Homogenization of linear transport equations. A new approach
Marc Briane (IRMAR)

TL;DR
This paper introduces a novel homogenization method for linear transport equations driven by bounded vector fields, extending classical ergodic assumptions to non-periodic fields in any dimension.
Contribution
It presents a new approach that replaces ergodic assumptions with compactness conditions, enabling homogenization for non-periodic vector fields in arbitrary dimensions.
Findings
Weak convergence of ps to a linear transport solution
Compactness condition substitutes classical ergodic assumptions
Applicable to non-periodic vector fields in any dimension
Abstract
The paper is devoted to a new approach of the homogenization of linear transport equations induced by a uniformly bounded sequence of vector fields , the solutions of which agree at with a bounded sequence of for some . Assuming that the sequence is compact in ( conjugate of ) for some gradient field bounded in , and that there exists a uniformly bounded sequence such that is divergence free if or is a cross product of bounded gradients in if , we prove that the sequence converges weakly to a solution to a linear transport equation. It…
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Taxonomy
TopicsAdvanced Mathematical Modeling in Engineering · Nonlinear Partial Differential Equations · Numerical methods in inverse problems
Homogenization of linear transport equations.
A new approach.
Marc Briane
Univ Rennes, INSA Rennes, CNRS, IRMAR - UMR 6625, F-35000 Rennes, France
Abstract
The paper is devoted to a new approach of the homogenization of linear transport equations induced by a uniformly bounded sequence of vector fields , the solutions of which agree at with a bounded sequence of for some . Assuming that the sequence is compact in ( conjugate of ) for some gradient field bounded in , and that there exists a uniformly bounded sequence such that is divergence free if or is a cross product of bounded gradients in if , we prove that the sequence converges weakly to a solution to a linear transport equation. It turns out that the compactness of is a substitute to the ergodic assumption of the classical two-dimensional periodic case, and allows us to deal with non-periodic vector fields in any dimension. The homogenization result is illustrated by various and general examples.
Keywords: homogenization, transport equation, dynamic flow, rectification
Mathematics Subject Classification: 35B27, 35F05, 37C10
1 Introduction
In this paper we study the homogenization of the sequence of linear transport equations indexed by ,
[TABLE]
where and with conjugate exponent . Using the DiPerna-Lions transport theory [5, Corollary II.1], if for instance is a vector field in with bounded divergence and the initial condition is in , then there exists a unique solution to equation (1.1) in .
Tartar [14] has showed that the homogenization of first-order hyperbolic equations may lead to nonlocal effective equations with memory effects, and E [6] has also obtained from the homogenization of (1.1) effective higher-order hyperbolic equations. Hence, an interesting problem consists in finding sufficient conditions for which the weak limit of the solution to equation (1.1) is still a solution to a first-order transport equation. This type of homogenization result has first been derived in dimension two by Brenier [1] and by Hou, Xin [8], assuming that where is a divergence free periodic regular vector field. These works have been extended by E [6, Sec. 5] when with divergence free both in and , and by Tassa [15] when there exists a periodic positive regular function (which is called an invariant measure for ) such that
[TABLE]
The main assumption of the periodic framework of [1, 8, 6, 15] is the ergodicity of the flow associated with (see, e.g., [13, Lect. 1], or [12, Chap. II, § 5]), namely any periodic invariant function by the flow is constant, or equivalently, for any periodic regular function ,
[TABLE]
together with in . By virtue of the Kolmogorov theorem (see, e.g., [13, Lect. 11] or [15, Sec. 2]) in dimension two with , condition (1.3) is equivalent to
[TABLE]
Here, we present a new approach which holds both in the non-periodic framework and in any dimension with a suitable vector field . The ergodic assumption (1.3) together with is now replaced by the existence of a sequence in and such that
[TABLE]
which is equivalent in the periodic case to the existence of a periodic gradient satisfying
[TABLE]
Moreover, the invariant measure of the periodic case is replaced by a sequence satisfying for some constant , and (see Remark 2.1 for an equivalent expression)
[TABLE]
The case where is only divergence free in dimension remains open. In this way the vector field is naturally associated with the vector field which induces a global rectification of the field in the direction (see Remark 2.1). Then, assuming in addition to (1.4), (1.6) that is uniformly proper (see condition (2.1) below) and converges both in and weakly in , we prove (see Theorem 2.2) that up to a subsequence converges weakly in to a solution to the transport equation
[TABLE]
where is the weak- limit of in , is the weak limit of in and the weak limit of in . Moreover, if converges strongly to in (see Remark 2.4) or converges strongly to in , then up to a subsequence converges weakly in to a solution to the transport equation
[TABLE]
The convergence of also turns out to be strong in if converges strongly to in with (see the second part of Theorem 2.2).
