Global Semiclassical Limit from Hartree to Vlasov Equation for Concentrated Initial Data
Laurent Lafleche

TL;DR
This paper establishes a rigorous, quantitative connection between the quantum Hartree equation and the classical Vlasov equation in higher dimensions, including Coulomb interactions, for highly concentrated initial states.
Contribution
It provides the first global-in-time semiclassical limit results for singular potentials like Coulomb, with explicit bounds and conditions on initial data concentration.
Findings
Quantitative bounds on moments of solutions
Global-in-time convergence results
Analysis of dispersion effects on spatial density
Abstract
We prove a quantitative and global in time semiclassical limit from the Hartree to the Vlasov equation in the case of a singular interaction potential in dimension , including the case of a Coulomb singularity in dimension . This result holds for initial data concentrated enough in the sense that some space moments are initially sufficiently small. As an intermediate result, we also obtain quantitative semiclassical bounds on the space and velocity moments of even order and the asymptotic behavior of the spatial density due to dispersion effects.
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Taxonomy
TopicsGas Dynamics and Kinetic Theory · Advanced Mathematical Physics Problems · Spectral Theory in Mathematical Physics
Global Semiclassical Limit from Hartree to Vlasov Equation for Concentrated Initial Data
Laurent Lafleche1,2
Abstract.
We prove a quantitative and global in time semiclassical limit from the Hartree to the Vlasov equation in the case of a singular interaction potential in dimension , including the case of a Coulomb singularity in dimension . This result holds for initial data concentrated enough in the sense that some space moments are initially sufficiently small. As an intermediate result, we also obtain quantitative bounds on the space and velocity moments of even order and the asymptotic behavior of the spatial density due to dispersion effects, uniform in the Planck constant .
Key words and phrases:
Hartree equation, Nonlinear Schrödinger equation, Vlasov equation, Coulomb interaction, gravitational interaction, semiclassical limit.
2010 Mathematics Subject Classification:
82C10, 35Q41, 35Q55 (82C05,35Q83).
1CEREMADE, UMR CNRS 7534, Université Paris-Dauphine, PSL Research University, Place du Maréchal de Lattre de Tassigny, 75775 Paris cedex 16 France, [email protected]
2CMLS, École polytechnique, CNRS, Université Paris-Saclay, 91128 Palaiseau cedex, France
Table of Contents
1. Introduction
The equation governing the dynamics of a large number of interacting particles of density in the phase space is the Vlasov equation
[TABLE]
where is the force field corresponding to the mean field potential given by
[TABLE]
where we denote by the spatial density and by the pair interaction potential between two particles at distance .
The counterpart of the Vlasov equation in quantum mechanics is the Hartree equation
[TABLE]
where is a self-adjoint Hilbert-Schmidt operator called the density operator and the Hamiltonian is defined by
[TABLE]
In this formula, the potential is defined by where the spatial density is defined as the diagonal of the kernel of the operator , i.e. .
In this paper, we study in a quantitative way the limit when of the Hartree equation which is known to converge to the Vlasov equation. The question of the derivation of this equation from the quantum mechanics is a very active topic of research. Non-constructive results in weak topologies have indeed already been proved, including the case of Coulomb interactions, starting from the work of Lions and Paul [36] and Markowich and Mauser [39]. See also [32, 23, 31, 2, 1].
Some more precise quantitative results have also more recently been proved for smooth forces which are always at least Lipschitz in [6, 3, 4, 12, 26]. In [27], Golse and Paul introduce a pseudo-distance on the model of the Wasserstein-(Monge-Kantorovitch) between classical phase space densities and quantum density operators to get a rate of convergence for the semiclassical limit for Lipschitz forces. This strategy has been used in the recent paper [35] of the present author to extend this result to more singular interactions, but only up to a fixed time in the case of potentials with a strong singularity such as the Coulomb interaction.
We also mention the work of Porta et al [48] and Saffirio [50] about the question of the mean-field limit for the Schrödinger equation to the Hartree equation for Fermions since this limit is coupled with a semiclassical limit. Results are proved for the Coulomb interaction under assumptions of propagation of regularity along the Hartree dynamics which is still an open problem. Other results about the mean-field limit can be found in [10, 20, 9] where non-quantitative results are established for the Coulomb potential, and more precise limits can be found in [49, 47, 26, 40, 27, 29, 30] for Bosons and in [22, 21, 13, 11, 7, 45, 48, 44] for Fermions.
