This paper studied the asymptotic stability of traveling fronts of the Belousov-Zhabotinskii (BZ for short) system. Under the condition that the initial perturbation decays as |x|→∞, we came to the conclusion that the traveling fronts were globally exponentially stable. The main method was the super and sub-solutions combined with a squeezing technique.
Citation: Hong-Tao Niu. Global stability of traveling fronts of a diffusion system with the Belousov-Zhabotinskii reaction[J]. AIMS Mathematics, 2024, 9(9): 25261-25283. doi: 10.3934/math.20241233
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This paper studied the asymptotic stability of traveling fronts of the Belousov-Zhabotinskii (BZ for short) system. Under the condition that the initial perturbation decays as |x|→∞, we came to the conclusion that the traveling fronts were globally exponentially stable. The main method was the super and sub-solutions combined with a squeezing technique.
This paper aims to study the stability of the following diffusion equation with the Belousov-Zhabotinskii (BZ) reaction:
{ut(x,t)=Δu(x,t)+u(x,t)(1−u(x,t)−rv(x,t)),vt(x,t)=Δv(x,t)−bu(x,t)v(x,t), | (1.1) |
where r,b are positive parameters and u,v corresponds to the concentration of bromous acid and bromide ion, respectively. The BZ chemical reaction is a famous oscillation reaction discovered by Belousov. About ten years later, Zaikin and Zhabotinskii observed traveling wave phenomena in such a chemical activity [32], and then Field and his coworkers [4,5] established a model to describe chemical wave in the BZ reaction. Later, based on experimental and numerical results, Murray [21,22] nondimensionalized the model to be system (1.1).
Since the traveling wave solution of (1.1) is found to be an appropriate mathematical tool to describe the chemical wave observed in the BZ reaction, it has attracted a lot of attention, for example, see the recent works [3,6,7,15,26,27,33] and references therein for the study of traveling wave solutions of (1.1).
It is natural to ask whether the aforementioned traveling wave solutions of (1.1) are stable or not, since the stability of traveling waves is also very important (but more difficult) to reaction diffusion equations. There are several methods to prove the stability of traveling wave solutions, among which three methods are frequently-used; see [8,24,31] for the spectral analysis method, see [17,18,19,20] for the weighted energy method, and see [1,25,29] for the squeezing technique combined with the comparison principle.
For scalar equations ut=Δu+f(u),x∈R, t>0, the stability of traveling waves has been well studied; see [8,11,13,23,30,31] and the references therein. For the systems of reaction diffusion equations, Kapitula [10] considered a semi-linear parabolic system. Using semigroup theory, Kapitula proved that the wave fronts are stable in polynomially weighted L∞ spaces, and the convergence speed is given by the detail semigroup estimate. By detail spectral analysis, Sattinger [23] proved that the traveling wave fronts were stable to perturbations in some exponentially weighted L∞ spaces. Kan-on and Fang [9] obtained the asymptotic stability of monotone traveling waves for a competition-diffusion system by using spectral analysis. Kessler and Levine [12] investigated linear stability as well as nonlinear stability of the traveling wave solutions in a piecewise linear Oregonator model arising in the BZ reaction, but they did not estimate the convergence speed of the traveling waves. Lv and Wang [16] studied the asymptotic stability of a cooperative Lotka-Volterra system by the weighted energy method and obtained the time decay rates, which is also valid for the BZ system. However, their results depend mainly on the condition that the initial perturbations are in a weighted H1 space. Recently, Du et al. [2] and Wang et al. [28] also considered the stability of the BZ system with delay, but their stability results are based on the weighted energy method or the weighted spaces.
With all the above in mind, the purpose of this article is to study the asymptotic stability of traveling fronts of system (1.1) by the squeezing technique combined with the comparison principle. Note that in system (1.1), r is a key parameter that decides the characteristic of the BZ system. Precisely, the BZ system is mono-stable if r∈(0,1], while it is bistable if r>1.
In the current paper, we always assume that r>1 and b>0, i.e., we study the bistable case. Let u1(x,t)=u(x,t),u2(x,t)=1−v(x,t), u=(u1,u2) and F(u)=(f1(u),f2(u))=(u1(1−r−u1+ru2),bu1(1−u2)), then system (1.1) can be rewritten as
ut(x,t)=Δu(x,t)+F(u(x,t)), x∈R, t>0. | (1.2) |
We should emphasize that the 'bistable' case here is not standard. Actually, it is easy to see that (0,u2) is a steady state of (1.2) for any u2∈R, which means that (1.2) is degenerate at the equilibrium (0, 0).
It is known from [7,26] that system (1.2) admits a unique (up to translation) positive traveling front (U(ξ), c), U(ξ)=(U1(ξ),U2(ξ)), satisfying U1(ξ)<U2(ξ) and
{U″1(ξ)−cU′1(ξ)+U1(ξ)(1−r−U1(ξ)+rU2(ξ))=0,U″2(ξ)−cU′2(ξ)+bU1(ξ)(1−U2(ξ))=0,0<Ui(ξ)<1,Ui(−∞)=0,Ui(+∞)=1,i=1,2. | (1.3) |
The main result of this paper is stated as follows.
Theorem 1.1. Assume b>0 and r>1. If the initial value u0(x)∈[0,1] satisfies
lim supx→+∞|u0,i(x)−Ui(x)|=0and lim supx→−∞|u0,i(x)−Ui(x)|e−αiλ2x=0, i=1,2, | (1.4) |
where λ2=c, then the solution u(x,t;u0) of (1.2) with u(x,0;u0)=u0(x) satisfies
|ui(x,t;u0)−Ui(x+ct+ξ0)|Uαi2(x+ct+ξ0)≤Ce−kt,x∈R, t>0, i=1,2, | (1.5) |
where 0<α2<α1<1, and C,k>0,ξ0∈R are some constants.
Remark: This result implies that the traveling front U(x+ct) is asymptotically stable under initial perturbations that decay as |x|→∞, but can be possibly large in any finite intervals. The convergence rate is exponential.
