On the Perturbed Second Painlevé Equation
Abstract.
We consider a perturbed version of the second Painlevé equation (), which arises in applications, and show that it possesses solutions analogous to the celebrated Hastings-McLeod and tritronquée solutions of . The Hastings-McLeod-type solution of the perturbed equation is holomorphic, real-valued and positive on the whole real-line, while the tritronquée-type solution is holomorphic in a large sector of the complex plane. These properties also characterise the corresponding solutions of and are surprising because the perturbed equation does not possess additional distinctive properties that characterise , particularly the Painlevé property.
2020 Mathematics Subject Classification:
33E17,34E10,41A60Dedicated to Sir Michael V. Berry on the occasion of his birthday.
1. Introduction
The second Painlevé Equation () has a rich history as a mathematical model, arising in a very wide range of applications (see, for example, \citesclarkson2006painleve,forrester2015painleve,tracy1994level,tracy1999random). In many of these applications, the particular case of that arises is the case of
where primes denote differentiation in and is a given parameter. In this paper, we consider a perturbed version of with :
The main results of this paper show that there exists (i) a holomorphic, real-valued, positive solution of on the real-line ; and (ii) a solution that is asymptotic to a power-series expansion in , as , in a sector of angular extent in . These properties mirror two well-known solutions of , called the Hastings-McLeod solution [19] and Boutroux’s tritronquée solution [7] respectively, which are distinguished by their global properties.
belongs to a class of six ordinary differential equations (ODEs), called the Painlevé equations, whose solutions are known to have only poles as movable singularities \citesconte2012painleve,i:56. Every non-rational solution of is known to possess an infinite number of movable poles [20], which are typically distributed across the interior of each sector of the complex plane given by [7]
(1.1) |
(Here, the word “movable” refers to the location of each pole depending on initial conditions.) Therefore, solutions that are free of movable poles across one or more sectors are uncommon, while those free of poles in a domain containing the real line are of particular interest for physical applications. The tritronquée solution is free of poles in a wide sector of the complex plane, given by four contiguous sectors , while the Hastings-McLeod solution is free of poles and analytic on the whole real-line.
The Hastings-McLeod solution now plays a critical role in modern random matrix theory, due to its appearance in the the Tracy-Widom distribution, describing the distribution of the largest eigenvalue of Gaussian unitary ensembles of random matrices, as the size of each matrix approaches infinity. The Hastings-McLeod solution also arises in the analogous distribution functions for the Gaussian orthogonal and symplectic ensembles [30, 9, 13].
There are many more physical models in which arises. We mention, in particular, fluid dynamics [14, 18, 9, 26, 1, 8], mathematical physics [27, 29, 31, 28, 15], and electrodynamics [5, 4]. In particular, the second Painlevé Equation arises in a model of steady one-dimensional two-ion electro-diffusion [4]. A review may be found in [11]. In connection with plasma physics, de Boer and Ludford [12] posed the question of the existence of a solution of a generalised form of with specific boundary conditions. Hastings and McLeod [19] not only showed the existence of a solution to this problem, but they also proved it to be unique; this is the now-famous Hastings-McLeod solution of . It is natural in many of the physical contexts to consider small perturbations of the model of interest. We describe such a perturbation of Bass’ electro-diffusion model in Appendix A and show how arises naturally.
A perturbed version of the first Painlevé equation has been previously considered \citesjoshi2003PImu,oldedaalhuis22. Tronquée and tritronquée solutions of perturbed were shown to exist (and be unique in the tritronquée case) in \citesjoshi2003PImu. Meanwhile, \citesoldedaalhuis22 studies the full exponentially-improved asymptotic expansion corresponding to a formal series solution of perturbed . These tronquée solutions are uniquely characterised by the Stokes multiplier, which is an arbitrary constant multiplying the exponentially small terms. Asymptotic approximations for the locations of singularities along boundaries of validity are deduced in terms of the Stokes multipliers \citesoldedaalhuis22.
In the case of , tronquée solutions are associated with a formal power-series solution as (given in full in Section 3), we mention that the (singly) exponentially small perturbation is given by
where the square root branch depends on the sector of the complex plane, and is the free constant multiplying exponentially small behaviour. The tritronquée solution, which we study in Section 3, corresponds to the unique case of this expansion.