Here, we extends the results of [35] by proving a global in time semiclassical limit under a smallness condition of space moments. We first prove a global in time bound on some modified space moments, from which we obtain the propagation of space and velocity moments. The same kind of results were already known for (see Remark 1.4), and the main novelty is the fact that the bounds we prove are uniform in . The bound on the velocity is then sufficient to use the theory already used in the above mentioned paper to get a global bound on the spatial density and the quantitative semiclassical limit in the quantum Wasserstein pseudo-distance.
The fact that the time decay due to the dispersion properties gives global estimates for the Vlasov equation was already used in [8]. The modified space moments of order are linked to a Lyapunov functional reminiscent of the conservation of energy, see [43, 19]. The propagation of modified space moments was investigated further in [16, 41, 42].
1.1. Main results
We adopt the same notational conventions as in [35]. In particular, denotes the weak Lebesgue spaces of functions on and we define the quantum version of the phase space Lebesgue and weighted Lebesgue spaces as
[TABLE]
where denotes the set of bounded linear operators on and denotes the trace. We also define the quantum probability measures by
[TABLE]
Moreover, in order to ensure well-posedness
We will denote by the quantum impulsion, which is an unbounded operator on , and by the common total mass of the densities in both the quantum and the classical setting
[TABLE]
Our first result states that if the spatial density is concentrated enough, then the Eulerian moments are bounded globally in time.
Theorem 1**.**
Let , , and define . Assume
[TABLE]
and let be a solution of the Hartree equation with initial condition
[TABLE]
Then there exists an explicit constant depending on , , , and not on , such that if
[TABLE]
then
[TABLE]
uniformly in .
Remark 1.1**.**
The theorem applies in particular in the case of interaction kernels with a singularity like the Coulomb interaction. For example for any
[TABLE]
An other interesting case of application is the case of the Yukawa potential that is commonly used as an approximation in the case when there are particles with positive and negative charge, and which is of the form
[TABLE]
where is the Debye length, which represents the characteristic size of the interaction.
Remark 1.2**.**
An other good example of potentials verifying the assumptions of the theorem are potentials of the form
[TABLE]
with when . In dimension , and , one can even better take respectively , and . Of course, regular potentials also enter the scope of this first theorem as long as they decay sufficiently at infinity, so that we can take for example
[TABLE]
for any .
Remark 1.3**.**
Since , it is an Hilbert-Schmidt operator that can be written as a integral operator of kernel and it can also be diagonalized by the spectral theorem. Hence, we can write for any
[TABLE]
where with is an orthogonal basis. The space density can then be written
[TABLE]
and the space moments
[TABLE]
For even integers , the velocity moments can be written
[TABLE]
Remark 1.4**.**
Notice that the existence theory for both Hartree and Vlasov equations is already quite well understood, see for example [24, 25, 33, 14, 34, 15] for the Hartree equation and [37, 51, 46] for the Vlasov equation. For more singular potentials than the Coulomb potential, remark that by the real interpolation definition of Lorentz spaces, our hypothesis (1) on implies
[TABLE]
where one can take since . Moreover, by Sobolev embeddings, since ,
[TABLE]
and also with when , since . Therefore, our assumptions implies hypotheses (90) and (91) in [36] and so the existence of solutions for both equations. Remark that, as in our previous paper [35], we are not trying to prove here the propagation of regularity for . In particular the global in time propagation for of the multi-Sobolev norms defined by Formula (5) is proved in [15, Appendix] in the case of the Coulomb potential, where they are denoted by for . The same analysis can be performed for our class of potentials. Thus, since we assume initially bounded velocity moments of order , this implies that our solutions will always satisfy but with a bound a priori not uniform in . Hence, the difficulty lies in the fact to obtain independent bounds, which prevent for example to estimate separately each part of the commutator appearing in Hartree equation.
We can state the analogue of this theorem for solutions of the Vlasov equation
Proposition 1.1**.**
Let , , and assume verifies Condition (1). Let be a solution of the Vlasov equation with nonnegative initial condition
[TABLE]
Then there exists an explicit constant such that if
[TABLE]
then
[TABLE]
Remark 1.5**.**
For the Vlasov equation, contrarily to the Hartree equation, we generally not have strong solutions in our setting (the velocity moments are not derivatives in the classical case). However, we still have global existence of renormalized solutions (see [17, 18]).
We can use the first theorem to obtain good estimates on the space and velocity moments and on the spatial density that do not depend on .
