Be^{-\mu _1(c_0) z}$ as $z\rightarrow \infty$ , where $B\gt 0$ ;
-
(3) if $b\gt b^*$ , then $\Phi (z)\sim Be^{-\mu _2(c_{\min }) z}$ as $z\rightarrow \infty$ , where $B\gt 0$ .
Proof. Note that $c_{\min }\gt c_0=0$ for all $b\gt 0$ when $r=1$ . It follows from Theorem3.4 that when $r=1$ , the result (3) holds for $b\gt 0$ . Thus, we only consider $r\in (0,1)$ . For $b \in (0, b^*]$ , Theorem3.6 implies $c_{\min }=c_0$ . Then we have
where $A\gt 0$ , or $B\gt 0$ if $A=0$ , see [Reference Aronson and Weinberger4]. To establish result (2), we utilise a method similar to that employed in Theorem3.4. Denote the minimal-speed travelling wave solution $(\Phi (z),\Psi (z))$ by $(\Phi ^*(z), \Psi ^*(z))$ for $b=b^*$ . Then $(\Phi ^*(z), \Psi ^*(z))$ satisfies
To the contrary, we assume that $\Phi ^*(z)\sim Aze^{-\mu _1(c_0) z}$ as $z\rightarrow \infty$ with $A\gt 0$ . Consider $b_\varepsilon =b^*+\varepsilon$ , where $\varepsilon$ is sufficiently small to be determined. Let
where $W_3, W_4 \in B_0=\{u\in C({-}\infty, \infty ), u(\pm \infty )=0\}$ . Our goal is to show the existence of $W_3$ and $W_4$ such that $(\Phi _\varepsilon (z), \Psi _\varepsilon (z))$ satisfies (1.5) with $b = b_\varepsilon$ and $c = c_0$ . If we can demonstrate this, it would contradict the definition of $b^*$ and therefore establish result (2). Suppose that $(\Phi _\varepsilon (z), \Psi _\varepsilon (z))$ is a solution of (1.5) with $b=b_\varepsilon$ and $c=c_0$ . It implies
By (3.38) and (3.39), $W_3$ and $W_4$ satisfy
where
Therefore, for $c=c_0$ , we have
where $T_{1,c_0}$ and $T_{2,c_0}$ are defined in (3.28). Define
Clearly, $T_{2,c_0}(R_{1,\varepsilon })=O(\varepsilon )$ and $T_{2,c_0}(R_{2,\varepsilon })=O(\varepsilon \bar{W})$ . The linear operator $\bar{T}$ is both compact and strongly positive, and it possesses a simple principal eigenvalue $\lambda =1$ associated with the positive eigenfunction $({-}\Phi ^{*^{\prime}},-\Psi ^{*^{\prime}})$ . To eliminate this eigenfunction from $B_0$ , we introduce a weighted functional space defined as
Since $({-}\Phi ^{*^{\prime}},-\Psi ^{*^{\prime}})$ does not belong to the space $\mathcal{H}_2\times B_0$ , it follows that $\bar{T}$ does not possess the eigenvalue $\lambda =1$ for $(W_3,W_4)$ in $\mathcal{H}_2\times B_0$ . In other words, $I-\bar{T}$ (where $I$ denotes the identity operator) has a bounded inverse in $\mathcal{H}_2\times B_0$ . Consequently, there exists a solution $(W_3,W_4)$ to (3.41) for any $\varepsilon \in [0, \varepsilon _0)$ , where $\varepsilon _0$ is a small positive number. This implies that there exists a $\varepsilon _0$ such that the solution $(\Phi _\varepsilon, \Psi _\varepsilon )$ to (1.5)-(1.6) exists with $c=c_0$ for $b=b_\varepsilon =b^*+\varepsilon \lt b^*+\varepsilon _0$ . However, this contradicts the conclusion in Theorem3.6. Thus, result (2) holds true.