To use the comparison argument, we modify system (1.2). Let ˜F(u)=F(u)+G(u), where G(u)=(g1(u),g2(u)) with
g1(u)=ru2max{0,−u1}, g2(u)=b(u1−1)max{0,u2−1}. |
It is easy to check that
˜fi(u)=fi(u), ∂uj˜fi(u)=∂ujfi(u)if 0≤ui≤1, i=1,2 with j≠i, |
and
∂uj˜fi(u)≥0if (u1,u2)∈R2 and j≠i. |
Thus, the comparison principle works for the following Cauchy problem:
{˜vt(x,t)=˜vxx(x,t)+˜F(˜v(x,t)), x∈R,t>0,˜v(x,0)=v0(x), x∈R. | (1.6) |
That is, if we denote the solution of (1.6) by ˜v(x,t;v0), then ˜v(x,t;v10)≤˜v(x,t;v20) if v10(x)≤v20(x). It is also easy to see that [0,1] is the invariant interval for the solution of (1.6), namely, if v0(x)∈[0,1], then ˜v(x,t;v0)∈[0,1]. Thus, for v0(x)∈[0,1], the solution ˜v(x,t;v0) of (1.6) is also the solution of (1.2) with the same initial data, i.e., ˜v(x,z,t;v0)≡v(x,z,t;v0), where v(x,z,t;v0) denotes the solution of (1.2) with initial data v0.
The outline of this paper is as follows. In Section 2, we give some notations and known results. In Section 3, we construct some super and sub-solutions for later use. The final section is devoted to the proof of the main theorem.
First we introduce some notations.
For vectors x,y∈R2, we define their order relationships. We use x<y to mean xi<yi,i=1,2, and x≤y to mean xi≤yi,i=1,2. The interval is [x1,x2]:={x∈R2:x1≤x≤x2}. Particularly, we denote 0=(0,0) and 1=(1,1).
Now, we list the asymptotic behaviors of the wavefront profile U(ξ) at the space infinity; see [26, Lemmas 13 and 14].
U1(ξ+ξ1)=eλ1ξ+O(e(2λ2−σ)ξ), U2(ξ+ξ1)=Aeλ2ξ+O(e(λ1−σ)ξ), ξ→−∞,U′1(ξ)=λ1eλ1ξ+O(e(2λ2−σ)ξ), U′2(ξ)=Aλ2eλ2ξ+O(e(λ1−σ)ξ), ξ→−∞, |
where λ2=c and λ1 is the positive root of the equation x2−cx+1−r=0, and
(U1(ξ+ξ0),U′1(ξ+ξ0))={−Ae˜ζ1ξ(1,˜ζ1)+(1−reζ1ξb−1,−rζ1eζ1ξb−1)+O(e(ζ1−σ)ξ), b≠1,(1−r(ξ+d)eζ1ξc−2ζ1,−r(ξ+d1)ζ1eζ1ξc−2ζ1)+O(e(ζ1−σ)ξ), b=1,(U2(ξ+ξ0),U′2(ξ+ξ0))=(1−eζ1ξ,−ζ1eζ1ξ)+O(e(ζ1−σ)ξ), ξ→+∞, |
where ~ζ1=12(c−√c2+4) and ζ1=12(c−√c2+4b). In the above, A>0, σ>0, ξ0, ξ1, d, and d1 are appropriate constants. Since λ1>λ2, it is easy to see that
limξ→−∞U′2(ξ)U2(ξ)=λ2=c. |
We can find two positive constants L1,L2 such that
L1emax{λ1,2λ2}ξ<U1(ξ),U′1(ξ)<L2emin{λ1,2λ2}ξ,ξ<0. | (2.1) |
L1eλ1ξ<U2(ξ),U′2(ξ)<L2eλ2ξ,ξ<0. | (2.2) |
In the following of this section, we give some notations. Denote fij(u)=∂fi(u)∂uj, and let
DF(u)=(fij(u))2×2=(1−r−2u1+ru2ru1b(1−u2)−bu1). |
We introduce a vector q:=(q1,q2)∈(0,1) and denote its transpose by qT. Notice the fact r>1, then we can find an appropriate q with q1>rq2 such that
DF(1)⋅qT=(−q1+rq2,−bq2)<0. |
Since DF(u) is continuous in u, we can fix a small number ε∈(0,1) such that
DF(u)⋅qT≤12DF(1)⋅qT | (2.3) |
for any u∈[(1−ε)1,(1+ε)1].
Throughout this paper, we always denote
N1:=supx∈R|U′2(x)U2(x)|,N2:=supx∈R|U″2(x)U2(x)|M0:=sup1≤i,j≤2supu∈[−1,2]|fij(u)|, |
and
Π1(x):=x2−cx+1−r,Π2(x):=x2−cx. |
Obviously, Πi(αiλ2)<0 for i=1,2; see Theorem 1.1 for αi.
In this section, we establish the super and sub-solutions as well as some technical lemmas, which will be used in the proof of the main result.
Define the operator ˜L by
˜L[v]:=vt−vxx−˜F(v). |
Lemma 3.1. Let r>1 and b>0. Denote β0:=min{mini=1,2{−14Πi(αiλ2)}N1+1,q1−rq216q1,b8}, then for each fixed β∈(0,β0], there exist a positive number ρ=ρ(β) and a δ=δ(ρ) such that the functions defined by
v±(x,t)=U(x+ct+ξ±ρδ(1−e−βt))±δe−βtUαα(x+ct+ξ±ρδ(1−e−βt)) |
are a super-solution and a sub-solution to (1.6) on t∈[0,∞), respectively, where
Uαα(ξ):=(q1Uα12(ξ),q2Uα22(ξ)). |
Proof. First, we prove that v+ is a super-solution, i.e.,
˜L[v+]i=∂tv+i(x,t)−∂xxv+i(x,t)−˜fi(v+(x,t))≥0,i=1,2. |
Let η+=x+ct+ξ+ρδ(1−e−βt). A direct computation gives that
η+t=c+ρδβe−βt,η+x=1,η+xx=0. |
For any t≥0, we have
˜L[v+]i=U′i(η+)η+t−δβe−βtqiUαi2(η+)+δe−βtαiqiUαi−12(η+)U′2(η+)η+t−U″i(η+)−δe−βtqiUαi2(η+)[αi(αi−1)(U′2(η+)U2(η+))2+αiU″2(η+)U2(η+)]−fi(U(η+))+fi(U(η+))−˜fi(v+(x,t))=ρδβe−βtU′i(η+)+δe−βtqiUαi2(η+)[−β+αi(c+ρδβe−βt)U′2(η+)U2(η+)−αi(αi−1)(U′2(η+)U2(η+))2−αiU″2(η+)U2(η+)]+fi(U(η+))−˜fi(v+(x,t))≥ρδβe−βtU′i(η+)+δe−βtqiUαi2(η+)[−β+αicU′2(η+)U2(η+)−α2i(U′2(η+)U2(η+))2+αi(U′2(η+)U2(η+))2−αiU″2(η+)U2(η+)]+fi(U(η+))−˜fi(v+(x,t)), |
since ρδβe−βtU′i(η+)>0. Then, we consider three cases.