Theorem 2**.**
Let , , and assume
[TABLE]
and let be a solution of the Hartree equation with initial condition
[TABLE]
for a given even integer . Then there exists a constant depending on , , , and such that if
[TABLE]
then there exists and depending on the initial conditions such that
[TABLE]
where and . Moreover, if is sufficiently small, then we can get more precise estimates
[TABLE]
where .
We can once more state the analogue result for the Vlasov equation.
Proposition 1.2**.**
Let , , and assume verifies (6). Let be a solution of the Vlasov equation with nonnegative initial condition
[TABLE]
for a given even integer . Then there exists such that if
[TABLE]
then there exists and depending on the initial conditions such that
[TABLE]
where . As in the previous theorem, one can take and if the initial space moments of order are small.
Before stating the result about the semiclassical limit, we recall the definition of the semiclassical Wasserstein-(Monge-Kantorovitch) distance introduced by Golse and Paul in [27]. We say that is a semiclassical coupling between a classical kinetic density and a density operator and we write when
[TABLE]
Then we define the semiclassical Wasserstein-(Monge-Kantorovich) pseudo-distance in the following way
[TABLE]
where , and . This is not a distance but it is comparable to the classical Wasserstein distance between the Wigner transform of the quantum density operator and the normal kinetic density, in the sense of the following theorem.
Theorem 3** (Golse & Paul [27]).**
Let and be such that
[TABLE]
Then one has and for the Husimi transform of , it holds
[TABLE]
See [28] for more results about this pseudo-distance and the definition of the Husimi transform.
Our last theorem uses these results to obtain the semiclassical limit. We also recall the following theorem which will gives us our assumptions on the classical solution of the Vlasov equation.
Theorem 4** (Lions & Perthame [37], Loeper [38]).**
Assume verify
[TABLE]
and for all ,
[TABLE]
Then there exists a unique solution to the Vlasov equation with initial condition . Moreover, in this case, the spatial density verifies
Theorem 5**.**
Let and assume
[TABLE]
Let be a solution of the Hartree equation with initial condition verifying
[TABLE]
where , , and is such that
[TABLE]
Let is a solution of the Vlasov equation with initial condition verifying the hypotheses of Theorem 4 and of mass . Then there exists a constant depending on , and such that if
[TABLE]
then there exists a constant depending on the initial conditions such that
[TABLE]
where is given by (7). Again, if additionally is also sufficiently small, then one can take . Moreover, the following semiclassical estimate holds
[TABLE]
with
[TABLE]
for some constant independent from the initial conditions.
Remark 1.6**.**
Again, the additional assumption is compatible with a kernel with a Coulomb singularity in dimension such as the one given in Remark 1.1. However, higher local singularities such that the one from Equation (3) are not admissible for this result. This seems natural since even the uniqueness of solutions for the Vlasov equation is not known for such singular potentials.
Remark 1.7**.**
This theorem implies a result of convergence in the classical Wasserstein distance at a rate as soon as the quantity is initially smaller than some power of . In particular, this implies weak convergence of the Wigner transform of the solution of the Hartree equation to the solution of the Vlasov equation. Remark that by [27, Theorem 2.4], is always larger than . The fact that can be controlled by the classical Wasserstein distance up to an error term can be proved for example when the initial states are superposition of coherent states and this leads to results that can be written uniquely in term of the classical Wasserstein distance as in [35, Section 7].
2. Free Transport
We want to use the time decay properties of the kinetic free transport equation which writes for
[TABLE]
In quantum mechanics, free transport is given by the free Schrödinger equation
[TABLE]
where and which can be written with the notation . The solution corresponding to the initial condition can be written where the semigroup is given by
[TABLE]
The corresponding equation for density operators is
[TABLE]
whose solution is where the semigroup is defined by
[TABLE]
As it can be easily noticed, it holds and for any , . Moreover, a straightforward computation shows that
[TABLE]
By the spectral theory, it implies that for any nice function . By analogy, we can define the operator of translation of the impulsion by
[TABLE]
which verifies the equation
[TABLE]
and the two following relations
[TABLE]
We recall the quantum kinetic interpolation inequality that was already used in [35, Theorem 6]. For we define
[TABLE]
and for and , we define the exponent by its Hölder conjugate
[TABLE]
Then the following inequality holds
Proposition 2.1**.**
Let be such that and for a given . Then there exists such that
[TABLE]
where .
From this result, we can get an inequality with an additional time decay if we replace the velocity moments by the Eulerian moments .
Corollary 2.1**.**
Let , , and . Then
[TABLE]
Proof of Corollary 2.1.