The compactness condition (1.4) is the main assumption of Theorem 2.2. It is equivalent to the compactness of the product which is connected to the vector field by (1.6). The examples of Section 3 show that this condition may be satisfied in quite general situations.
Section 2 is devoted to the statement of the main result and to its proof. Section 3 deals by three applications of Theorem 2.2. In Section 3.1 we study the case of a diffeomorphism on such that is compact in for some . In Section 3.2 we extend the periodic case of [1, 8, 6, 15] with and the periodic case of [2, Sec. 4] on the asymptotic of the flow associated with , in the light of Theorem 2.2 with a periodically oscillating function (see Proposition 3.1). In Section 3.3 we consider the case of a diffeomorphism which agrees at a fixed time to a flow associated with a suitable vector field (see Proposition 3.2). In this general setting assumption (1.4) holds simply when is compact in for some .
Notations
- •
denotes the canonical basis of .
- •
denotes the scalar product in and the associated norm.
- •
is the unit matrix of , and is the clockwise rotation matrix in .
- •
For , denotes the transpose of .
- •
, and denotes the average-value of a function .
- •
For any open set of and , , respectively , denotes the space of the functions with compact support in , respectively bounded in .
- •
For and , denotes the space of the -periodic functions in , and denotes the space of the -periodic functions in (i.e. in for any compact set of ).
- •
For and .
[TABLE]
- •
For in , the cross product is defined by
[TABLE]
where is the determinant with respect to the canonical basis .
- •
denotes a term which tends to zero as .
- •
denotes a constant which may vary from line to line.
2 The main result
Let , , be a sequence of vector fields in which is uniformly proper, i.e. for any compact set of there exists a compact set of satisfying
[TABLE]
and let be such that
[TABLE]
Let be a vector field in with bounded divergence and let be a positive function in satisfying for some constant ,
[TABLE]
Also assume that for with conjugate exponent , there exists a positive function in such that
[TABLE]
Finally, assume:
- •
either that there exists a constant such that
[TABLE]
- •
or the regularity condition
[TABLE]
Remark 2.1**.**
The definition (2.3) of can be also written for any dimension as the existence of gradients satisfying
[TABLE]
In dimension this is exactly the definition of the cross product (see (1.9)). In dimension this means exactly that , which is equivalent to
[TABLE]
However, in dimension condition (2.3) is stronger than divergence free.
The definition (2.3) of and the definition (2.4) of are equivalent to the global rectification of the field by the diffeomorphism
[TABLE]
in the direction with the compact range .
Then, we have the following homogenization result.
Theorem 2.2**.**
Let , let and let be a bounded sequence in . Assume that conditions (2.1) to (2.4) together with (2.5) or (2.6) hold true. Let be the solution to the transport equation (1.1) and set . Then, up to a subsequence converges weakly in to a solution to the transport equation
[TABLE]
where ( denotes the cofactors matrix)
[TABLE]
[TABLE]
Moreover, if in addition with and the sequence converges strongly to with and , then converges strongly in to the solution to the transport equation
[TABLE]
Remark 2.3**.**
If in Theorem 2.2 we assume in addition that is in and belongs to , then by virtue of [5, Corollary II.1] there exists a unique solution to the transport equation (2.10).
Remark 2.4**.**
In addition to the conditions (2.1) to (2.4) assume that converges strongly in to . Then, we have and where is the weak limit of in , which implies that equation (2.10) is equivalent to equation (2.13). Therefore, converges weakly in to a solution to the transport equation (2.13).
To prove Theorem 2.2 we need the following -estimate.
Lemma 2.5**.**
Let with bounded divergence be such that
- •
either estimate (2.5) holds true,
- •
or both conditions (2.3) and (2.6) hold true.
Then, there exists a constant such that for any with , the solution to equation (1.1) satisfies the estimate
[TABLE]
Proof of Theorem 2.2. First of all, note that by (2.3) and (2.4) we have
[TABLE]
This combined with property (2.1) and Hadamard-Caccioppoli’s theorem [3] (or Hadamard-Lévy’s theorem) implies that is a -diffeomorphism on . Moreover, since by (2.15) is positive and by (2.2) converges weakly in , by virtue of Müller’s theorem [9] weakly converges to in . Hence, passing to the limit in (2.15) together with the strong convergence (2.4) of , the weak convergence (2.12) of and the boundedness (2.3) of we get that
[TABLE]
which taking into account the continuity of and implies that in . Moreover, again by the uniform character of (2.1) is a proper mapping. Therefore, is also a -diffeomorphism on .