We can establish result (1) using a similar approach as presented in [Reference Wu, Xiao and Zhou41, Theorem 1.2]. Suppose there exists $b\in (0, b^*)$ such that the minimal-speed travelling wave solution satisfies
Then by asymptotic analysis, we have
By result (2), for $b=b^*$ , the minimal-speed travelling wave $(\Phi _{b^*}, \Psi _{b^*})$ satisfies
As $z\rightarrow -\infty$ , we obtain
Consequently, there exists an $L\gt 0$ such that $\Phi _{b^*}(z-L)\gt \Phi _b(z)$ and $\Psi _{b^*}(z-L)\gt \Psi _b(z)$ for all $z\in \mathbb{R}$ . Define
Suppose there exists $z_1\in \mathbb{R}$ such that $\Phi _{b^*}(z_1-L^*)=\Phi _b(z_1)$ . By the strong maximum principle, it follows that $\Phi _{b^*}(z-L^*)=\Phi _b(z)$ for all $z\in \mathbb{R}$ . However, this contradicts the fact that $(\Phi _{b^*}(z-L^*), \Psi _{b^*}(z-L^*) )$ and $(\Phi _b(z),\Psi _b(z))$ satisfy different equations. Thus, $\Phi _{b^*}(z-L^*)\gt \Phi _b(z)$ for all $z\in \mathbb{R}$ . Similarly, we can prove $\Psi _{b^*}(z-L^*)\gt \Psi _b(z)$ for all $z\in \mathbb{R}$ .
Based on the above argument, we claim that
Assuming $\lim \limits _{z\rightarrow \infty } \frac{\Phi _{b^*}(z-L^*)}{\Phi _b(z)}\gt 1$ , then by the second equation in (1.5), we can deduce that $\lim \limits _{z\rightarrow \infty } \frac{\Psi _{b^*}(z-L^*)}{\Psi _b(z)}\gt 1$ . Therefore, there exists a sufficiently small $\varepsilon _1\gt 0$ such that $\Phi _{b^*}(z-(L^*-\varepsilon _1))\ge \Phi _b(z)$ and $\Psi _{b^*}(z-(L^*-\varepsilon _1))\ge \Psi _b(z)$ for $z\in \mathbb{R}$ . However, this contradicts the definition of $L^*$ . Hence, the claim (3.44) holds.
With the established claim, we have $Be^{\mu _1(c_0)L^*}=B_1$ . Let $\hat{W}(z)=\Phi _{b^*}(z-L^*)-\Phi _b(z)$ . Then $\hat{W}(z)$ satisfies
where
Note that
where $D\ge 0$ , or $E\gt 0$ if $D=0$ . By (3.42), (3.43), and $Be^{\mu _1(c_0)L^*}=B_1$ , we know $E=0$ and $D=0$ . This leads to a contradiction. Thus, result (1) holds.
Result (3) can be obtained by combining Theorems3.4 and 3.6. Therefore, the proof is complete.
Similarly, we can consider the decay details of the minimal-speed wave solution based on different $r$ . To this end, we first offer a necessary and sufficient condition based on $r$ when $b$ is fixed.
Theorem 3.10. Assume that H2 and (K1) hold. For fixed $b$ , there exists a unique turning point $r^*\in (0,1)$ for the minimal speed selection, that is, $c_{\min }=c_0$ for $r \in (0, r^*]$ , and $c_{\min }\in (c_0, 2]$ for $r\in (r^*, 1]$ .
Proof. Since $\Phi$ -equation in system (1.5) becomes the Fisher–Kpp equation when $r=0$ . That means $c_{\min }=c_0=2$ , which can be seen in [Reference Kolmogoroff, Petrovsky and Piscounoff17]. Since $c_{\min }$ is non-increasing in $r$ by Theorem3.3, we have $c_{\min }\in [c_0,2]$ when $r\in (0,1]$ . When $r=1$ , we know $c_{\min }\gt c_0$ by Theorem3.8. Therefore, there exists at least one turning point $r^*$ at which speed selection changes from linearly selected to nonlinearly selected. We shall prove the uniqueness of the turning point $r^*$ by contradiction. Let $r_1^*, r_2^*\in (0,1)$ be two turning points for speed selection.