Case 1. η+<−X for X>0 large enough.
By the fact limx→−∞U′2(x)=0, there exists a constant X1>0 such that U2(η+)≤12 for any η+≤−X1, and following this we have
0<v+2(x,t)≤12+12δ<1,∀ η+≤−X1. |
This implies that ˜fi(v+(x,t))=fi(v+(x,t)) for η+≤−X1 and i=1,2.
Moreover, since λ2=limx→−∞U′2(x)U2(x) and λ22=limx→−∞U″2(x)U2(x), we have
−(U′2(x)U2(x))2+U″2(x)U2(x)→0, |
(α1U′2(x)U2(x))2−cα1U′2(x)U2(x)+1−r→Π1(α1λ2)<0, |
and
(α2U′2(x)U2(x))2−cα2U′2(x)U2(x)→Π2(α2λ2)<0 |
as x→−∞. Thus, there exists X2>0 large enough such that
|−(U′2(x)U2(x))2+U″2(x)U2(x)|<−18Πi(αiλ2), | (3.1) |
(α1U′2(x)U2(x))2−cα1U′2(x)U2(x)+1−r<12Π1(α1λ2), | (3.2) |
and
(α2U′2(x)U2(x))2−cα2U′2(x)U2(x)<12Π2(α2λ2) | (3.3) |
for any x<−X2.
For the reaction term, we have
fi(v+(x,t))−fi(U(η+))=(2∑j=1fij(ητi)qjUαj2(η+))δe−βt, |
where ητi:=U(η+)+τiδe−βtUαα(η+) with τi∈(0,1),i=1,2. If i=1,
1q1Uα12(η+)2∑j=1f1j(ητ1)qjUαj2(η+)=f11(ητ1)+r(U1(η+)+τ1δe−βtq1Uα12(η+))q2Uα22(η+)q1Uα12(η+)≤f11(ητ1)+r(1+δ)Uα22(η+)→1−r |
as η+→−∞. If i=2, by the fact that limx→−∞Uα1−α22(x)=0, we have
1q1Uα12(η+)2∑j=1f2j(ητ2)qjUαj2(η+)=f21(ητ2)q1q2Uα1−α22(η+)+f21(ητ2)→0 |
as η+→−∞. It follows that there exists X3>0 large enough such that
1q1Uα12(η+)2∑j=1f1j(ητ1)qjUαj2(η+)−(1−r)≤−18Π1(α1λ2), | (3.4) |
and
1q2Uα22(η+)2∑j=1f2j(ητ2)qjUαj2(η+)≤−18Π2(α2λ2) | (3.5) |
for any η+<−X3. Take X=max{X1,X2,X3}.
Then, for any η+<−X, (3.1)–(3.5) yield that
˜L[v+]i≥δe−βtqiUαi2(η+){−β−αi|−(U′2(η+)U2(η+))2+U″2(η+)U2(η+)|−(αiU′2(η+)U2(η+))2+cαiU′2(η+)U2(η+)}+fi(U(η+))−fi(v+(x,t))≥δe−βtqiUαi2(η+){−β+18Πi(αiλ2)−12Πi(αiλ2)+18Πi(αiλ2)}≥0, |
provided that β≤mini=1,2{−14Πi(αiλ2)}.
Case 2. η+>X′ for X′>0 large enough.
In this case, it is not difficult to see that
˜L[v+]i≥δe−βtqiUαi2(η+)(−β−αiU″2(η+)U2(η+))+fi(U(η+))−˜fi(v+(x,t)). |
Recall the definition of ˜fi. We know
˜fi(v+(x,z))−fi(U(η+))≤(2∑j=1fij(ητi)qjUαj2(η+))δe−βt+bδ2e−2βtUαi2(η+)q1q2, |
where ητi:=U(η+)+τiδe−βtUαα(η+) with τi∈(0,1),i=1,2. Since limx→∞U2(x)=1, there exists X′1>0 large enough such that
0<Uα2−α12(η+)−1≤q1−rq24q1, ∀η+≥X′1. | (3.6) |
Moreover, there exists X′2>0 large enough such that
(1−ε)1<ητi<(1+ε)1 |
for any η+>X′2, provided that δ≤ε. If i=1, it follows from (2.3) that for any η+>X′2, we have
1q1Uα12(η+)2∑j=1f1j(ητ1)qjUαj2(η+)=1q1[f11(ητ1)q1+f12(ητ1)q2]+f12(ητ1)q2q1(1−Uα2−α12(η+))≤−q1+rq22q1+q1−rq24q1=−q1−rq24q1. |
If i=2, it follows (2.3) and (3.6) that for any η+>max{X′1,X′2}, we have
1q2Uα22(η+)2∑j=1f2j(ητ1)qjUαj2(η+)=1q2[f11(ητ1)q1+f12(ητ1)q2]+f21(ητ2)q1q2(Uα1−α22(η+)−1)≤−b2. |
Recalling the asymptotic behaviors of U2, we can choose a positive X′3 large enough such that for any η+>X′3, it holds
|U″2(η+)U2(η+)|≤12min{q1−rq24q1,b2}. |
Take X′=max{X′1,X′2,X′3}. Then, for any η+>X′, we have
˜L[v+]i≥δe−βtqiUαi2(η+){−β−12min{q1−rq24q1,b2}+min{q1−rq24q1,b2}−bδ}≥0, |
provided that
β≤14min{q1−rq24q1,b2},δ≤14bmin{q1−rq24q1,b2}. |
Case 3. −X≤η+≤X′.
Let u∗:=mini=1,2min−X≤x≤X′U′i(x). It is easy to see that
˜fi(v+(x,z))−fi(U(η+))≤(2∑j=1fij(ητi)qjUαj2(η+))δe−βt+bδ2e−2βtUαi2(η+)q1q2≤(2M0+b)δe−βt. |
Then, we have
˜L[v+]i≥δe−βt(ρβU′i(η+)−qiβ−qi|U″2(η+)U2(η+)|)+fi(U(η+))−˜fi(v+(x,t))≥δe−βt(ρβu∗−1−N2−2M0−b)≥0, |
provided that ρ>1+N2+2M0+bβu∗.
