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Optimal transport, Euler equations, Mather and DiPerna-Lions theories

Optimal transport, Euler equations, Mather and DiPerna-Lions theories

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4.2. THE STOCHASTIC EXTENSION 43<br />

This is exaclty what <strong>DiPerna</strong>-<strong>Lions</strong> <strong>and</strong> Ambrosio were able to do in [51, 26]. To state a<br />

precise result, we need to introduce the concept of Regular Lagrangian Flows (RLF). The idea is<br />

that, if there exists a flow which produces solutions in L 1 ∩L ∞ , it cannot concentrate. Therefore<br />

we expect that, if such a flow exists, it must be a RLF in the sense of the following definition:<br />

Definition 4.1.2 We say that X(t, x) is a RLF (starting at time 0), if:<br />

(i) for L d -a.e. x, X(·, x) is an integral curve of the ODE starting from x (at time 0);<br />

(ii) there exists a nonnegative constant C such that, for any t ∈ [0, T ],<br />

X(t)#L d ≤ CL d .<br />

It is not hard to show that, because of condition (ii), this concept is indeed invariant under<br />

modifications of b, <strong>and</strong> so it is appropriate to deal with vector fields belonging to L p spaces.<br />

As proved in [26], the following existence <strong>and</strong> uniqueness result for RLF holds:<br />

Theorem 4.1.3 Assume that, for any µ0 ∈ L 1 (R d ) ∩ L ∞ (R d ) there exists a unique solution of<br />

the PDE in L ∞ ([0, T ], L 1 (R d ) ∩ L ∞ (R d )). Then there exists a unique RLF. Moreover the RLF<br />

is stable by smooth approximations.<br />

The well-posedness of the PDE in L ∞ ([0, T ], L 1 (R d ) ∩ L ∞ (R d )) has been shown by <strong>DiPerna</strong>-<br />

<strong>Lions</strong> [51] under the assumption<br />

b ∈ W 1,p (R d ), [divb] − ∈ L ∞ (R d ),<br />

<strong>and</strong> then generalized by Ambrosio [26] assuming only<br />

b ∈ BV (R d ), divb ∈ L 1 (R d ), [divb] − ∈ L ∞ (R d ).<br />

This theory presents still many open interesting questions, like to underst<strong>and</strong> better whether<br />

uniqueness holds under the above hypotheses in bigger classes like L ∞ ([0, T ], L 1 (R d )) (so that<br />

the solution can be unbounded). Or at the level of the ODE to see whether, under one of the<br />

above assumptions on the vector field, one can prove a statement like: there exists a set A ⊂ R n ,<br />

with |A| = 0, such that for all x ∈ A the solution of the ODE is unique. These are problems<br />

that I would like to attack in the future.<br />

4.2 The stochastic extension<br />

In the stocastic case, the continuity equation becomes the Fokker-Planck equation<br />

∂tµt + <br />

i<br />

∂i(b i µt) − 1<br />

2<br />

<br />

∂ij(a ij µt) = 0,<br />

ij

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