We just remark that by Formula (20), we get
[TABLE]
Moreover, since is a unitary transformation, the following identities hold
[TABLE]
Then by the interpolation Inequality (22) we get
[TABLE]
Finally, we remark that to get the result. ∎
3. Propagation of moments
3.1. Classical case.
In this section, we define the classical Eulerian, velocity and space moments by
[TABLE]
Proposition 3.1** (Classical large time estimate).**
Let , and be a nonnegative solution of Vlasov equation. Then for any , there exists a constant such that
[TABLE]
where and .
Proof.
We write , and we compute
[TABLE]
By Hölder’s inequality, we deduce for and any
[TABLE]
where we used Hardy-Littlewood-Sobolev’s inequality with and such that
[TABLE]
Then we want to use the classical kinetic interpolation inequality which tells that for and , it holds
[TABLE]
Since
[TABLE]
we can choose and verifying (23). Take . Then and by interpolation
[TABLE]
Using the above inequality and then the interpolation inequality (24) for and yields
[TABLE]
With and by a change of variable, we get
[TABLE]
which is the expected inequality. ∎
3.2. Boundedness of Eulerian moments
We define and for
[TABLE]
We also introduce the following notations for the Eulerian, velocity and space moments
[TABLE]
as well as the corresponding moments and for . In particular, since we have
[TABLE]
we obtain with these notations , and .
3.2.1. Long time estimate
To obtain a differential inequality which will give us the long time behavior of the solution, we first need the following time dependent interpolation inequalities.
Proposition 3.2**.**
Let and and . Then for any , there exists a constant such that
[TABLE]
where
[TABLE]
Proof.
By the kinetic interpolation inequality (22),
[TABLE]
Therefore, since , by interpolation between spaces, we get
[TABLE]
where and we used the fact that . It already proves Inequality (25) for . Since , we can also bound in the following way
[TABLE]
which yields Inequality (25). To get (26), we follow the proof of Corollary 2.1. Since preserves the Schatten norms, we can write
[TABLE]
Hence, by replacing by in the kinetic interpolation inequality (22) and multiplying by , we obtain
[TABLE]
Next we remark that
[TABLE]
and we deduce Inequality (26) again by interpolation of between and and by interpolation of between and . ∎
Proposition 3.3** (Large time estimate).**
Let , and be a solution of the Hartree equation. Then for any , there exists a constant such that
[TABLE]
where and .
Proof.
We first remark that by Formula (18) and spectral theory, we deduce . Therefore by defining , by definition of
[TABLE]
Hence, by differentiating with respect to time, we obtain
[TABLE]
Then we use the operator of translation in the direction defined in (19). By formulas (20) and spectral theory, we deduce that for any , . Therefore, we deduce
[TABLE]
As it has been proved in [35, Equation (38)], this expression can be bounded in the following way
[TABLE]
where are multi-indices with and
[TABLE]
As in [35, Proof of Theorem 3, Step 2], we remark that for the exponents defined in (21) and multi-indices such that , we have
[TABLE]
Therefore, since , we can find verifying (27) and use the interpolation inequality (26) for . By the definition of and the fact that , we deduce
[TABLE]
where
[TABLE]
We conclude by recalling that since the Hartree equation preserves the Schatten norm. ∎
3.2.2. Short time estimate.
To prove the short time estimate, we will use the boundedness of and for short times to get the boundedness of . To achieve this, we first need some lemmas to bound traces expressions with products of and by and .
Lemma 3.1** (Interpolation for weighted traces).**
Let and or . Then for any operator we have the following inequalities
[TABLE]
Proof.
By our definition of the absolute value, for two positive operators we have . Therefore, the lemma follows from Hölder’s inequality for the trace and Araki-Lieb-Thirring inequality [5] since
[TABLE]
and the right-hand side here is exactly the right-hand side of Inequality (28). ∎
In the more general case of mixed product of and , for any we can define the set
[TABLE]
of operators consisting of a product of partial derivatives and multiplications by a coordinate of , and look at the following quantities
[TABLE]
We denote by . Then we have the following Lemma.
Lemma 3.2**.**
Let , and
[TABLE]
Then there exist an integer and a constant depending only on , and such that for any operator
[TABLE]
Moreover, and . This implies the fact that that for any , there exists such that
[TABLE]
Remark 3.1**.**
In the case , since , this leads to the following inequalities
[TABLE]
Remark 3.2**.**
For , by expanding with the formula
[TABLE]
using the above lemma and Young’s inequality, and replacing by , we obtain for any
[TABLE]
Proof.