Combing the three cases above, we have proved that v+(x,t) is a super-solution. In the following, we prove that v−(x,t) is a sub-solution.
Let η−=x+ct+ξ−ρδ(1−e−βt). Similarly, we have
˜L[v−]i=−ρδβe−βtU′i(η−)+δe−βtqiUαi2(η−)[β−αi(c−ρδβe−βt)U′2(η−)U2(η−)+αi(αi−1)(U′2(η−)U2(η−))2−αiU″2(η−)U2(η−)]+fi(U(η−))−˜fi(v−(x,t)). |
We also divide the whole interval into three parts.
Case 1. η−<−Y for some Y>0 large enough.
Recalling the definition of ˜fi, we have ˜f2(v−(x,t))=f2(v−(x,t)) and
1q1Uα12(η−)(f1(U(η−))−˜f1(v−(x,t)))=1q1Uα12(η−)(2∑j=1f1j(ητ1)qjUαj2(η−)−rv−2(η−)max{0,−v−1(η−)})≤f11(ητ1)+r(U1(η−)+τ1δe−βtq1Uα12(η−))q2Uα22(η−)q1Uα12(η−)+r|v−1(η−)||v−2(η−)|q1Uα12(η−)≤f11(ητ1)+r(1+δq1)Uα22(η−)+r|v−1(η−)||v−2(η−)|q1Uα12(η−)→1−r |
as η−→−∞, since
limx→−∞|v−1(η−)||v−2(η−)|q1Uα12(η−)=0. |
Thus, there exists Y1>0 large enough such that
1q1Uα12(η−)(f1(U(η−))−˜f1(v−(x,t)))−(1−r)≤−18Π1(α1λ2). | (3.7) |
Take Y=max{Y1,X}. It then follows from (3.1)–(3.3), (3.5), and (3.7) that
˜L[v−]i=−ρδβe−βtU′i(η−)+δe−βtqiUαi2(η−){β+ρδβe−βtU′2(η−)U2(η−)+(αiU′2(η−)U2(η−))2−cαiU′2(η−)U2(η−)+αi[−(U′2(η−)U2(η−))2+U″2(η−)U2(η−)]}+fi(U(η−))−˜fi(v−(x,t))≤δe−βtqiUαi2(η−)(β+ρβN1+12Πi(αiλ2)−18Πi(αiλ2)−18Πi(αiλ2))≤0, |
provided that δ<1/ρ and β+βN1≤mini=1,2{−14Πi(αiλ2)}.
Case 2. η−>Y′ for some Y′>0 large enough.
Since limx→∞U′2(x)U2(x)=0,limx→∞U″2(x)U2(x)=0, there exists Y′1>0 large enough such that
U′2(η−)U2(η−)+|U″2(η−)U2(η−)|≤12min{q1−rq22q1,b2}. | (3.8) |
By the definition of v−, there exists a positive Y′1 large enough such that v1(η−)>0 for all η−>Y′1. This implies that ˜f1(v−)=f1(v−). Take Y′=max{Y′1,X′}, and we have
˜L[v−]i≤δe−βtqiUαi2(η−)(β+U′2(η−)U2(η−)+|U″2(η−)U2(η−)|)+fi(U(η−))−fi(v−(x,t))≤δe−βtqiUαi2(η−){β+12min{q1−rq22q1,b2}−min{q1−rq22q1,b2}}≤0, |
provided that β≤14min{q1−rq2q1,b}.
Case 3. Y≤η−≤Y′.
For simplicity, we still define u∗:=mini=1,2min−Y≤x≤Y′U′i(x). It is easy to see that
|g1(v−(x,t))|=|rv−2(x,t)max{0,−v−1(x,t)}|≤rδe−βt. |
Thus, we have
˜L[v−]i≤δe−βt(−ρβU′i(η−)+ρδβe−βtU′2(η−)U2(η−)−αiU″2(η−)U2(η−))+fi(U(η−))−˜fi(v−(x,t))≤δe−βt(−ρβu∗+N1+N2+2M0+r)≤0, |
provided that ρβu∗≥N1+N2+2M0+r. Finally, let
ρ≥max{1β⋅max{1,N1}+N2+2M0+max{b,r}u∗,1}, |
and 0<δ<δ0:=min{q1−rq216bq1,18,ε,1ρ}. The proof is completed.
We introduce an auxiliary lemma below before moving on.
Lemma 3.2. For any pair of super-solution and sub-solution ωω±(x,t)∈[−1,2] with ωω+(x,0)≥ωω−(x,0), there holds ωω+(x,t)≥ωω−(x,t) for t≥0 and x∈R. Furthermore, one has
ω+i(x,t)−ω−i(x,t)≥θ(J,t)∫z+1z(ω+i(y,0)−ω−i(y,0))dy, i=1,2, | (3.9) |
for any x∈R with |x−z|≤J, where θ(J,t)=1√4πtexp{−m0t−(J+1)24t} with m0 as a positive constant.
Proof. The comparison principle for parabolic systems implies ωω+(x,t)≥ωω−(x,t) directly. Let ωω:=ωω+−ωω−. Then, ωω satisfies
∂tωω≥∂xxωω+˜F(ωω+)−˜F(ωω−)≥∂xxωω+D˜F(ητi)⋅ωω, |
where ητi=τiωω++(1−τi)ωω− with τi∈(0,1). In view of ˜fij(ητi)≥0 for i≠j, we have
∂tωi≥∂xxωi+˜fii(ητi)ωi≥∂xxωi−m0ωi, |
where m0:=supu∈[−1,2],i=1,2|fii(u)|. Thus, we obtain
ωi(x,t)≥e−m0t∫R1√4πtexp{−(x−y)24t}ωi(y,0)dy, |
and following this we get (3.9).
Lemma 3.3. Assume r>1 and b>0. Let ˜v(x,t)∈[0,1] be a solution of (1.6). If ˜v(x,t) satisfies
U(x+cT+ξ)−δUα(x+cT+ξ)≤˜v(x,T)≤U(x+cT+ξ+h)+δUα(x+cT+ξ+h) |
for some T≥0, where ξ∈R,h>0 are some constants, then for any t≥T+1, there exists a positive number ϵ∗ such that
U(x+ct+ˆξ(t))−ˆδ(t)Uα(x+ct+ˆξ(t))≤˜v(x,t)≤U(x+ct+ˆξ(t)+ˆh(t))+ˆδ(t)Uα(x+ct+ˆξ(t)+ˆh(t)), |
where ˆξ(t),ˆδ(t), and ˆh(t) satisfy
ξ−ρδ+ϵ∗min{1,h}≤ˆξ(t)≤ξ+2ρϵ∗min{1,h}, |
ˆδ(t)=(ϵ∗min{1,h}+δe−β)e−β[t−(T+1)], |
and
0<ˆh(t)≤h+2ρδ−ρϵ∗min{1,h}. |
Here, δ and ρ are defined as in Lemma 3.1.
