Monge-Ampere equation « A mathematical melting pot

Archive for the 'Monge-Ampere equation' Category

Solving the Monge-Ampere equation (continued… and finished).

I have been postponing this post for over a week due to lack of time, but finally here it is. This post ought to finish a series of past posts (here and here) where I have been describing the proof of existence of classical solutions to the Dirichlet problem for the Monge-Ampere equationvia the continuity method. Via the method of continuity we reduced the question of existence of classical solutions to the problem of proving good a priori estimates for classical solutions, namely, we were trying to prove

Theorem (A priori estimate for the Monge-Ampere equation) Let $u$ be a smooth solution of

$det(D^2u)=\psi \mbox{ in } B_1$

$u= 0 \mbox{ on } \partial B_1$

There is a constant $C>0$ (depending only on $n$ and the $C^3$ norm of $\psi$ ) such that

$||u||_{C^{2,\alpha}}\leq C$

Last time we got almost there, using the maximum principle and the right barriers we proved the estimate

$||u||_{C^{1,1}(B_1)}\leq C$

Which is still not strong enough for our needs, so in order to finish the proof of the a priori estimate, we are going to use a powerful interior estimate for concave elliptic equations, proved independently by L.C. Evans and N. Krylov in the 80′s:
Theorem (Evans-Krylov) Let $u$ be a $C^{1,1}$ solution of the elliptic equation

$F(D^2u)=f(x)$ for $x \in B_1$

if $F$ is concave (or convex), then we have the following interior estimate

$||u||_{C^{2,\alpha_0}(B_{\frac{1}{2}})}\leq C||u||_{C^{1,1}(B_1)}$

where $C$ depends only on $F$ , and $\alpha_0$ is a universal constant.

This a well known theorem, a couple of places where one can read it are the book of Gilbarg and Trudinger (last edition), or the book of Caffarelli and Cabre. More recently, Caffarelli and Silvestre have come up with a shorter proof, still based on the original ideas of Evans and Krylov, this proof is available in arxiv. Maybe I will talk about the proof in some other post, but for now I am just going to quote the result.

The Evans-Krylov theorem is an interior result, we need also control at the boundary, that is provided by a result of Krylov

Theorem (Krylov) Let $u$ be a solution to our equation, there is a universal $\beta$ and constant $C$ controlled by $|u|_\infty$ such that for $x \in B_1$ and $y \in \partial B_1$ we have

$|D^2u(x)-D^2u(y)|\leq C|x-y|^\beta$

This actually a corollary of Krylov’s theorem, which is a more general and remarkable result about equations in non-divergence form with measurable coefficients, but again I want to focus on the Monge-Ampere equation, I will talk about Krylov’s theorem some other time, a good place to read about it is the last chapter of Kazdan’s book. With these two tools its a standard argument to show that for a constant $C$ controlled by the previous two, and for $\alpha=min(\alpha_0,\beta)$ , we have

$|D^2u(x)-D^2u(y)|\leq C|x-y|^\alpha$

I won’t do it in detail, but the proof is not too hard: basically, if the two points are closer to each other than to the boundary, then the Evans-Krylov estimate (properly scaled) gives us the inequality above, otherwise, the two points are closer to the boundary than to each other, so by the estimate of Krylov we get the same inequality in this case, and thats it!

…and that finishes the proof!. I did not present the most general result to simplify the presentation(at least for the weaker a priori estimates, which is where I did most of the details), but one can work in a more general domain (as long as it is convex) and have arbitrary boundary conditions. A much more general result, which includes not only the Monge-Ampere equation but also the $k-$ Hessian equation, was proven in a paper by Caffarelli, Nirenberg and Spruck.

Solving the Monge-Ampere equation (continued)

Published June 21, 2009 Monge-Ampere equation , Partial Differential Equations Leave a Comment
Tags: A priori estimates, Existence of solutions

In a previous post I began the proof of the following theorem:

Let $\psi \in C^\alpha$ be a positive function in $B_1$ , then there exists a unique function $u \in C^{2,\alpha}(B_1)$ such that

$det(D^2u(x))=\psi \mbox{ in } B_1$

$u(x) = 0 \mbox{ on } \partial B_1$

To prove the theorem, we looked at the function

$\psi_t = (1-t)+t\psi(x)$ .

we noted that it is easy to solve the problem explicitely for $\psi=\psi_0$ . Then thanks to the inverse function theorem (the Banach space version) we saw that the set $A$ of $t$ ‘s for which we can solve the equation $A$ is open (recall that $A$ was defined as the set of those $t$ in $[0,1]$ for which we can solve the equation above with right hand side equal to $\psi_t$ ).

Since $A$ is open and non-empty, if we show that its also closed the theorem would be proved.

Part II: Showing $A$ is closed.

(see previous post of the series for Part I)

That $A$ is closed will be shown to be a consequence of the following a priori estimate:

Theorem (A priori estimate for the Monge-Ampere equation) Let $u$ be a smooth solution of

$det(D^2u)=\psi \mbox{ in } B_1$

$u= 0 \mbox{ on } \partial B_1$

There is a constant $C>0$ (depending only on $n$ and the $C^3$ norm of $\psi$ ) such that

$||u||_{C^{2,\alpha}}\leq C$

Proving the a priori estimate is usually the hardest step, so first let’s see that the a priori estimate in fact implies that $A$ is closed: let $t_k$ be a sequence in $A$ converging to a number $t \in [0,1]$ , by the a priori estimate above the sequence of solutions $u^{(t_k)}=u^{(k)}$ is uniformly bounded in $C^{2,\alpha}$ , thus by the Arzela-Ascoli theorem a subsequence converges to a function $u \in C^{2,\alpha}_0$ , since $\psi_{t_k}$ converges to $\psi_t$ we see this $u$ is a solution of Problem $(t)$ , i.e. $t \in A$ . This proves $A$ is closed and therefore the theorem.

