Uniform estimates on the Fisher information for solutions to Boltzmann and Landau equations
Ricardo J. Alonso, V\'eronique Bagland, Bertrand Lods

TL;DR
This paper establishes uniform propagation of Fisher information for solutions to the Boltzmann and Landau equations under minimal regularity assumptions, using explicit bounds and diffusion properties.
Contribution
It provides new uniform estimates on Fisher information for these equations, enhancing understanding of solution regularity and tail behavior.
Findings
Uniform Fisher information propagation for Boltzmann and Landau solutions
Explicit pointwise lower bounds on Boltzmann solutions
Emergence and propagation of exponential tails for gradients
Abstract
In this note we prove that, under some minimal regularity assumptions on the initial datum, solutions to the spatially homogenous Boltzmann and Landau equations for hard potentials uniformly propagate the Fisher information. The proof of such a result is based upon some explicit pointwise lower bound on solutions to Boltzmann equation and strong diffusion properties for the Landau equation. We include an application of this result related to emergence and propagation of exponential tails for the solution's gradient. These results complement estimates provided in the literature.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsGas Dynamics and Kinetic Theory · Numerical methods in inverse problems · Advanced Mathematical Modeling in Engineering
Uniform estimates on the Fisher information for solutions to Boltzmann and Landau equations
Ricardo J. Alonso
Departamento de Matemática, PUC-Rio, Rua Marquês de São Vicente 225, Rio de Janeiro, CEP 22451-900, Brazil.
,
Véronique Bagland
Université Clermont Auvergne, LMBP, UMR 6620 - CNRS, Campus des Cézeaux, 3, place Vasarely, TSA 60026, CS 60026, F-63178 Aubière Cedex, France.
and
Bertrand Lods
Università degli Studi di Torino & Collegio Carlo Alberto, Department of Economics and Statistics, Corso Unione Sovietica, 218/bis, 10134 Torino, Italy.
Abstract.
In this note we prove that, under some minimal regularity assumptions on the initial datum, solutions to the spatially homogenous Boltzmann and Landau equations for hard potentials uniformly propagate the Fisher information. The proof of such a result is based upon some explicit pointwise lower bound on solutions to Boltzmann equation and strong diffusion properties for the Landau equation. We include an application of this result related to emergence and propagation of exponential tails for the solution’s gradient. These results complement estimates provided in [23, 25, 14, 22].
Keywords. Boltzmann equation, Landau equation, Fisher information, propagation of regularity.
MSC. 35Q20, 82C05, 82C22, 82C40.
1. Introduction
The Fisher information functional was introduced in [17]
[TABLE]
as a tool in statistics and information theory. It revealed itself a very powerful tool to control regularity and rate of convergence for solutions to several partial differential equations. In particular, in the study of Fokker-Planck equation, the control of the Fisher information along the Orstein-Uhlenbeck semigroup is the key point for the exponential rate of convergence to equilibrium [12] in relative entropy terms. Variants of such an approach can be applied to deal with more general parabolic problems [13]. For these kind of problems, the Fisher information turns out to play the role of a Lyapunov functional.
Such techniques have also been applied in the context of general collisional kinetic equation. In particular, for the Boltzmann equation with Maxwell molecules, exploiting commutations between the Boltzmann collision operator and the Orstein-Uhlenbeck semigroup, the Fisher information serves as a Lyapunov functional for the study of the long time relaxation [21, 10]. In [8, 9, 25], the Fisher information was applied for general collision kernels in relation to the entropy production bounds for the Boltzmann equation. Later in [26], ground breaking work related to the Cercignani’s conjecture was made using the Fisher information and the ideas preceding such work.
The aim of the present contribution is to further investigate the properties of Fisher information along solutions to two important kinetic equations: the Boltzmann equation for hard potentials, under cut-off assumption, and the Landau equation for hard potentials. More specifically, we show here that, along solutions to Boltzmann or Landau equations for hard potentials, the Fisher information will remain uniformly bounded
[TABLE]
under minimal assumption on the initial datum. For the Boltzmann equation, this improves, under less restrictive conditions, the local in time estimate obtained in [25] which reads
[TABLE]
Notice that such a bound (1.2) generalizes to hard potentials model the estimates given in [10] relative to propagation of smoothness. For solutions to the Landau equation, it has been proved that, in the case of Maxwellian molecules, the Fisher information is nondecreasing [24] as well.