Proof. Obviously, v(x,t)=˜v(x,t+T) is also a solution to (1.6) with v(x,0)=˜v(x,T). It then follows from Lemma 3.1 and the comparison principle that
U(x+c(T+t)+ξ−ρδ(1−e−βt))−δe−βtUα(x+c(T+t)+ξ−ρδ(1−e−βt))≤˜v(x,t+T)≤U(x+c(T+t)+ξ+h+ρδ(1−e−βt))+δe−βtUα(x+c(T+t)+ξ+h+ρδ(1−e−βt)) |
for all x∈R, t≥0.
Let ϵ1=12mini=1,2{U′i(η):|η−cT−ξ|≤2}>0 and ˉh=min{1,h}. By the mean value theorem, we obtain
∫10(Ui(y+cT+ξ+ˉh)−Ui(y+cT+ξ))dy≥2ϵ1ˉh. |
Then, at least one of the following is true:
(i)∫10(˜vi(y,T)−Ui(y+cT+ξ))dy≥ϵ1ˉh,(ii)∫10(Ui(y+cT+ξ+h)−˜vi(y,T))dy≥ϵ1ˉh. |
We consider case (ⅰ) only, and the case (ⅱ) is similar. Since αi<1, we have
limx→−∞U′i(x)Uαii(x)=0, i=1,2. |
Thus, there exists a M3>0 such that
U′i(x)Uαii(x)≤12ρ,for |x|≥M3, i=1,2. | (3.10) |
Let J1=M3+c+2,z0=−cT−ξ and J2=J1+c+3. Now, we divide R into two intervals:
Ω1={x∈R||x−z0|≤J1}andΩ2=R∖Ω1. |
If x∈Ω1, letting t=1 and ˉθ=θ(J1+|z0|,1), then by (3.9) we have
˜vi(x,T+1)≥Ui(x+c(T+1)+ξ−ρδ(1−e−β))−δe−βUαi2(x+c(T+1)+ξ−ρδ(1−e−β))+ˉθ∫10(˜vi(y,T)−Ui(y+cT+ξ))dy≥Ui(x−z0+c−ρδ(1−e−β))−δe−βUαi2(x−z0+c−ρδ(1−e−β))+ˉθϵ1ˉh. |
Moreover, we have
Ui(x−z0+c+2ρϵ∗ˉh−ρδ(1−e−β))−Ui(x−z0+c−ρδ(1−e−β))=2ρϵ∗ˉhU′i(η1)≤ˉθϵ1ˉh, |
where η1=x−z0+c−ρδ(1−e−β)+θi⋅2ρϵ∗ˉh with θi∈(0,1) and
ϵ∗<min{12ρ,mini=1,2min|η|≤J2ˉθϵ12ρU′i(η)}. |
Clearly, |η1|≤|x−z0|+c+ρδ(1−e−β)+2ϵ∗ˉh≤J2, and, thus,
˜vi(x,T+1)≥Ui(x−z0+c+2ρϵ∗ˉh−ρδ(1−e−β))−δe−βUαi2(x−z0+c+2ρϵ∗ˉh−ρδ(1−e−β)). |
On the other hand, it is obvious that
|η1|≥|x−z0|−(c+ρδ(1−e−β)+2ϵ∗ˉh)≥J1−(c+ρδ(1−e−β)+2ϵ∗ˉh)≥M3. |
Thus, by (3.10) we have
Ui(x−z0+c−ρδ(1−e−β))−Ui(x−z0+c+2ρϵ∗ˉh−ρδ(1−e−β))=−2ρϵ∗ˉh⋅U′i(η1)≥−Uαii(η1)ϵ∗ˉh≥−Uαi2(η1)ϵ∗ˉh. |
Then, for x∈Ω2, we have
˜vi(x,T+1)≥Ui(x−z0+c+2ρϵ∗ˉh−ρδ(1−e−β))−Uαi2(η1)ϵ∗ˉh−δe−βUαi2(x−z0+c+2ρϵ∗ˉh−ρδ(1−e−β))≥Ui(x−z0+c+2ρϵ∗ˉh−ρδ(1−e−β))−(ϵ∗ˉh+δe−β)Uαi2(x−z0+c+2ρϵ∗ˉh−ρδ(1−e−β)). |
Combining the above two cases, we know that
˜vi(x,T+1)≥Ui(x−z0+c+2ρϵ∗ˉh−ρδ(1−e−β))−(ϵ∗ˉh+δe−β)Uαi2(x−z0+c+2ρϵ∗ˉh−ρδ(1−e−β)) |
holds for all x∈R and i=1,2. Denote η2=2ρϵ∗ˉh−ρδ(1−e−β). Then, the comparison principle implies that
˜vi(x,t)≥Ui(x+ct+ξ+η2−ρ(ϵ∗ˉh+δe−β)(1−e−β[t−(T+1)]))−(ϵ∗ˉh+δe−β)e−β[t−(T+1)]Uαi2(x+ct+ξ+η2−ρ(ϵ∗ˉh+δe−β)(1−e−β[t−(T+1)]))=Ui(x+ct+ˆξ(t))−ˆδ(t)Uαi2(x+ct+ˆξ(t)) |
for all t≥T+1, where
ˆξ(t)=ξ+2ρϵ∗ˉh−ρδ(1−e−β)−ρ(ϵ∗ˉh+δe−β)(1−e−β[t−(T+1)]), |
and
ˆδ(t)=(ϵ∗ˉh+δe−β)e−β[t−(T+1)]. |
A direct computation gives that
ξ+ρϵ∗ˉh−ρδ≤ˆξ(t)≤ξ+2ρϵ∗ˉh, ∀t≥T+1. |
Similarly, for any t≥T+1, we have
˜vi(x,t)≤Ui(x+ct+ξ+h+ρδ(1−e−β(t−T)))+δe−β(t−T)Uαi2(x+ct+ξ+h+ρδ(1−e−β(t−T))≤Ui(x+ct+ˆξ(t)+ˆh(t))+ˆδ(t)Uαi2(x+ct+ˆξ(t)+ˆh(t)), |
where
ˆh(t)=h+2ρδ(1−e−β(t−T))−ρϵ∗ˉh−ρϵ∗ˉhe−β[t−(T+1)]. |
It is easy to verify that
0<h−2ρϵ∗ˉh+2ρδ(1−e−β)≤ˆh(t)≤h−ρϵ∗ˉh+2ρδ. |
The proof is completed.