The idea of the proof is to reiterate commutation of operators and Hölder’s inequality for the trace. We start with the simplest case .
Step 1. Case .
In this case it is sufficient to look at for any . By Hölder’s and Young’s inequalities, we get
[TABLE]
Step 2. Case .
Let . Since we have the following commutation relations for
[TABLE]
any commutation operation of the form (36) of two adjacent in will add a term of the form with . Therefore, we will use the notation in the following steps to denote a term of the form
[TABLE]
for some constants . Hence, we can write
[TABLE]
with such that and , where we use the multi-index notations , , and .
If , then we can write with and , so that by Hölder’s inequality
[TABLE]
where we used the inequality . If , then and . If , remark that with and , which is of the same form as the term we started from, but with . We can continue repeating this process creating in this way a sequence as long as , and with the property that is increasing and is decreasing. If the last term of this sequence verifies , then and we get
[TABLE]
where depends on .
If this is not the case, then we get , so we are in the case of terms of the form with . For such a term, we do the same reasoning as in the case but replacing the role of and . This gives us a sequence with strictly increasing, strictly decreasing and such that
[TABLE]
One more time, the last term verifies either , either , in which case we continue to create the sequence as we did for .
If the sequence never converges to , there is a periodic orbit. More precisely, since the sequence takes values in the finite set , we deduce that it will come back twice at the same point, i.e. there exists such that , and
[TABLE]
where and are such that
[TABLE]
From Inequality (37), using Young’s inequality on the first term of the right-hand side and removing on both side yields
[TABLE]
and this leads to
[TABLE]
where if and . In particular, since , we deduce that
[TABLE]
and similarly .
In all the cases, we end up with an inequality of the form
[TABLE]
where and are two increasing sequences with values in such that , and .
Step 3. Rescaling.
Replacing by for some and dividing Formula (38) by yields
[TABLE]
Taking , we arrive at the following formula
[TABLE]
from which we deduce (29). Formula (30) then follows by an induction on , Lemma 3.1 and Young’s inequality. ∎
To get a short time Eulerian moment estimate, we use [35, Theorem 3] which tells us that for any and , there exists a time
[TABLE]
and a positive constant depending on , , , , , and such that
[TABLE]
Proposition 3.4** (Short time estimate).**
Assume and let , ,
[TABLE]
and be a solution of the Hartree equation. Then for any it holds
[TABLE]
where is given by (39).
Proof.
We first remark that
[TABLE]
Therefore, recalling the notation and using the fact that commutes with , we can compute
[TABLE]
But since remains a real number, its derivative is the same as the derivative of its real part and we finally obtain
[TABLE]
This quantity can be bounded using Inequality (31), leading to
[TABLE]
Since is uniformly bounded on by the bound (40), we deduce by Gronwall’s Lemma that is also bounded uniformly on . Therefore, since , we can write on with depending only on the initial conditions. Thus, Inequality (42) implies with . Therefore, using once more Gronwall’s Lemma
[TABLE]
Finally, by Inequality (33) with , and the fact that , we obtain
[TABLE]
which yields the result. ∎
3.2.3. Global estimate.
To prove the first theorem, we will now combine the short time estimate, which tells that is not growing fast initially, with the long time estimate which works only when is not to large after a short time. Since by assumption is small initially, the combination of these estimates will give us a global bound on .
Proof of Theorem 1.
Since , we have . Thus, by Gronwall’s Lemma and Proposition 3.3, for any we obtain
[TABLE]
where
[TABLE]
Combining the above inequality with Proposition 3.4, we know that there exists such that for any and , it holds
[TABLE]
as soon as the right-hand side is positive and with . Now we choose and so that this positivity property holds. Since , we have . Thus we can define and . We remark that since
[TABLE]
Taking and , we obtain that
[TABLE]
We deduce that for any
[TABLE]
which proves the result. ∎
3.3. Application to the semiclassical limit
We fix now a solution of the Hartree equation and we assume (or equivalently, we do not write the dependence of constants that are bounded when ). We will now use the uniform in time estimate on and again the differential inequality for to obtain bounds on and .
To implement this strategy, first remark that by defining and , then as in the proof of Corollary 2.1, it holds
[TABLE]
while and are unchanged by this transformation. Similarly, we also have
[TABLE]
Expanding the right-hand side of this inequality as in Equation (32) and then using Formula (44), we obtain
[TABLE]
where . From this inequality and the result of Theorem 1, we obtain the following bounds.