1.1. Main results
We identify a tritronquée solution of , through asymptotic expansions of solutions as ; showing that a true solution asymptotic to such a series in the sector exists and is unique. These results are given in Propositions 3.4 and 3.7. We also consider a boundary-value problem on the real-line; as , the solution is asymptotic to a power-series expansion, and as , the solution decays to zero exponentially fast. We show that this problem has a unique solution in the case of , , which generalises the Hastings-McLeod solution. We give this result in Theorem 4.2.
1.2. Background
The Painlevé equations were found in a search for ODEs that defined new higher transcendental functions a century ago. Here the word “new” refers to these functions not being able to be expressed in terms of any classical operations applied to previously known such functions (we refer to definitions of these terms in [32]). Both the Hastings-McLeod and tritronquée solutions are examples of such transcendental functions.
For special values of the parameter , admits hierarchies of rational solutions [2, 3, 16, 10] and special solutions related to the classical Airy functions [17]. Beyond special solutions, transcendental solutions exist that vanish as on the real line, providing another relation to the Airy functions in the case when . The Hastings-McLeod solution first attracted attention in the asymptotic analysis of such solutions.
The asymptotic analysis of the Painlevé equations was initiated by Boutroux [7], who also briefly considered the generalised equation . Boutroux showed that the transformed version of
is more amenable to asymptotic analysis, where
The limit now becomes , and direct observation shows that a (Jacobi) elliptic function describes the leading-order behaviour, solving the ODE
Boutroux went on to describe how lines of movable poles curve around to approach the boundaries of the sectors described by Equation (1.1).
1.3. Outline
In Section 2, we describe decaying solutions of as on the real-line. We prove the existence and uniqueness of the analogue of Boutroux’s tritronquée solution for and its asymptotic validity in a broad sector of the complex plane in Section 3. In Section 4, we prove the existence and uniqueness of a natural generalisation of the Hastings-McLeod solution. The paper’s results are summarised in Section 5. Finally, we show how arises in a physical setting in Appendix A.
2. Asymptotics of decaying solutions on the real-line
Since , the decaying solutions of satisfy the leading order equation
as on the real-line. We analyse the asymptotic behaviours of , which satisfy this leading-order equation.
The linear ODE is a generalised Airy equation and is satisfied by two linearly independent functions
(2.1) |
where , and and are the modified Bessel functions of the first and second kind respectively. The functions and are analogues of the well known Airy functions Ai and Bi, reducing to scaled versions of these when (or equivalently ).
Recalling that is positive and real, we find that
(2.2) |
for some arbitrary constant . As is well known for Airy functions, a solution of that decays to zero as may not be exponentially small in other directions. In particular, for every odd integer , the negative real semi-axis is an anti-Stokes line [6], meaning that the exponential contribution is purely oscillatory as . Given an odd positive integer , standard asymptotic techniques lead to
(2.3) |
for arbitrary constants and . In the case , more detailed results were described by Hastings and McLeod [19].
3. Tritronquée Solutions
The main object of study in this section is an asymptotic series, which solves given in Equation (3.2). We prove the existence and uniqueness of a true solution that is asymptotic to this series for as . This solution corresponds to the tritronquée solution in the case .
We refer the reader to Boutroux [7] for detailed descriptions of the solutions he called intégrales tronquées, which are pole-free (for sufficiently large ) within two adjacent sectors of the form defined in Equation (1.1). The region ( mod 6) described by such a pair of sectors has a bisector given by a ray . The term tronquée arises from the fact that any line of poles that originally lies on such a ray must be truncated as increases (due to the pole-free nature of the solution).
There are three such rays in four contiguous sectors ( mod 6). Boutroux showed that, for each choice of such a region, there exists a unique solution he called tritronquée (triply-truncated), which is asymptotically pole-free in the region. For , these special rays are given by arg for .
We deduce an asymptotic series expansion of a tritronquée solution of in Proposition 3.2. In Propositions 3.4 and 3.7 we prove the existence and uniqueness of such a solution for arbitrary . The proof of existence relies on Wasow’s theorem. The further step required for uniqueness is analogous to the proof given by Joshi and Kitaev in [22] for the first Painlevé equation. We start by giving a generalisation of Boutroux’s transformation of variables.