For $r\in [0,1)$ , we shall rewrite system (1.2) by the scaling
Let $(\phi, \psi )=(\Phi, \Psi )(\nu\ {\cdot}\ x-ct)$ , where $||\nu ||=1$ . Then we have the following wavefront system
with the boundary condition (1.6), where
Linearising (3.46) at $e_0$ , we can get the characteristic equation $\mu ^2-c\mu +1=0$ , which yields two roots
Here, the linear speed $\bar{c}_0=2$ .
Let $(r_1^*, \Phi _1, \Psi _1)$ and $(r_2^*, \Phi _2, \Psi _2)$ be two solutions of (3.46)-(1.6). According to a similar argument in the proof of Theorem3.9 (2), we know
By asymptotic analysis, we have
As $z\rightarrow -\infty$ , we obtain
Consequently, there exists an $L\gt 0$ such that $\Phi _{b^*}(z-L)\gt \Phi _b(z)$ and $\Psi _{b^*}(z-L)\gt \Psi _b(z)$ for all $z\in \mathbb{R}$ . Define
By a similar analysis in the proof of Theorem3.9 (1), we will derive a contradiction. Therefore, there exists a unique turning point $r^*$ for speed selection. Hence, the proof is complete.
Based on the above Theorem3.10, we give the decay details of the minimal-speed wave solution of (3.46)-(1.6) based on different $r$ . Since the proof of this assertion is identical to the proof of Theorem3.9, we omit it here.
Theorem 3.11. Assume that H2 and (K1) hold. For fixed $b$ , we let $r^*\lt 1$ be the turning point for speed selection of (3.46)-(1.6), that is, $c_{\min }=\bar{c}_0$ for $r \in (0, r^*]$ , and $c_{\min }\gt \bar{c}_0$ for $r\in (r^*, 1)$ . The minimal-speed travelling wave solution $(\Phi (z), \Psi (z))$ of system (3.46)-(1.6) satisfies:
-
(1) if $r\in (0, r^*)$ , then $\Phi (z)\sim Aze^{-\mu _3(\bar{c}_0) z}$ as $z\rightarrow \infty$ , where $A\gt 0$ ;
-
(2) if $r=r^*$ , then $\Phi (z)\sim Be^{-\mu _3(\bar{c}_0) z}$ as $z\rightarrow \infty$ , where $B\gt 0$ ;
-
(3) if $r\in (r^*, 1)$ , then $\Phi (z)\sim Be^{-\mu _4(c_{\min }) z}$ as $z\rightarrow \infty$ , where $B\gt 0$ .
4. Numerical analysis
In this section, we will use MATLAB software to simulate our model (1.2) under cases H1-H2 and provide several examples to demonstrate our numerical findings. We consider system (1.2) in $x\in \mathbb{R}$ and choose the kernel function as
Clearly, conditions (K1) and (K2) hold. We construct the initial conditions of (1.2) as
to calculate the numerical speeds. Although they are not semi-compact supported, the exponentiate decay rate is not smaller than $\sqrt{1-r}$ when $z\rightarrow \infty$ so that the solution still evolves to the wave with minimal speed (see [Reference Hamel and Nadin11, Reference Uchiyama38]). Here we take $\theta \in [{-}10,0]$ in the initial data since the integral $\int _{10}^{\infty }\int _{\mathbb{R}}K(s,y)\psi (t-s,x-y)dyds\lt e^{-10}\simeq 4.5\times 10^{-5}$ is very small in the reaction term of system (1.2) when the delay $s\gt 10$ .
Example 4.1. Let $b=1$ and $ r=1.2$ . The kernel function and the initial data are defined in (4.1) and (4.2), respectively.
