Traveling Wave Solutions in a Reaction-Diffusion Epidemic Model
Abstract
We investigate the traveling wave solutions in a reaction-diffusion epidemic model. The existence of the wave solutions is derived through monotone iteration of a pair of classical upper and lower solutions. The traveling wave solutions are shown to be unique and strictly monotonic. Furthermore, we determine the critical minimal wave speed.
1. Introduction
Recently, great attention has been paid to the study of the traveling wave solutions in reaction-diffusion models [1–17]. In the sense of epidemiology, the traveling wave solutions describe the transition from a disease-free equilibrium to an endemic equilibrium; the existence and nonexistence of nontrivial traveling wave solutions indicate whether or not the disease can spread [11]. The results contribute to predicting the developing tendency of infectious diseases, to determining the key factors of the spread of infectious disease, and to seeking the optimum strategies of preventing and controlling the spread of the infectious diseases [18–21].
Some methods have been used to derive the existence of traveling wave solutions in reaction-diffusion models, and the monotone iteration method has been proved to be an effective one. Such a method reduces the existence of traveling wave solutions to that of an ordered pair of upper-lower solutions [6, 7, 9, 10, 14, 15].
For model (1), the epidemic threshold, the so-called basic reproduction number R0, is then computed as R0 = β/(μ + d). The disease will successfully invade when R0 > 1 but will die out if R0 < 1. R0 = 1 is usually a threshold whether the disease goes to extinction or goes to an endemic. Large values of R0 may indicate the possibility of a major epidemic [19]. In addition, the basic demographic reproductive number Rd is given by Rd = r/(μ + m). It can be shown that if Rd > 1 the population grows, while Rd ≤ 1 implies that the population does not survive [22].
For details, we refer the reader to [20, 22].
This paper is arranged as follows. In Section 2, we construct a pair of ordered upper-lower solutions of model (3) and establish the uniqueness and strict monotonicity of the traveling wave solutions.
2. Existence and Asymptotic Decay Rates
In this section, we will establish the existence of traveling wave solutions of model (3) by constructing a pair of ordered upper-lower solutions. The definition of the upper solution and the lower solution is standard. We assume that the inequality between two vectors throughout this paper is componentwise.
-
[H1]
() -
[H2]
()
Then we can obtain the following.
Lemma 2. For model (7), if [H1] holds, then is unstable, and is stable.
Following the definition of quasi-monotonicity [17], we can obtain the following results.
Lemma 3. Model (14) is a quasi-monotone decreasing system in .
Proof. Let
From [17], we can know that the functions F1(S, I) and F2(S, I) are said to possess a quasi-monotone nonincreasing system, if the sign of ∂F1(S, I)/∂I and ∂F2(S, I)/∂S are both nonpositive.
Since
Since , consider α0 = (Rd − 1)/Rd, then we can get
Since ν ≥ R0/(2 − Rd), thus G(α0) = R0 + νRd − 2ν ≤ 0.
According to conditions [H1] and [H2], we can get
That is to say, model (14) is a quasi-monotone system in .
Obviously, we can know the following.
Remark 4. Model (24) is also a quasi-monotone system in .
Now we establish the existence of traveling wave solutions of model (24) through monotone iteration of a pair of smooth upper and lower solutions. Following [17], we give the definitions of the upper and lower solutions of model (24) as follows, respectively.
Definition 5. A smooth function (ξ ∈ ℝ) is an upper solution of model (24) if its derivatives and are continuous on ℝ, and satisfies
Definition 6. A smooth function (ξ ∈ ℝ) is a lower solution of model (24) if its derivatives and are continuous on ℝ, and satisfies
Lemma 7 (see [1], [15].)Corresponding to every , model (29) has a unique (up to a translation of the origin) monotonically increasing traveling wave solution w(ξ) for ξ ∈ R. The traveling wave solution w has the following asymptotic behaviors.
- (i)
For the wave solution with noncritical speed , one has
()
- (ii)
For the wave with critical speed , one has
()
- (i)
;
- (ii)
f(I) > 0, for all and ;
- (iii)
f′(0) = R0 − 1 > 0, .
From Lemma 7, we know that, for each , equation (32) has a unique traveling wave solution (up to a translation of the origin), satisfying the given boundary value conditions (26).
Proof. On the boundary,
- (i)
if , then ;
- (ii)
if , then .
Thus we can get:
- (i)
;
- (ii)
g(I) > 0, for all and ;
- (iii)
g′(0) = R0 − 1 > 0, .
From Lemma 7, we know that, for each fixed , model (37) has a unique traveling wave solution (up to a translation of the origin), satisfying the given boundary value conditions (28).
Proof. On the boundary,
Next, we show that, by shifting the upper solution far enough to the left, then the upper-lower solution in Lemmas 8 and 9 are ordered.
Lemma 10. Let , and be the upper solution and the lower solution defined in (33) and (38), then there exists a positive number r, such that for all ξ ∈ R.
Proof. Our proof is only for , and the proof for the case of is similar to it.
First, we derive the asymptotic behaviors of the upper solution and the lower solution at infinities.
According to Lemma 7, when ξ → −∞, we can obtain:
And let , , when ξ → +∞, we can get
Since for any , is also a solution of model (32). Thus, is an upper solution of model (24). So, according to Lemma 7, when ξ → −∞, we can get:
Since , we can choose a large enough number , such that
By using a similar argument as above, there exists a large enough number N2 ≫ 1, such that
Second, we show that
We deal with such two possible cases:
Case 1. If
Case 2. If there exists a point ξ0 ∈ (−N1, N2), such that
In this case, we use the Sliding Domain method [15].