Definition 3.1 (Boutroux variables).
Let be a solution of . We define new variables and by
Substitution into shows that the function satisfies
(3.1) |
In the following proposition, we consider its asymptotic expansion as .
Proposition 3.2.
The formal series
where , , and the coefficients , for all , are given by the recurrence relation
is a formal solution of Equation (3.1).
Proof.
Substitution of the given series into Equation (3.1). ∎
This gives rise to a formal series solution of in the original variables:
(3.2) |
with coefficients described in Proposition 3.2.
Remark 3.3.
Recalling that is purely imaginary, we note that for on the negative real semi-axis, may only be real-valued for the case when is odd.
3.1. Existence
We now prove the existence of true solutions asymptotic to the given power-series in a given sector of angular width up to in the following proposition.
Proposition 3.4 (tronquée solutions).
Given and a sector of angle less than , there exists a solution of whose asymptotic behaviour as in is given by the asymptotic series (3.2).
Proof.
Let be a solution of . We use the change of variables given in Definition 3.1 and further define
Then a straightforward calculation shows that the function satisfies
(3.3) |
and this ODE admits the formal power-series solution
Now, by defining variables and , Equation (3.3) becomes the system
Let and be the right side of the second equation. This system is, therefore, in the form
where and . The Jacobian of , evaluated at and , has nonzero eigenvalues . These results allow us to apply Wasow’s theorem [33, Theorem 12.1], showing the existence of a true solution with the desired asymptotic behaviour. ∎
Definition 3.5.
The solutions defined by Proposition 3.4 are called tronquée solutions.
Corollary 3.6.
Let and be a given sector of angle less than . Suppose is a tronquée solution of in . Then the th derivative, , for , has asymptotic behaviour given by the th term-by-term differentiation of series (3.2), i.e., , as in .
Proof.
The asymptotic behaviour of implies that it is holomorphic in for sufficiently large . The proof follows from Wasow’s theorem [33, Theorem 8.8]. ∎
3.2. Uniqueness
In the following proposition, we prove that there is a unique true solution asymptotic to the given power-series in .
Proposition 3.7 (tritronquée solution).
Given , there exists a unique solution of that has the asymptotic expansion in the sector as .
Proof.
Let . Let and be tronquée solutions as defined by Proposition 3.4 in the respective sectors
where . Consider solutions and in the overlapping sector of angular width , centered about the positive real axis. Since the two tronquée solutions have the same asymptotic expansion, we get
(3.4) |
for every . Furthermore, we have , and by applying , we see that satisfies the linear ODE
where
The functions and are holomorphic for sufficiently large in the sector . It follows from asymptotic series (3.2) that is , and thus the integral
taken along the real axis converges. Therefore, we may apply Olver’s theorem [25, Theorem 2.2] to obtain
where and are some constants. For real , this contradicts the asymptotic behaviour (3.4) unless . So it follows that for sufficiently large real . ∎
Definition 3.8.
The solution defined by Proposition 3.7 is called the tritronquée solution .
Remark 3.9.
Note that the sector in which is asymptotically free of poles is symmetric around the positive real semi-axis.
Given , defined above, we may generate other tritronquée solutions by using the discrete symmetry of . The functions
(3.5) |
for , also satisfy and are tritronquée in rotated sectors of width . This transformation gives a tritronquée solution corresponding to each ray of angle .
4. The Hastings-McLeod-Type Solution
In this section, we define the generalised Hastings-McLeod solution via a boundary-value problem on the real-line. We then prove that the existence of this solution fails when is even while it exists and is unique when is odd.
Definition 4.1 (Hastings-McLeod-type solution).
We now prove the main result of this section.
Theorem 4.2.
For every odd integer , there exists a unique, Hastings-McLeod-type solution of . On the other hand, for every even integer , no Hastings-McLeod-type solution of exists.
Remark 4.3.
As discussed in Remark 3.3, the formal solution , for real , may only be real-valued for odd . For even values of , the corresponding Hastings-Mcleod-type solution would not be real-valued and thus not mirror the distinctive properties of the original Hastings-McLeod solution.