Since $r=1.2\gt 1$ , this example corresponds to the bistable case H1. The evolution of $\phi$ and $\psi$ is depicted in Figure 1. In the case H1, both $e_{\beta }$ and $e_0$ are stable. As illustrated in Figure 1, the solution progresses towards the right (i.e. $c\gt 0$ ), indicating that bromide ion within the system persists as time $t$ is large.
Example 4.2. Let $b=5$ and $r=0.5$ . The kernel function and the initial data are defined in (4.1) and (4.2), respectively.
In this case, we have $r=0.5\lt 1$ , and then H2 holds. The detailed simulations are presented in Figure 2. These figures clearly demonstrate that the solution propagates to the right, stablising to a constant speed, consistent with the findings when $e_{\beta }$ is stable and $e_0$ is unstable under H2. To calculate the numerical speeds, we utilise the level sets depicted in Figure 3. For the computation of the numerical moving speed $c_{\phi }^*$ of $\phi (t,x)$ , we locate the level set $x(t)$ such that $\phi (t,x(t))=0.5$ for different values of $t$ . Similarly, we determine $x(t)$ such that $\psi (t,x(t))=0.5$ to compute the numerical moving speed $c_{\psi }^*$ of $\psi (t,x)$ . By calculating the difference in $x$ coordinates in the level set and dividing it by the corresponding time difference at each snapshot time, we can obtain the numerical speed. Taking snapshots of $\phi$ and $\psi$ at $t=40,41,42,\ldots 50$ (shown in Figure 3), we can derive the moving speeds at different times. Once the speed difference among them becomes less than $5\times 10^{-3}$ , we stop the computation and consider their values as the final result. Through this computation, we find that $c_{\phi }^*=1.4140$ and $c_{\psi }^*=1.4143$ . Note that the linear speed $c_0=2\sqrt{1-r}=1.4142$ . Therefore, we conclude that $c_{\phi }^*\simeq c_{\psi }^*\simeq c_0$ .
Theorem3.6 shows that the minimal speed $c_{\min }$ has a monotonic relationship with the parameter $b$ . Additionally, this theorem offers a necessary and sufficient criterion for distinguishing between linear and nonlinear selection based on the value of $b$ . Theorem3.10 illustrates that there exists a unique turning point $r^*$ for speed selection when $b$ is fixed. The numerical simulation presented in Figure 4 aligns with the findings outlined in Theorems3.6 and 3.10.
For the left picture in Figure 4, we set $r=0.5$ . It is observed that the numerical speed $c^*$ increases monotonically with respect to $b$ for a fixed value of $r$ , as shown by the dot-sign (red) curve. The straight (blue) line represents the linear speed, where $c_0=2\sqrt{1-r}\approx 1.4142$ . There exists a turning point $b^*$ at which the two curves coincide ( $c^*=c_0$ ) for $b\le b^*$ , and $c^*\gt c_0$ for $b\gt b^*$ . In our numerical analysis with $r=0.5$ , we find that $b^*\approx 7$ . In the right figure, we let $b=2$ . The solid (blue) curve is the linear speed $c_0=2\sqrt{1-r}$ , and the dot-sign (red) curve is the numerical speed $c^*$ . we can see that there is also a turning point $r^*$ such that $c^*=c_0$ for $r\le r^*$ , and $c^*\gt c_0$ for $r\gt r^*$ . From this figure, we know $r^*\approx 0.7$ .
For the two pictures in Figure 5, if the parameter value is above the curve, the minimal wave speed is nonlinearly selected; otherwise, if the parameter value is below the curve, the minimal wave speed is linearly selected.