As an application of the uniform propagation of the Fisher information, one can deduce that, for any ,
[TABLE]
in a relatively simple manner (relatively to [5] for example). The techniques to prove the bound (1.2) differ completely for the study of Boltzmann and Landau equations. For the Boltzmann equation, we exploit the appearance of pointwise exponential lower bounds for solutions obtained in [20] whereas, for the Landau equation, we use the instantaneous regularizing effect to control, for time the Fisher information by Sobolev regularity bounds while, for small time , the Fisher information is controlled thanks to new energy estimates for solutions to the Landau equation.
1.1. Notations
Let us introduce some useful notations for function spaces. For any and , we define the space through the norm
[TABLE]
i.e. where, for , . We also define, for ,
[TABLE]
with the usual norm,
[TABLE]
where, for any multi-index , and We set and also define as
[TABLE]
1.2. The Boltzmann equation
Let us now enter into the details by considering the solution to the Boltzmann equation
[TABLE]
We consider kernels satisfying , thus, it is possible to write the collision operator in gain and loss operators
[TABLE]
where the collision operator is given by
[TABLE]
We will consider hard potentials . Also, for technical simplicity, we restrict ourself to .
Theorem 1.1**.**
(Uniform propagation of the Fisher information) Let be the angular scattering kernel, and . Assume also that the initial datum satisfies
[TABLE]
for some , , and
[TABLE]
Then, the unique solution of (1.3) satisfies
[TABLE]
for some positive constant depending on and the -norm of
Remark 1.1**.**
For the result holds for for any and . Of course, must be finite and we must have .
Remark 1.2**.**
If the reader is willing to accept more regularity in the initial data, say for some , then Theorem 1.1 remains valid for using the propagation of regularity given in [5] and the control of the Fisher information using the norm, see [22, Lemma 1].
1.3. The Landau equation
As mentioned earlier, we also investigate the case of solutions to the homogeneous Landau equation. Recall that such an equation reads
[TABLE]
The collision operator is defined as
[TABLE]
where the matrix is given by
[TABLE]
We concentrate the study in the hard potential case . We refer to [14] for a methodical study of the Landau equation in this setting. The Landau equation can be written in the form of a nonlinear parabolic equation:
[TABLE]
where the matrix and the vector are given by
[TABLE]
The minimal conditions that will be required on the initial datum are finite mass, energy and entropy
[TABLE]
For technical reasons, to assure conservation of energy, a moment higher than 2 is assumed as well. In this situation, [14, Proposition 4] asserts that the equation is uniformly elliptic, that is,
[TABLE]
for some positive constant Under these assumptions, the Cauchy theory, including infinite regularization and moment propagation, has been developed in [14, 15]. As in the Boltzmann case, the Fisher information have been used for the analysis of convergence towards equilibrium, see for instance [15, 22, 23], and also for analysis of regularity, see [16]. The idea is to establish an inequality of the form
[TABLE]
with constant depending only on , which are the physical conserved quantities, and where denotes the entropy production associated to , i.e.
[TABLE]
Since, along solutions to the Landau equation it holds that
[TABLE]
such inequality leads to estimate on the time integrated Fisher information. Then, one uses Sobolev inequality to obtain control on the entropy or a higher norm.
For the Fisher information itself, at least for the hard potential case, the following result follows.
Theorem 1.2**.**
Assume that the initial datum has finite mass , energy and entropy and satisfies in addition
[TABLE]
for some . Assume moreover that Then, there exists a weak solution to (1.4) with initial datum satisfying
[TABLE]
where the constant depends on , the quantities in (1.7), and the initial Fisher information.
Remark 1.3**.**
If we also assume that with then there exists a unique weak solution to (1.4) with initial datum (see [14, Theorem7]. Consequently, Theorem 1.2 is valid for any weak solution to (1.4) with initial datum .
The rest of the document is divided in three sections, Section 2 is devoted to the proof of Theorem 1.1 and Section 3 is concerned with the proof of Theorem 1.2. The final section is an Appendix where the reader will find helpful facts about Boltzman (Appendix A.) and Landau (Appendix B.) equations that will be needed along the arguments.
2. Proof of Theorem 1.1
In order to prove Theorem 1.1, we consider in all this section a solution to the Boltzmann equation (1.3) that conserves mass, momentum, and energy. One has first the following lemma.
Lemma 2.1**.**
The Fisher information of satisfies
[TABLE]
Proof.