Hastings and McLeod originally tackled this problem while considering a different generalisation of , that is
which coincides with when and (i.e. ). We will prove Theorem 4.2 by extending the approach taken by Hastings and McLeod to our case with and more general .
4.1. Existence
The proof of the existence (and non-existence when is even) part of Theorem 4.2 follows from a series of lemmas.
Lemma 4.4.
Given and , there exists a unique solution of which is asymptotic to as . At each for which the solution continues to exist as decreases, the solution and its derivatives are continuous functions of .
Proof.
By using and as integrating factors, we find that must satisfy the integral equation
(4.1) |
where and are defined in Equations (2.1). By application of a standard contraction mapping argument, in an appropriate space of decaying, continuous functions equipped with the uniform norm, Equation (4.1) may be shown to have a unique solution, giving and its continuous dependence on . ∎
Lemma 4.5.
For every even , and every , remains positive as decreases and becomes singular at some finite value of .
Proof.
Let and assume is even. For sufficiently large , behaves like . Therefore, there exists so that and for all . Since is even, we immediately deduce from that is convex and positive for all .
The remainder of the proof proceeds by contradiction. Assume that remains bounded for all , i.e., it is not singular in this interval. For all , we have and thus (since is negative). We integrate the latter autonomous inequality between and , which after rearranging terms gives
(4.2) |
We now show that is monotonically increasing to as decreases. Suppose instead that vanishes at some , while for all . The inequality (4.2) would then imply that , which contradicts the fact that is still increasing as we move from to .
Therefore, we can choose such that , hence for all . Therefore, , and another integration gives
for all , which contradicts the assumption that is bounded and non-singular on the interval. ∎
As a direct result of Lemma 4.5, we have proven the non-existence of the Hastings-McLeod-type solution in the case of even . We now continue our argument in the case of odd .
Lemma 4.6.
For every odd , the set of values, for which remains positive as decreases and becomes singular at some finite value of , is an open set.
Proof.
Suppose we have and such that blows up at . We now show that there exists a neighbourhood of values (sufficiently close to ) such that the solution still becomes singular. Since is unbounded, we may choose to make arbitrarily large. We choose near such that
(4.3) |
noting then that remains convex on while it continues to exist. Based on the continuous dependence of on , we may replace with sufficiently close so that the inequality (4.3) continues to hold. Furthermore, on the interval , we have , i.e. . Hence
So if , we have
(4.4) |
Note that if we still have .
We have therefore shown that on . Then from the integration of this autonomous inequality, the proof of Lemma 4.5 shows that will become unbounded in this interval given sufficiently large and . As previously noted, we may choose so that these are arbitrarily large and so the desired result follows. ∎
Lemma 4.7.
For every odd , the set of values, for which becomes negative at some point as decreases, is an open set.
Proof.
Suppose there exist and such that , then by the continuity of in , we may deduce that for all in some neighborhood of . ∎
Lemma 4.8.
For every odd , the set is non-empty.
Proof.
Lemma 4.9.
For every odd , the set is non-empty.
Proof.
Let be an odd integer. Consider the graph of given by the positive real root of on the interval . Let . Recall that corresponds to the case in Lemma 4.4 and is the identically zero solution of . By the continuity of in , we may choose sufficiently small so that and . Examination of then shows that for . Therefore, vanishes in this interval and becomes negative to the left of . ∎
We now conclude the proof of existence. We have two non-empty, open sets and , which are disjoint. So there must exist at least one positive value of , which lies in neither nor . The solution corresponding to such a is then finite and positive for all . If such a solution were to decay to zero as , then it would be oscillatory in this asymptotic limit (see Equation (2.3)), thus vanishing at some point and contradicting the fact that . Therefore, we conclude that as . So is a Hastings-McLeod-type solution.
4.2. Uniqueness
We now give the argument for uniqueness to complete the proof of Theorem 4.2.
Lemma 4.10.
Let be an odd integer. Suppose and are Hastings-Mcleod-type solutions with , then for all .
Proof.
Note that the asymptotic behaviour as implies that for sufficiently large . If the assertion of the lemma fails to hold, then there exists such that , while on . For this to occur, we must have .
Define the energy function
(4.5) |
From , it follows that
(4.6) |
From Equation (4.5), we have
(4.7) |
which implies .