5. Conclusion and discussion
In this work, we investigated the existence, uniqueness, speed sign of bistable travelling waves, and the minimal wave speed selection for monostable travelling waves to the Belousov–Zhabotinsky system with spatiotemporal interaction (1.2). As (1.2) exhibits transition dynamics from monostable to bistable for different domains of the system parameter $r$ , we analysed it in two cases, H1(bistable) and H2(monostable). The presence of a non-isolated equilibrium $e_0$ and a non-local delayed reaction term in the system proposes a challenge for directly applying most existing theories to establish the existence of bistable travelling waves. By developing new ideas such as construction of auxiliary parabolic non-local model, we successfully established the existence and uniqueness of travelling waves under bistable cases H1. It is important to note that the ideas and techniques utilised in this work can be extended and applied to various new systems, particularly those with non-isolated equilibrium points and non-local reaction terms, for which most existing theories do not apply.
In the monostable case H2, we focused on the speed selection. We established necessary and sufficient conditions for linear and nonlinear selections, as presented in Theorems3.4, 3.6 and 3.10. The existence of transition points $b^*$ (when $r$ is fixed) and $r^*$ (when $b$ is fixed) for the selection of the minimal speed was also illustrated in Figure 4. Additionally, we found the decay rate of the travelling wave with the minimal speed as $z\rightarrow \infty$ in terms of the parameters $b$ and $r$ , respectively, as shown in Theorems3.9 and 3.11. Moreover, we provided a few explicit estimates for $b^*$ in Theorems3.7 and 3.8.
Finally, we would like to emphasise and compare the novelty of our findings to previous works. We want to point out that our results can be directly generalised to the localised case ( $(\bar{K}* v)(t, x)=v(t, x)$ ) and the local delayed case ( $(\bar{K}* v)(t, x)=v(t-h, x)$ ) by letting $\bar{K}(s,y)=\delta (s)\delta (y)$ and $\bar{K}(s,y)=\delta (s-h)\delta (y)$ , respectively. The existence, uniqueness and speed sign of the bistable travelling wave for the localised case and the local delayed case in the system (1.1) can also be derived by Theorems1.1 and 1.2. For the minimal speed of the system (1.1) with $(\bar{K}* v)(t, x)=v(t, x)$ , Trofimchuk et al. [Reference Trofimchuk, Pinto and Trofimchuk31] gave information of the minimal speed in the monostable case as follows:
We are more concentrated on the speed selection by providing general methods, and our results (Theorems3.4-3.10) can be directly applied to this case when $\bar{K}(s,y)=\delta (s)\delta (y)$ by construction of various upper or lower solutions. In particular, by letting $\bar{K}(s,y)=\delta (s)\delta (y)$ , the linear selection condition
in Theorem3.7 is better than $ rb+r\le 1$ in (5.1) when $r\le \frac{1}{2}$ , and we also have the nonlinear selection condition $b\gt \frac{3(1-r)}{2r-1}\ge 0$ which are completely new. Similarly, when $\bar{K}(s,y)=\delta (s-h)\delta (y)$ , we can calculate that the condition (3.31) in Theorem3.7 is better than the linear selection condition
in [Reference Trofimchuk, Pinto and Trofimchuk31] of (1.1) with $(\bar{K}* v)(t, x)=v(t-h, x)$ for some domain of $r$ and $h$ . We should mention that we can provide a series of explicit conditions on speed selections by constructing various upper or lower solutions in Theorem3.5. For instance, readers can also apply nonlinear selection condition (Theorem3.8) and necessary and/or sufficient speed selection conditions (Theorems3.4, 3.6 and 3.10) to the model with $\bar{K}(s,y)=\delta (s-h)\delta (y)$ .
As we mentioned, the exact or explicit value of the minimal wave speed $c_{\min }$ for the system (1.1) with $(\bar{K}* v)(t, x)=v(t, x)$ or $(\bar{K}* v)(t, x)=v(t-h, x)$ cannot be worked out [Reference Trofimchuk, Pinto and Trofimchuk31, Reference Trofimchuk, Pinto and Trofimchuk32] in the case of nonlinear selection. Our results can provide some new estimates for $c_{\min }$ , whether the system (1.1) is in the localised case or in the local delayed case or in the non-local delayed case.
Financial support
The work was supported by the NSERC discovery grant (RGPIN03842-2021).
Competing interests
We declare none.