We prove the main result in this section.
Lemma 4.1. Let u0(x)∈C(R,[0,1]) satisfy (1.4). Then, for some constants z0,z1,z2, the solution ˜v(x,t;u0) of (1.6) satisfies
Ui(x+ct−z1)−qi(x,t)≤˜vi(x,t;u0)≤Ui(x+ct−z2)+qi(x,t) | (4.1) |
for all x∈R, t>0, where qi(x,t)=q0,ie−ϵtmin{eαiλ2(x+ct−z0),1} with q0,i=q0qi,i=1,2, and
0<ϵ≤12min{q1−rq22q1,b2}, 0<q0≤min{12bmin{q1−rq22q1,b2},εq2}. |
Proof. Let z=x+ct, and define
ω±i(x,t):=Ui(z±η(t))±q±i(x,t),i=1,2, |
where q±i(x,t)=q0,ie−ϵtmin{eαiλ2(z−z0±η(0)),1},ϵ>0 will be chosen later, and η(t) is bounded and to be chosen so that η′(t)>0. To prove (4.1), we need only to prove that ωω±(x,t)=(ω±1(x,t),ω±2(x,t)) are a pair of super and sub-solutions by the comparison principle. Precisely, we need to prove that
˜L[ωω±]=ωω±t−ωω±xx−˜F(ωω±)≥(≤)0. |
We give the proof for ωω+(x,t) first. A direct calculation gives that
˜L[ωω+]i=(η′(t)+c)U′i(z+η(t))+∂tq+i(x,t)−U″i(z+η(t))−∂xxq+i(x,t)−˜fi(ωω+(x,t))=η′(t)U′i(z+η(t))+∂tq+i(x,t)−∂xxq+i(x,t)+fi(U(z+η(t)))−˜fi(ωω+(x,t)), |
and
∂tq+i(x,t)−∂xxq+i(x,t)={−ϵq+i(x,t)+[−(αiλ)2+c(αiλ)]q+i(x,t),if z<z0−η(0),−ϵq+i(x,t), if z≥z0−η(0). |
Take δ∈(0,ε] small enough, and consider three cases.
Case 1. Ui(z+η(t))∈[δ,1−δ],i=1,2.
Define Cδ:=mini=1,2minUi(x)∈[δ,1−δ]U′i(x). Then, we have
˜L[ωω+]i=η′(t)U′i(z+η(t))−ϵq+i(x,t)+[−(αiλ)2+c(αiλ)]q+i(x,t)+fi(U(z+η(t)))−˜fi(ωω+(x,t))≥η′(t)Cδ−ϵq0,ie−ϵt−M0(q0,1+q0,2)e−ϵt−bq0,1q0,2e−2ϵt≥0, |
provided that η′(t)Cδ≥(ϵ+2M0+max{b,r})e−ϵt.
Case 2. Ui(z+η(t))≥1−δ.
By the monotonicity of Ui(⋅), we know z+η(t)≥U−1i(1−δ). It follows that there exists a constant z0 such that z≥z0−η(0). Thus, we have
˜L[ωω+]i=η′(t)U′i(z+η(t))−ϵq+i(x,t)+fi(U(z+η(t)))−˜fi(ωω+(x,t))≥η′(t)U′i(z+η(t))−ϵq+i(x,t)−2∑j=1fij(U(z+η(t))+τiq+(x,t))q+j(x,t)−bq+1(x,t)q+2(x,t). |
It is obvious that
1−ε≤Ui(z+η(t))+τiq+i(x,t)≤1+ε. |
Recalling (2.3), we have
˜L[ωω+]i≥−ϵq+i(x,t)+q0e−ϵtmin{q1−rq22,bq22}−bq20q1q2e−2ϵt≥0, |
provided that ϵ≤12min{q1−rq22q1,b2} and q0≤12bmin{q1−rq22q1,b2}.
Case 3. Ui(z+η(t))<δ.
Obviously, z≤z0−η(0) in this case for the same z0 defined in Case 2. Then, we have
˜L[ωω+]i≥−ϵq+i(x,t)+[−(αiλ)2+c(αiλ)]q+i(x,t)−2∑j=1fij(U(z+η(t))+τiq+(x,t))q+j(x,t). |
Recalling (2.1), we have
f12(U(z+η(t))+τiq+(x,t))q+1(x,t)q+2(x,t)=r(U1(z+η(t))+τ1q+1(x,t))q+1(x,t)q+2(x,t)→0 |
as z→−∞. Thus, if i=1, it follows that
1q+1(x,t)2∑j=1f1j(U(z+η(t))+τ1q+)q+j(x,t)→1−r,as z→−∞. |
Moreover,
q+1(x,t)q+2(x,t)=q0,1q0,2e(α1−α2)λ2(z−z0+η(0))→0,as z→−∞. |
Thus, if i=2,
1q+2(x,t)2∑j=1f2j(U(z+η(t))+τ1q+)q+j(x,t)→0,as z→−∞. |
Combing the facts above and taking δ>0 small enough, we have
L[ωω+]i≥q+i(x,t)(−ϵ−Πi(αiλ2)+12Πi(αiλ2))≥0, |
provided that ϵ≤mini=1,2{−12Πi(αiλ)}.
Now we need to prove that u0(x)≤ωω+(x,0) for all x∈R. In fact, it follows from (1.4) for any q0,i>0 that there exists a positive constant M large enough such that for x<−M, it holds
Ui(x)+q0,ieαiλ2x≥u0,i(x),i=1,2. |
Using (1.4) again, we can find a positive constant M′ large enough such that for x>M′, it holds
Ui(x)+q0,i≥1≥u0,i(x),i=1,2. |
For the case −M≤X≤M′, we can choose η(0) sufficiently large to guarantee ω+i(x,0)≥u0,i(x). Therefore, ωω+(x,t) is a super-solution to (1.6).