The weak formulation of equation (1.1) is that for any function ,
[TABLE]
Using a density argument with , we can replace the test function by for any . This combined with the divergence free of leads us to the new formulation
[TABLE]
We pass easily to the limit in the left hand-side of (2.18). The delicate point comes from the right-hand side of (2.18).
By the -estimate (2.14) of Lemma 2.5 combined with the uniform boundedness of in (2.3) there exists a subsequence, still denoted by , such that converges weakly to some function in .
Let the support of which is contained in some compact set of , and define
[TABLE]
so that . Hence, making the change of variables and using (2.9) we deduce that
[TABLE]
First, using successively the Hölder inequality combined with the -estimate (2.14), the inclusion (2.1) and the -strong convergence (2.4) of , we have
[TABLE]
which implies that
[TABLE]
Next, by the uniform convergence (2.2)
[TABLE]
Then, making the inverse change of variables together with (2.1) and using the weak convergence of to in , we have
[TABLE]
Let and define similarly to (2.19)
[TABLE]
so that . Therefore, passing to the limit in (2.20) we obtain that
[TABLE]
On the other hand, using (2.9), (2.3) and the Murat-Tartar div-curl lemma in - (see, e.g., [10, Théorème 2]) with convergences (2.2), (2.4), (2.12) we get that
[TABLE]
This combined with (2.16) yields equality (2.11). Convergences (2.21) and (2.22) imply that
[TABLE]
Finally, passing to the limit in formula (2.18) with , it follows that for any ,
[TABLE]
which taking into account that is divergence free yields the weak formulation of the desired limit equation (2.10). This concludes the proof of the first part of Theorem 2.2.
Now, assume in addition that with and converges strongly to in with and . By [5, Theorem II.3 and Corollary II.1] is the unique solution to the equation (1.1) with initial condition , or equivalently, for any ,
[TABLE]
Replacing by in the first part of Theorem 2.2 and using the strong convergence of we get that the sequence converges weakly in to the solution to the transport equation
[TABLE]
Note that by virtue of [5, Corollary II.1] the solution to equation (2.23) is unique due to the regularities , with divergence free. Moreover, again by [5, Theorem II.3 and Corollary II.1] is the unique solution to the equation induced by (2.10)
[TABLE]
or equivalently, for any ,
[TABLE]
Replacing the test function by by a density argument, it follows that for any function ,
[TABLE]
which shows that is also a solution to equation (2.23). By uniqueness we thus get that . Similarly, the solution to equation (2.13) agrees with . Finally, using these two equalities we have for any compact set of ,
[TABLE]
which concludes the proof of Theorem 2.2.
Proof of Lemma 2.5. If the uniform boundedness (2.5) of is satisfied, then using the estimate (17) of [5, Proposition II.1] for the solution to the regularized equation of (1.1) and the lower semi-continuity of the -norm ( we get estimate (2.14).
Otherwise, assume that conditions (2.3) and (2.6) hold true. Using the regularity of the data the proof is based on an explicit expression of the solution to equation (1.1) from the flow associated with the vector field by
[TABLE]
Let be a function in . It is classical that the regular solution to the transport equation (1.1) is given by
[TABLE]
Let . Making the change of variables combined with the semi-group property of the flow
[TABLE]
we get that
[TABLE]
Moreover, by (2.24) and the Liouville formula we have for any ,
[TABLE]
However, since by (2.3) is divergence free, we have
[TABLE]
This combined with the boundedness of in condition (2.3) implies that
[TABLE]
Hence, we deduce from (2.26) that
[TABLE]
which yields the desired estimate (2.14). This concludes the proof of Lemma 2.5.
3 Examples
The purpose of this section is to illustrate the homogenization of the transport equation (1.1) by various oscillating fields which satisfy the assumptions of Theorem 2.2. It means giving examples of diffeomorphism on satisfying the rectification (2.9) of the vector field where the sequence is compact in for some .
3.1 First example
Let be such that for some constant ,
[TABLE]
and let be such that for some constant ,
[TABLE]
Consider the vector field defined by
[TABLE]
which is based on the characterization of the holomorphic mappings on with constant Jacobian [11]. The gradient of is given by
[TABLE]
Also define and , so that conditions (2.3) and (2.5) are fulfilled.
[TABLE]
so that conditions (2.2) is satisfied, and
[TABLE]
so that condition (2.4) is satisfied with . Moreover, since by (3.1)
[TABLE]
the sequence converges, and is uniformly bounded in , condition (2.1) holds for .
Note that the oscillations of the drift in equation (1.1) are only due to the oscillations of the sequence which does not appear in the convergence (3.4) of the Jacobian.