Proposition 3.5**.**
Under the hypotheses of Theorem 1, it holds
[TABLE]
and for any , , where the constants involved depends on , , , , , and .
Proof.
Once again, we will proceed by induction on .
Step 1. Case .
In this case, conservation of energy together with the boundedness of the potential energy by as soon as implies that is uniformly bounded independently from and (see e.g. [35, Remark 3.1] or [36]). By Sobolev’s embedding, this is always true if . Then by Formula (41) and Inequality (34), we deduce
[TABLE]
which by Gronwall’s inequality yields
[TABLE]
where . Then, by Formula (44), we obtain
[TABLE]
from which we easily deduce that . Finally, and .
Step 2. Case .
We go back to Equation (41) which together with Inequality (29) with and the fact that by our induction hypothesis implies that
[TABLE]
with . Remark that we can replace by in Inequality (46). From Theorem 1, we know that is bounded by a constant, hence by Inequality (45), we can bound by
[TABLE]
To control , we use Inequality (29) with . Together with the the induction hypothesis on , the fact that and the fact that , we get
[TABLE]
where the second inequality follows from Young’s inequality for the product. Putting these inequalities back into Formula (47) and using again Young’s inequality, we obtain for any
[TABLE]
for some constant depending on . Together with (46) and the fact that and , this implies
[TABLE]
or equivalently, for ,
[TABLE]
with . Taking as the solution of with initial condition , we see that , hence . Therefore, up to multiplying by a constant depending on , we can keep only the biggest powers of and in if we just want to bound by above. This leads to
[TABLE]
where we used the fact that since . This implies that for any , is bounded if is bounded. However, we already know by Inequality (43) that for any for some . Therefore, taking for example , we obtain that is bounded. Therefore, is bounded for and also since
[TABLE]
The bound on is then an immediate consequence of Inequality (49) for large times and the fact that is bounded on , while the bound on is a consequence of Formula (48). ∎
Actually, it is sufficient to use the condition of smallness of moments for to get a global propagation of higher moments as soon as (which corresponds to ). This leads to the following proposition.
Proposition 3.6**.**
Under the condition of Theorem 2, and more precisely, there exists and depending on the initial conditions such that
[TABLE]
Proof of the proposition and of Theorem 2.
Since and , we can use Proposition 3.5 for , and deduce
[TABLE]
for a given . This already proves the result in the case , so that we assume now that . Then, we use Formula (44) from [35], which reads
[TABLE]
with
[TABLE]
where
[TABLE]
In particular, since , then is a non-increasing sequence and we deduce that for any , , which implies that . We then obtain Inequality (7) by Gronwall’s Lemma and by induction over . From this bound, Formula (8) about can be deduced by using again Inequality (42) and Gronwall’s Lemma. Finally, since we know by Theorem 1 that is bounded, the asymptotic behavior of in Formula (9) is a consequence of Corollary 2.1. The other inequalities follows from Proposition 3.5. ∎
Proof of Theorem 5.
The hypotheses of Theorem 2 are fulfilled with , thus we deduce the existence of nonnegative constants and such that
[TABLE]
Therefore, we can use [35, Proposition 5.3], which tells us that for any verifying , it holds
[TABLE]
where and . This proves (14). As in [27, Section 4], we then define the time dependent coupling with as the solution to the Cauchy problem
[TABLE]
with initial condition . As proved in [27, Lemma 4.2], the coupling property is preserved by the dynamics, and so . We also define with the notations of (10) the quantity
[TABLE]
so that by the definition (10) of , we have
[TABLE]
Moreover, remark that by [27, Theorem 2.4], the left-hand side here is bigger or equal to , so that . Then, as in [35, Proof of Proposition 6.3], we obtain
[TABLE]
with and with . Using the facts that and , and dividing the inequality by , this leads to
[TABLE]
Remark that the right-hand side is a Lipschitz function of . Denoting by the solution of with initial condition , we deduce by Inequality (52) and comparison of ordinary differential equations that
[TABLE]
Since is a non-decreasing function, minimizing over yields
[TABLE]
Recalling that and are bounded by above by a function of the form , we find by solving the equation that
[TABLE]
where and depend only on the initial conditions by Inequality (51). Remark that in the last case, we have , thus we obtain that . Therefore, we can summarize the inequalities for any values of by
[TABLE]
We conclude by combining this inequality with Formula (53). ∎
4. Acknowledgments
This work has been supported by Université Paris-Dauphine, PSL Research University.
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