In the following, we prove that ωω−(x,t) is a sub-solution. We have
˜L[ωω−]i=−η′(t)U′i(z−η(t))−∂tq−i(x,t)+∂xxq−i(x,t)+fi(U(z−η(t)))−˜fi(ωω−(x,t)) |
and
−∂tq−i(x,t)+∂xxq−i(x,t)={ϵq−i(x,t)+[(αiλ)2−c(αiλ)]q−i(x,t),if z<z0+η(0),ϵq−i(x,t), if z≥z0+η(0). |
Similar to the proof for ωω+(x,t), we consider three cases.
Case 1. Ui(z−η(t))∈[δ,1−δ],i=1,2.
Then, we have
˜L[ωω−]i≤−η′(t)U′i(z−η(t))+ϵq−i(x,t)+fi(U(z−η(t)))−˜fi(ωω−(x,t))≤−η′(t)Cδ+ϵq0,ie−ϵt+M0(q0,1+q0,2)e−ϵt+rq0,1e−ϵt≤0. |
Case 2. Ui(z−η(t))>1−δ,i=1,2.
Then, there exists a z0 such that z≥z0+η(0). It follows that q−i(x,t)=q0,ie−ϵt and
˜L[ωω−]i≤ϵq0,ie−ϵt+q0e−ϵt2∑j=1fij(U(z−η(t))−τiq−(x,t))qj≤0 |
for ϵ≤12min{q1−rq22q1,b2}.
Case 3. Ui(z−η(t))<δ,i=1,2.
We have z≤z0+η(0), q−i(x,t)=q0,ie−ϵteαiλ2(z−z0−η(0)) and
˜L[ωω−]i≤ϵq−i(x,t)+[(αiλ)2−c(αiλ)]q−i(x,t)+2∑j=1fij(U(z−η(t))−τiq−(x,t))q−j(x,t)−gi(ωω−). |
Then, a similar discussion as in Lemma 3.1 for v− yields that
˜L[ωω−]i≤q−i(x,t)(ϵ+Πi(αiλ2)−12Πi(αiλ2))≤0 |
for ϵ≤mini=1,2{−12Πi(αiλ2)}. To complete the proof, we need only to prove that u0(x)≥ωω−(x,0). In fact, by (1.4), there exists two positive numbers ˜M and ˜M′ large enough such that
ω−i(x,0)≤1−q0,i≤u0,i(x),∀x>˜M′, |
and
Ui(x)−q0,ieαiλ2x≤u0,i(x),∀x<−˜M. |
For −˜M≤x≤˜M′, we can choose η(0) large enough such that ω−i(x,0)≤u0,i(x). Thus, ωω−(x,t) is a sub-solution. The proof is completed.
Lemma 4.2. Assume the assumptions of Lemma 4.1 hold. Then, for any δ∈(0,1), there exist T=T(δ)≥0, ξ, and h∈R such that
Ui(x+ct+ξ)−δUαi2(x+ct+ξ)≤˜vi(x,t,u0)≤Ui(x+ct+ξ+h)+δUαi2(x+ct+ξ+h) | (4.2) |
for x∈R and t≥T, i=1,2.
Proof. Recall the asymptotic behaviors of U. We know U2<1 and Uαi2(x)∼Aαieαiλ2x as x→−∞. In view of Lemma 4.1, there exists a constant M>0 such that
Ui(x+ct−z1)−Me−ϵtUαi2(x+ct−z1)≤˜vi(x,t,u0)≤Ui(x+ct−z2)+Me−ϵtUαi2(x+ct−z2) |
for x∈R,t>0. For any δ∈(0,1), we can choose an appropriate T≥0 such that Me−ϵT≤δ. Moreover, let ξ=−z1 and h=z1−z2. Then, (4.2) follows.
Now, we prove the main result.
Proof of Theorem 1.1. Let β,ρ, and δ be as in Lemma 3.1. Let ϵ∗ be defined in Lemma 3.3. Further, we choose a δ∗=14ϵ∗<1, then it follows that 0<k∗:=ρ(ϵ∗−2δ∗)<14. Fix a t∗≥1 such that
e−β(t∗−1)(4+e−β)<12<1−k∗. |
First, we prove two claims.
Claim Ⅰ. There exist T∗>0 and ξ∗ such that
Ui(x+cT∗+ξ∗)−δ∗Uαi2(x+cT∗+ξ∗)≤ui(x,t)≤Ui(x+cT∗+ξ∗+1)+δ∗Uαi2(x+cT∗+ξ∗+1) | (4.3) |
for x∈R.
Indeed, by Lemma 4.2, there exist T=T(δ∗)≥0, ξ, and h such that
Ui(x+cT+ξ)−δ∗Uαi2(x+cT+ξ)≤ui(x,t,u0)≤Ui(x+cT+ξ+h)+δ∗Uαi2(x+cT+ξ+h) | (4.4) |
for x∈R. If h≤1, then by the monotonicity of U(⋅), Claim Ⅰ holds. If h>1, we can choose an integer N≥1 such that 0<h−Nk∗≤k∗<1. Then, (4.4) and Lemma 3.3 together with the choice of k∗ and t∗ imply that
U(x+c(t∗+T)+ˆξ(t∗+T))−ˆδ(t∗+T)Uα(x+c(t∗+T)+ˆξ(t∗+T))≤u(x,t∗+T)≤U(x+c(t∗+T)+ˆξ(t∗+T)+ˆh(t∗+T))+ˆδ(t∗+T)Uα(x+c(t∗+T)+ˆξ(t∗+T)+ˆh(t∗+T)), | (4.5) |
where
ˆδ(t∗+T)=(ϵ∗+δ∗e−β)e−β(t∗−1)≤δ∗(1−k∗), |
ξ−ρδ∗+ϵ∗≤ˆξ(t∗+T)≤ξ+2ϵ∗, |
and
0<ˆh(t∗+T)≤h−ρ(ϵ∗−2δ∗)=h−k∗. |
Applying Lemma 3.3 again, we conclude that (4.5), with t∗+T replaced by Nt∗+T, holds for some ˆξ∈R,0<ˆδ≤δ∗(1−k∗)N and 0≤ˆh≤h−Nk∗≤1. Let T∗=Nt∗+T,ξ∗=ˆξ. By the monotonicity of U(⋅), (4.3) holds.