One first notices that satisfies
[TABLE]
Multiplying by and integrating over we get
[TABLE]
Noticing that
[TABLE]
and
[TABLE]
we get that
[TABLE]
Using an integration by part in the third integral, and since , this results easily in
[TABLE]
which yields the desired result after adding in . ∎
All terms in (2.1) are relatively easy to estimate with exception, perhaps, of the term involving .
Lemma 2.2**.**
Let be a sufficiently smooth solution of the Boltzmann equation. Then, for any
[TABLE]
where c_{\varepsilon}(t):=C_{\varepsilon}\big{(}1+\log^{+}(1/t)\big{)} for some universal constant , and
[TABLE]
Proof.
Using Theorem A.1, we get that
[TABLE]
Thus,
[TABLE]
Using the interpolation
[TABLE]
for constant , we get that for ,
[TABLE]
This results in
[TABLE]
Now, using Theorem A.4 we can estimate the last term and get
[TABLE]
with and as defined in the statement of the lemma. ∎
Proof of Theorem 1.1.
We start with (2.1) and neglect the nonpositive last term in the right side. It follows that
[TABLE]
Additionally, thanks to (A.1), one has . And due to integration by parts and (A.2)
[TABLE]
Therefore,
[TABLE]
where we used, in addition to previous estimates, Lemma 2.2 for the second inequality. Here , and are those defined in such lemma.
Under our assumptions on and for a suitable choice of small enough, the and norms of are uniformly bounded, see Theorems A.2 and A.5. Thus, we obtain that, for such choice of , it holds
[TABLE]
Using that the mapping is integrable at , a direct integration of this differential inequality implies that . This proves the result. ∎
A consequence of this result is the exponentially weighted generation/propagation of the solution’s gradient. Indeed, one knows thanks to [2] that for some sufficiently small and constant depending only on mass and energy. Then,
[TABLE]
3. Proof of Theorem 1.2
In this section, we prove the uniform in time estimate on the Fisher information for solution to the Landau equation. The strong diffusion properties of Landau make the Fisher information more suited to this equation than to Boltzmann.
We assume in all this section that is a solution to (1.5) with initial datum with mass , energy . We also assume that has finite entropy . We shall exploit the parabolic form of the Landau equation that we recall here again
[TABLE]
for symmetric positive definite matrix and vector. Recall that, according to (B.1), the matrix is uniformly elliptic, i.e.
[TABLE]
Multiplying the equation by and integrating
[TABLE]
We recall, see (B.2), that
[TABLE]
and, using (B.1)
[TABLE]
As a consequence,
[TABLE]
Integrating in time
[TABLE]
Since
[TABLE]
we just proved the first part of the following proposition.
Proposition 3.1**.**
For a solution to the Landau equation one has
[TABLE]
Moreover, given and , if we assume the initial datum to be such that
[TABLE]
then
[TABLE]
for some positive constant depending on the mass , the energy , the entropy and the quantities (3.3).
Proof.
We already proved (3.2), it remains to prove the weighted Fisher information statement. For this, we multiply (3.1) by and, integrating over we obtain
[TABLE]
Note that integrations by parts lead to
[TABLE]
The latter inequality follows by using (B.1) and the fact that
[TABLE]
Similarly,
[TABLE]
We control the integral with using Lemma B.4 with small enough. It follows that
[TABLE]
for some positive constant depending only on for some arbitrary . Integrating between [math] and the previous equation, we get
[TABLE]
The first integral in the left-hand side has no sign but it can be handled thanks to (B.3). The result follows from here using propagation of the moment . ∎
One notices that, for solutions of the Landau equation for hard potentials, the Fisher information emerges as soon as . This result immediately follows from the following lemma.
Lemma 3.1**.**
Let be the weak solution to (1.4) with initial datum given by [14, Theorem 5]. For any , there is depending only on and such that
[TABLE]
Proof.
The result is a direct consequence of the following link between the Fisher entropy and weighted Sobolev norm, see [22, Lemma 1] and [14, Theorem 5]: there is such that
[TABLE]
We conclude then with Lemma B.3.∎
With this result at hand, it remains to study the question about the behaviour of the Fisher information at . To this end, we prove the following lemma.
Lemma 3.2**.**
Let be a solution to (3.1) with initial datum with mass energy and entropy satisfying (1.7). Introduce for
[TABLE]
Then, there exist and depending only on and the quantities (1.7) such that
[TABLE]
Proof.