Using Equation (4.6), implies that . We proceed to integrate the autonomous inequality over the interval , where , giving
(4.8) |
However, for sufficiently large we have , and we already deduced that . These observations contradict the inequality (4.8). Therefore, cannot exist and the desired result follows. ∎
Lemma 4.11.
Let be an odd integer. Suppose and are Hastings-Mcleod-type solutions. Then .
Proof.
Suppose . Without loss of generality, we assume . As in the proof of Proposition 3.7, we can appeal to another theorem of Olver [25, Theorem 2.1, p.193] to show that satisfies
(4.9) |
for some constants and , where , for sufficiently large , . Olver’s theorem also states that the behaviour (4.2) is twice differentiable. However, this contradicts the assumed asymptotic behaviour , given in (3.2) unless .
Suppose . Then we use the differentiability of the result (4.2) to obtain
For sufficiently large , , recalling that is an odd integer and , this asymptotic behaviour is negative. However, we showed in the previous lemma that is positive for sufficiently large positive and that for all , which is a contradiction. Therefore, we must have .
It follows that for sufficiently large real , with . This contradicts the result of Lemma 4.10 unless . ∎
This completes our proof of uniqueness of the Hastings-McLeod type solution.
Remark 4.12.
Consider the behaviours of depending on the parameter . For odd , suppose is the unique value for which is the Hastings-Mcleod-type solution. Using the same argument as in Lemma 4.10, we may show that implies for all . So for , we have a family of bounded solutions on the real-line; these solutions have oscillatory asymptotic behaviour given by Equation (2.3). On the other hand, when , we have solutions which are positive and convex for all , becoming singular at some finite point as decreases.
5. Conclusion
In this paper, we investigated a family of nonlinear ODEs, parameterised by , which are perturbations of the second Painlevé equation. We showed how such equations arise in an application, specifically, in a mathematical model of electro-diffusion. Our main results show that the perturbed equation possesses solutions that are natural generalisations of two celebrated solutions of .
We found that the perturbed equation always has solutions which we call tritronqueé, first described by Boutroux for . These solutions are asymptotic to a power-series expansion in a surprisingly broad annular region of the complex plane, near infinity. Furthermore, if our integer parameter is odd, has a solution analogous to the famous Hastings-McLeod solution of . The Hastings-McLeod-type solution is holomorphic, real-valued and positive on the entire real-line, with known asymptotic behaviour in either direction.
These results naturally give rise to similar questions about perturbations of other Painlevé equations. They suggest that certain behaviours, important in applications, are preserved by classes of perturbations.
Appendix A Physical application of the perturbed equation
This section shows how arises in Bass’ electro-diffusion model [4] under a small change in the physical setting. Specifically, we allow particle flux to be non-constant.
Assume that and represent the respective (dimensionless) concentrations of two ionic species with equal and opposite charge, while represents the (dimensionless) induced electric field. The following coupled nonlinear ODEs govern the model of electro-diffusion:
(A.1) | ||||
(A.2) | ||||
(A.3) |
where is a constant, the terms arise due to Fick’s law’s standard passive diffusion process, and we note that is proportional to the ratio between the species flux in the -direction, , and the species diffusivity, .
In the original model, is constant in due to the conservation of mass in a strictly one-dimensional setting. However, we consider the possibility that may undergo small amounts of variation, as the species may fluctuate in other spatial dimensions. However, we assume is constant.
Consider as a perturbative series, whereby is polynomial in and constant at leading order. For now, consider a linear correction term. Furthermore, we shall consider a somewhat simplified case whereby , so we have
(A.4) |
Then by adding Equations (A.1) and (A.2), and applying Equation (A.3), the result is
(A.5) |
Upon integrating Equation (A.5) and disregarding the constant of integration, we have
(A.6) |
Meanwhile, by differentiating Equation (A.3), and then applying Equations (A.1) and (A.2), we obtain
(A.7) |
Hence, by combining Equations (A.6) and (A.7), we obtain
(A.8) |
Equation (A.8) is a nonlinear ODE which governs the induced electric field as a function of and is similar in form to with . Adding higher degree correction terms in Equation (A.4) would correspond to a higher degree polynomial in the coefficient of , that is,
The presence of such higher degree () terms in the coefficient function motivates the study of our perturbed form of .
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