Step 1. we shift to the left by increasing the number until finding a new number such that on the smaller interval .
Step 2. we shift back to the right by decreasing r1 to a smaller number such that one of the branches of the upper solution touches its counterpart of the lower solution at some point ξ1 in the interval . On the endpoints of the interval , we still have .
Let and , where
For , we get that
With such constructed ordered upper-lower solution pair, we can get the following.
Theorem 11. For , model (24) has a unique (up to a translation of the origin) traveling wave solution. The traveling wave solution is strictly increasing and has the following asymptotic properties:
- (i)
if , when ξ → −∞,
()
- (ii)
if , when ξ → −∞,
()
Proof. From Lemma 3 and Remark 4, we know that model (24) is a quasi-monotone nonincreasing system in , and by using the monotone iteration scheme given in [3, 13], we can obtain the existence of the solution (S, I) T to the first two equations in model (24) for every , which satisfies
According to the above inequality, we can get that, on the boundary, the solution tends to (0,0) T as ξ → −∞ and as ξ → +∞.
To derive the asymptotic decay rate of the traveling wave solutions as ξ → ±∞, we just let and
We differentiate model (24) with respect to ξ, and note that U′(ξ) = (χ1, χ2) T(ξ) satisfies
Now, we study the exponential decay rate of the traveling wave solution as ξ → −∞. The asymptotic model of model (62) as ξ → −∞ is
The second equation of model (64) has two independent solutions with the following form:
Relating the second equation of model (62) with the second equation of model (64), we can deduce that χ2(ξ) has the following property as ξ → −∞:
Now, we consider the first equation of model (64). We rewrite it as
One can verify that is not a characteristic of
The above equation has two independent solutions of the following form:
Then, we study the exponential decay rate of the traveling wave solution as ξ → +∞. The asymptotic model of model (62) as ξ → +∞ is
By setting , i = 1,2, we rewrite model (76) as a first order model of ordinary differential equation in the four components :
In the case of (i) μ1 ≠ μ2, we can obtain that the solution of model (77) has the following form:
Furthermore, we can obtain that
Let μ = min {μ1, μ2}, then
In the case of (ii) μ1 = μ2, we can obtain that the solution of model (77) has the following form:
Since , thus
By comparing the upper solution and roughness of the exponential dichotomy [24], we obtain the asymptotic decay rate of the traveling wave solutions at +∞ given in Theorem 11.
According to the monotone iteration process [3], the traveling wave solution U(ξ) is increasing; thus U′(ξ) ≥ 0 and hold
The strong Maximum Principle implies that . So the strict monotonicity of the traveling wave solutions is concluded.
Now, we use the Sliding domain method to prove the uniqueness of the traveling wave solution. Let and be the traveling wave solution of model (24), with . Thus, there are some positive numbers Ai, Bi (i = 1,2, 3,4), such that for a big enough number N ≫ 1, when ξ < −N, we have
Now, we consider model (24) on the interval [−N, N].
First, suppose that
Second, we suppose that there exists a point ξ* ∈ (−N, N) such that
In this case, we increase θ, that is shifting to the left, so that and . According to the monotonicity of and U2, we can find a number such that , ξ ∈ (−N, N). Shifting back until one component of touches its counterpart of U2(ξ) at some point . Since and U2(ξ) are strictly increasing, , thus, we get that , ξ = ±N. However, by the Maximum Principle for that component again, we find that components of and U2 are identically equal for all ξ ∈ [−N, N] for a larger number θ. This is a contradiction, thus , ξ ∈ R. Here, θ is a new number which is chosen by the above mean.
Now, decrease the θ until one of the following happens.
Case (a). There is a , such that , ξ ∈ R. In this case, we have finished the proof.
Case (b). There are a and a point ξ1 ∈ R, such that one of the components of and U2 are equal. And , ξ ∈ R. On R for that component, according to the Maximum Principle, we find that and U2 must be identical on that component. We can return to Case (a).
Consequently, in either situation, their exists a number such that
This ends of the proof.
By Theorem 11, we can get the following theorem:
Theorem 12. For each , model (3) has a unique (up to a translation of the origin) traveling wave solution. The traveling wave solution is strictly increasing and has the following asymptotic properties:
- (i)
: when ξ → −∞,
()
- (ii)
: when ξ → −∞,
()
Theorem 13. There is no monotone traveling wave solution of model (24) for any . In other words, there is no monotone traveling wave solution of model (3) for any .
Proof. Suppose there is a monotone traveling wave solution of model (24) with the wave speed c0, where .
The asymptotic model of as ξ → −∞ is
Similar to the proof of Theorem 11, we can get that, when ξ → −∞, χ2(ξ) can be described as the following equation:
That is to say, l2(ξ) is oscillating. Thus, any solution of model (24) with is not strictly monotone.
Theorems 12 and 13 indicate that is the critical minimal wave speed.
Acknowledgments
The authors would like to thank the anonymous referee for the very helpful suggestions and comments which led to improvements of our original paper. This research was supported by the Natural Science Foundation of Zhejiang Province (LY12A01014, R1110261, and LQ12A01009), the National Science Foundation of China (61272018), and the National Basic Research Program of China (2012CB426510).