With the notations of the lemma and recalling that is symmetric, one can compute
[TABLE]
We also have
[TABLE]
As a consequence, after some integration by parts, the Dirichlet terms are computed as
[TABLE]
Here is the unique positive definite symmetric square root of . In addition,
[TABLE]
Consequently, we can find an energy estimate for . Indeed, multiplying the Landau equation (3.1) by , differentiating in , multiplying by and integrating in velocity, it follows that
[TABLE]
We proceed estimating each term, starting for the absorption term
[TABLE]
For the latter two terms we use Young’s inequality with to obtain
[TABLE]
We recall that , therefore,
[TABLE]
Also, . As a consequence,
[TABLE]
This gives the result.∎
Proof of Theorem 1.2.
For short time, say , integrate (3.5) in time and use Proposition 3.1 with . Then, we can invoke Lemma 3.1 with to estimate for ∎
3.1. Exponential moments for the Landau equation
In [14, Section 3] emergence and propagation of polynomial moments have been obtained for the Landau equation and, more recently [11, Section 3.2] develops the propagation of exponential moments for soft potentials. The starting point is the weak formulation for the equation
[TABLE]
Exponential moments can be easily studied in a similar fashion by choosing with positive parameters to be determined. We note that, for such a choice,
[TABLE]
Thus, resuming the computations given in [14, pg. 201] one gets
[TABLE]
At this point, we choose and thanks to the Young inequality , we have
[TABLE]
Thus, using Lemma B.2, we get
[TABLE]
where depends on . Meanwhile,
[TABLE]
This proves a propagation result for exponential moments.
Proposition 3.2**.**
Fix and assume that belongs to . Then, for the solution of the Landau equation with initial datum given by [14, Theorem 5] there exists some such that
[TABLE]
Fix , , and assume that . Then, for the solution of the Landau equation with initial datum given by [14, Theorem 5] it follows that
[TABLE]
Proof.
For the emergence of the exponential tail we assume and take with and to be chosen. We repeat the steps leading to estimate (3.7) to obtain
[TABLE]
The constant depends on whereas is given by
[TABLE]
Similarly to the Boltzmann equation, one can prove with the techniques given in [14, Section 3] that . Therefore, choosing
[TABLE]
we guarantee that . Thus,
[TABLE]
where the radius is independent of time. Therefore,
[TABLE]
This proves the generation of the exponential tail. ∎
As previously expressed for the Boltzmann equation, the propagation/generation of the Fisher information and the exponential moments imply the propagation/generation of the exponential moments for the gradient of solutions. For any
[TABLE]
Appendix A Regularity estimates for the Boltzmann equation
We include here some classical results in the theory of the homogeneous Boltzmann equation. We use them in the core of this note.
Theorem A.1**.**
Let be the scattering kernel and . Let be the initial data. Then, the unique solution to (1.3) satisfies: for any there exists such that
[TABLE]
Proof.
The proof relies on [20, Theorem 1.1 & Lemma 3.1] and follows after keeping track of the time dependence of the constants involved. A similar argument was made to prove [1, Theorem 3.5]. ∎
Theorem A.2**.**
(See [27, Theorem 4.2] and [2, Lemma 8]) Let be the scattering kernel, , and assume . Then, for every there exists a constant depending only on , and the initial mass and energy of , such that
[TABLE]
If, in addition, then
[TABLE]
for some constant depending only on , the mass and energy of , and .
Lemma A.1**.**
Let be the scattering kernel and . Let , with , be such that for some
[TABLE]
Then, there exists depending on and such that
[TABLE]
Moreover,
[TABLE]
Proof.
The lower bound (A.1) has been established in [5, Lemma 2.1]. Let us focus on the second point by directly computing
[TABLE]
Since , we get
[TABLE]
For the last inequality we used the Sobolev embedding valid for . ∎
Theorem A.3**.**
(See [3, Corollary 1.1] and [19, Theorem 4.1]) Let be the scattering kernel and . For a fixed assume that
[TABLE]
Then,
[TABLE]
Theorem A.4**.**
(See [7, Theorem 2.1] and [19, Theorem 3.5]) Let be the scattering kernel and . Then, for all and all , it holds
[TABLE]
for some positive constant depending only on the dimension .