Claim Ⅱ. Define p=ρ(2ϵ∗+δ∗),Tm=T∗+mt∗,δ∗m=(1−k∗)mδ∗, and hm=(1−k∗)m,m≥0. Then, there exists a sequence {ˆξm}∞m=0 with ˆξ0=ξ∗ such that
|ˆξm+1−ˆξm|≤phm, m≥0, |
and
U(x+cTm+ˆξm)−δ∗mUα(x+cTm+ˆξm)≤u(x,Tm,u0)≤U(x+cTm+ˆξm+hm)+δ∗mUα(x+cTm+ˆξm+hm). | (4.6) |
We prove Claim Ⅱ by mathematical induction. Clearly, Claim Ⅰ implies that (4.6) holds for m=0. Suppose that (4.6) holds for m=l≥0. Now, we are going to prove that (4.6) holds for m=l+1. Let T=Tl, ξ=ˆξl, h=hl, δ=δ∗l and t=Tl+t∗=Tl+1≥Tl+1, then Lemma 3.3 yields that
U(x+cTl+ˆξ)−ˆδUα(x+cTl+ˆξ)≤u(x,Tl+1,u0)≤U(x+cTl+ˆξ+ˆh)+ˆδUα(x+cTl+ˆξ+ˆh(t)), |
where
ˆδ=(ϵ∗hl+δ∗le−β)e−β(Tl+1−Tl−1)=(ϵ∗+δ∗e−β)e−β(t∗−1)(1−k∗)l=δ∗(4+e−β)e−β(t∗−1)(1−k∗)l≤δ∗(1−k∗)l+1=δ∗l+1,ˆξl−ρδ∗l+ρϵ∗hl≤ˆξ≤ˆξl+2ρϵ∗hl, |
and
ˆh=hl+2ρδ∗l−ρϵhl−ρ(ϵ∗hl+2δle−β)e−β(t∗−1)≤hl−ρ(ϵ∗hl−2δ∗l)=hl(1−ρ(ϵ∗−2δ∗))=(1−k∗)l+1=hl+1. |
Choose ˆξl+1=ˆξ. Then, we have
|ˆξl+1−ˆξl|≤ρ(2ϵ∗hl+δ∗l)≤ρ(2ϵ∗+δ∗)hl=phl. |
Thus, (4.6) holds for all m≥0.
Now, we are ready to prove the main result. For t≥T∗, let m=[t−T∗t∗] be the largest integer not greater than t−T∗t∗, and define
δ(t)=δ∗m,ξ(t)=ˆξm−ρδ∗m(1−e−β(t−Tm)), |
and
h(t)=hm+2ρδ∗m(1−e−β(t−Tm)). |
Then, Tm=T∗+mt∗<t<T∗+(m+1)t∗=Tm+1. In view of (4.6), one has
U(x+ct+ξ(t))−δ(t)Uα(x+ct+ξ(t))≤u(x,t,u0)≤U(x+ct+ξ(t)+h(t))+δ(t)Uα(x+ct+ξ(t)+h(t)) | (4.7) |
for all t≥T∗ and x∈R. Set k:=−1t∗ln(1−k∗) and q=:e−t∗+T∗t∗ln(1−k∗). Since 0≤m≤t−T∗t∗<m+1, we have
(1−k∗)m≤(1−k∗)t−T∗t∗−1=qe−kt. |
Thus,
δ(t)=δ∗m=(1−k∗)mδ∗≤δ∗qe−kt, | (4.8) |
and
h(t)≤hm+2ρδ∗m≤(1+2ρδ∗)(1−k∗)m≤(1+2ρδ∗)qe−kt. | (4.9) |
It follows that for all t′≥t≥T∗, it holds
|ξ(t′)−ξ(t)|≤|ˆξn−ρδ∗n(1−e−β(t−Tn))−ˆξm+ρδ∗m(1−e−β(t−Tm))|≤|ˆξn−ˆξm|+ρ|δ∗n−δ∗m|+ρδ∗m|e−β(t−Tn)−e−β(t−Tm)|≤|ˆξn−ˆξm|+4ρδ∗m≤n−1∑l=mphl+4ρδ∗m=[pδ∗mn−m−1∑l=0(1−k∗)l+4ρ]δ∗m≤(pk∗δ∗+4ρ)δ(t)≤(pk∗+4δ∗ρ)qe−kt, | (4.10) |
where n=[t′−T∗t∗]. Obviously, n≥m. It follows from (4.10) that ξ0:=limt→∞ξ(t) is well-defined. Letting t′→∞, we obtain
|ξ0−ξ(t)|≤(pk∗+4δ∗ρ)qe−kt, t≥T∗. | (4.11) |
Since ξ(t) and h(t) are bounded, the asymptotic properties of U guarantee that
Q1:=supξ∈R,t≥0,τ1,τ2∈[0,1]{U′1(ξ+τ1(ξ(t)−ξ0)+τ2h(t))Uα12(ξ+ξ0),U′2(ξ+τ1(ξ(t)−ξ0)+τ2h(t))Uα22(ξ+ξ0)}, |
and
Q2:=supξ∈R,t≥0{Uα11(ξ+ξ(t)+h(t))Uα12(ξ+ξ0),Uα22(ξ+ξ(t)+h(t))Uα22(ξ+ξ0)}. |
are well-defined and finite. Let C0=max{Q1,Q2}. Then, (4.7) gives that
|ui(x,t)−Ui(x+ct+ξ0)Uαi2(ξ+ξ0)|≤C0(|ξ0−ξ(t)|+h(t)+δ(t)). | (4.12) |
Thus, (1.5) follows from (4.8)–(4.12). The proof is complete.
In this paper, we investigated the asymptotic stability of traveling fronts of a diffusion system with the BZ reaction. By the squeezing technique and the comparison principle, we proved that if the initial perturbation decays to zero at the space infinity, then the perturbed solution converges to the traveling front of the system (1.1) with an exponential rate as t→+∞. Due to the degeneracy of (1.1) at the equilibrium (0, 0), the initial perturbation as x→−∞ was actually relaxed. It was only asked to decay to zero under an exponential weight. In fact, the degeneracy is caused by the second equation of (1.1). That is why we can derive the stability result in the form of (1.5), in which U2 was taken to be the denominator at the left side of the inequality. In this point of view, we are able to present a little bit of contributions to the stability analysis of the BZ system.
The author declares he has not used Artificial Intelligence (AI) tools in the creation of this article.
This work was supported by the National Natural Science Foundation of China (No: 11901330).
The author declares no conflict of interest.
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