3.2 The periodic case
This section extends the periodic framework of [1, 8, 6, 15] and [2, Corollary 4.4].
Let be a vector field in , and let be a matrix in such that
[TABLE]
Consider the periodic vector field defined by
[TABLE]
We have the following result.
Proposition 3.1**.**
Let be a bounded sequence in with . Assume that conditions (3.5) and (3.6) hold true. Then, the vector fields and defined by
[TABLE]
satisfy the assumptions of Theorem 2.2.
Moreover, for any sequence in such that converges weakly to in , the solution to equation (1.1) is such that converges weakly in to the solution to the equation (2.10) with and .
Proof of Proposition 3.1. By the quasi-affinity of the determinant (see, e.g., [4, Sec. 4.3.2]) and by (3.5) we have
[TABLE]
and by (3.7) there exists a constant such that
[TABLE]
which implies condition (2.1). Moreover, estimate (3.8) and the uniform bounded of imply easily the convergences (2.2) with the limit .
On the other hand, the definitions (3.5) of , and the definition (3.6) of show clearly that condition (2.3) and the regularity (2.6) hold true. Moreover, we have
[TABLE]
which implies (2.4) since .
Moreover, let be a sequence in such that converges weakly to in . By virtue of Theorem 2.2 combined with Remark 2.3 and using the weak limit of a periodically oscillating sequence, the sequence converges weakly in to the solution to the equation (2.10) with and . The proof of Proposition 3.1 is now complete.
3.3 The dynamic flow case
In this section we construct a sequence from a dynamic flow associated with a suitable but quite general sequence of vector fields .
Let be vector fields in such that
[TABLE]
and for some constant ,
[TABLE]
Also assume that there exists such that
[TABLE]
Consider the dynamic flow associated with the vector field defined by
[TABLE]
and let be the limit flow associated with the limit vector field .
Then, from any sequence of flows we may derive a general sequence of vector fields inducing the homogenization of the transport equation (1.1).
Proposition 3.2**.**
Let be a bounded sequence in with . Assume that conditions (3.9), (3.10), (3.11) hold true. For a fixed , define the vector field from into , and the vector field by (2.3) with . Then, the sequences and satisfy the assumptions of Theorem 2.2.
Moreover, for any sequence converging weakly to in , the solution to equation (1.1) converges weakly in to a solution to the equation (2.13) where and .
Remark 3.3**.**
There is a strong correspondance between the conditions (3.9)-(3.10) and (3.11) satisfied by the vector field , and respectively the conditions (2.2) and (2.4) satisfied by the vector fields and .
Proof of Proposition 3.2. First of all, conditions (2.3) and (2.5) are straightforward, since and is divergence free. Fix . By (3.10) we have
[TABLE]
so that the uniform property (2.1) is satisfied by .
Let be a compact set of . Again by (3.13) there exists a compact set of such that
[TABLE]
Let . Since converges uniformly to in and is -Lipschitz in for some , we have for any small enough and for any , for any ,
[TABLE]
Hence, by Gronwall’s inequality (see, e.g., [7, Sec. 17.3]) we get that for any small enough ,
[TABLE]
which by (3.10) implies that for any small enough ,
[TABLE]
namely is uniformly equicontinuous in the compact set . Therefore, by virtue of Ascoli’s theorem this combined with (3.14) and (3.9) implies that up to a subsequence converges uniformly in to a solution to
[TABLE]
i.e. is the flow associated with the vector field . Since belongs to , the flow is uniquely determined (see, e.g., [7, Sec. 17.4]). Therefore, the whole sequence converges uniformly to in . Moreover, by the differentiability of the flow (see, e.g., [7, Sec. 17.6]) we have
[TABLE]
which using (3.9), (3.14) and Gronwall’s inequality implies that there exists a constant such that
[TABLE]
Therefore, convergences (2.2) hold true.
On the other hand, by the Liouville formula associated with equation (3.15) and estimate (3.10) we get that there exists a constant such that
[TABLE]
which implies the existence of a constant such that for any and ,
[TABLE]
Hence, using successively Jensen’s inequality with respect to the integral in , Fubini’s theorem and the change of variables together with (3.14) and (3.16), it follows that there exists a constant such that for any ,
[TABLE]
This combined with convergence (3.11) and the uniform convergence of to in the compact set implies the convergence (2.4) of .
Finally, let be a sequence in converging weakly to in . By virtue of Theorem 2.2 combined with Remark 2.4 and recalling that , the sequence converges weakly in to a solution to the equation (2.13) where and by (2.11)
[TABLE]
Proposition 3.2 is thus proved.
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