Theorem A.5**.**
(See [19, Theorem 4.2]) Let be the scattering kernel and . Let and assume that the initial datum satisfies
[TABLE]
Then, the unique solution to (1.3) with initial condition satisfies
[TABLE]
Proof.
Set so that . Applying the inner product of such equation with and integrating over we get that
[TABLE]
Notice that
[TABLE]
so that, after using (A.1),
[TABLE]
Thus,
[TABLE]
Since
[TABLE]
we estimate this last integral as
[TABLE]
Using (A.4) and Theorem A.4 in (A.3), we obtain that
[TABLE]
Thus, since
[TABLE]
according to Theorems A.2 and A.3 and our hypothesis on , it follows that
[TABLE]
which readily gives that
[TABLE]
This together with the propagation of proves the result. ∎
Appendix B Regularity estimates for the Landau equation
We collect here known results, extracted from [14] about the regularity of solutions to the Landau equation (1.5). We begin with classical estimate related to the matrix . For , we recall that
[TABLE]
and introduce
[TABLE]
For any , we define then the matrix-valued mapping and the vector-valued mapping with
[TABLE]
One has the following [14, Proposition 4]:
Lemma B.1**.**
There is a positive constant depending only on such that
[TABLE]
for any nonnegative satisfying and .
Assume that , then there exists a positive constant depending on and such that
[TABLE]
Remark B.1**.**
Notice that
[TABLE]
since .
Here, will denote a weak solution to (1.5) associated to an initial datum with mass energy and entropy . One has then the following result about propagation and appearance of moments, see [14, Theorem 3].
Lemma B.2**.**
For any ,
[TABLE]
Moreover, for any and any there exists depending only on and such that
[TABLE]
We have then the following result about instantaneous appearance and uniform bounds for regularity, see [14, Theorem 5].
Lemma B.3**.**
For any , any integer and , there exists a constant depending only on and such that
[TABLE]
We end this section with a simple estimate for integral of the type
[TABLE]
yielding to estimate (3.4). Set, for notational simplicity,
[TABLE]
Let us emphasize that, contrary to the previous results of this appendix, in the following lemma, is arbitrary and the function does not denote any more a solution to the Landau equation.
Lemma B.4**.**
For any and any , there exists such that
[TABLE]
Furthermore, for any and any , there exist and such that
[TABLE]
Proof.
Given , we denote by
[TABLE]
We set , so that
[TABLE]
Given , set now . If , then and
[TABLE]
Now, since for any , we get
[TABLE]
which gives (B.3). Now, setting , one sees that
[TABLE]
since We can invoke now the Euclidian logarithmic Sobolev inequality [18, Theorem 8.14]
[TABLE]
to obtain, observe that ,
[TABLE]
Furthermore, there exists such that
[TABLE]
from which we get the result. ∎
The reference list from the paper itself. Each links out to its DOI / PubMed record.
- 1[1] R. Alonso, V. Bagland, & B. Lods Convergence to self-similarity for ballistic annihilation dynamics, https://arxiv.org/abs/1804.06192 , 2018.
- 2[2] R. Alonso, J. A. Cañizo, I. M. Gamba & C. Mouhot, A new approach to the creation and propagation of exponential moments in the Boltzmann equation, Comm. Partial Differential Equations , 38 (2013) 155–169.
- 3[3] R. Alonso, E. Carneiro, & I. M. Gamba, Convolution inequalities for the Boltzmann collision operator, Com. Math. Phys. , 298 (2010) 293–322.
- 4[4] R. Alonso & I. M. Gamba , Gain of integrability for the Boltzmann collisional operator, Kinet. Relat. Models 4 (2011) 41–51.
- 5[5] R. Alonso, I. M. Gamba & M. Tasković , Exponentially-tailed regularity and time asymptotic for the homogeneous Boltzmann equation, https://arxiv.org/abs/1711.06596 v 1 , 2017.
- 6[6] R. Alonso & B. Lods, Free cooling and high-energy tails of granular gases with variable restitution coefficient, SIAM J. Math. Anal. 42 (2010) 2499–2538.
- 7[7] F. Bouchut & L. Desvillettes, A proof of the smoothing properties of the positive part of Boltzmann’s kernel, Revista Mat. Iberoam. 14 (1998) 47–61.
- 8[8] E.A. Carlen & M.C. Carvalho, Strict entropy production bounds and stability of the rate of convergence to equilibrium for the Boltzmann equation, J. Stat. Phys. , 67 (1992) 575–608.