Of course, now we “just” have to prove the a priori estimate. ..

The broad outline of its proof is: first we prove a series of a priori estimates, each stronger than the previous one, and at each given step we use the estimates already achieved, this will bound the first and second derivatives, the main tool here is the maximum principle used as in the classical technique of Bernstein. Then, the Holder regularity of the second derivatives will be consequence of deep regularity results from the theory of fully non-linear equations, among them the Evans-Krylov theorem. Now lets go through the argument in detail, and to try to make this just a bit readable I will number the steps

Step 1) The easiest estimate is the $L^\infty$ bound

(a priori estimate (1))

$||u||_{L^\infty(B_1)} \leq C$

where $C$ depends only on the $L^\infty$ norm of $\psi$ . To prove it, consider the auxiliary function $\phi(x)=\frac{M}{2n}(|x^2|-1)$ , this is a smooth function that vanishes on $\partial B_1$ and $D^2\phi = M^n$ , picking $M$ large enough (and controlled by the supremum of $|\psi|$ ) we have

$det(D^2\phi) \geq \psi = det(D^2u)$

then the maximum principle implies that

$u \geq \phi \geq -\frac{M}{2n}$ in $B_1$

plus $u$ is a convex function vanishing on $\partial B_1$ , so we have $u \leq 0$ as well. This proves the a priori estimate (1).

Step 2) Now we go for a Lipschitz bound for $u$ , which we will refer to as the

(a priori estimate (2))

$||\nabla u||_{L^\infty(B_1)} \leq C$

Let’s differentiate the equation $det(D^2u)=\psi$ in the direction of the unit vector $\xi$ , and we obtain

$L u_\xi= a_{ij} (u_\xi)_{ij}=\psi_\xi$

Here $a_{ij}(x)$ correspond to the entries of the cofactor matrix of $D^2u(x)$ , what the left hand side above amounts to is the linearization of $det(D^2u)$ at $u$ , which is the elliptic operator $L$ (we did this before, in the previous post). Notice also that I can talk freely about third derivatives of $u$ because any strictly convex, $C^{2,\alpha}$ solution of the Monge-Ampere equation is actually $C^\infty$ (that this is true is another of the many consequences of the Schauder theory for second order linear elliptic equations with Holder continuous coefficients, and its not too hard to check), so the equation above holds classically. In particular, by the maximum principle (again) we conclude that for some $C$ depending on the supremum of $|\psi|$ :

$\sup\limits_{B_1} |u_e| \leq \sup \limits_{\partial B_1}|\nabla u|+C$

but $u \equiv 0$ on $\partial B_1$ thus there $\nabla u = u_n n$ , where $n$ is the outer normal to $\partial B_1$ . Here we bring back our old friend, the function $\phi$ defined in step 1), as we know $u\geq \phi$ on $B_1$ and they agree on the boundary, therefore

$u_n \leq \phi_n$ on $\partial B_1$

also, since $u \leq 0$ and vanishes on $\partial B_1$ we also have the inequality $0 \leq u_n$ . Therefore the $|u_n|$ is controlled by $M$ times a dimensional constants, i.e. the supremum of $|\psi|$ controls $|\nabla u|$ . Putting the last three identities/inequalities together we get the a priori estimate (2).

Step 3) Notice that up to now we have only used the ellipticity of the equation and not the particular structure of the Monge-Ampere equation (even the differentiation step of Step 2) is a fact that holds for general elliptic equations). This will change now that we are going to prove the

(a priori estimate (3))

$||D^2 u||_{L^\infty(B_1)} \leq C$

We start off as in step 2 by differentiating along a fixed, arbitrary direction $\xi$ , except now we do it twice and thus we get something much more complicated than before. We get around this noting that the map $M \to det(M)$ is a convex function on positive definite matrices, and get an inequality that allows us to drop the lower order terms:

$Lu_{\xi \xi} \geq \psi_{\xi\xi} \geq -C$

and this says that $\sup \limits_{B_1} u_{\xi\xi}$ is controlled by the same supremum on $\partial B_1$ plus a constant $C$ controlled by $\sup |\psi|$ . Then we only have to estimate things on the boundary (just as for the first derivatives).

So lets pick a point $x_0 \in \partial B_1$ and estimate the entries of $D^2u(x_0)$ . Since on $\partial B_1$ we have $u \equiv 0$ all the first, and second order angular derivatives of $u$ at $x_0$ are zero, and this says a lot about the Hessian of $u$ on the boundary, its just a matter of relating partial derivatives in polar and Cartesian coordinates to see then (after doing an adequate rotation of our coordinate system) that the entries of the Hessian satisfy the relations:

$u_{ij}(x_0)=u_n(x_0)\delta_{ij}$ for $i,j<n$

here “ $n$ ” stands both for the number $n$ and the exterior normal direction $\partial B_1$ since in our rotated coordinate system the vector $e_n$ is normal to $\partial B_1$ at the point $x_0$ .Since we already have an a priori bound for $u_n$ this gives us an a priori bound for the second partial derivatives on the boundary, except for the partial derivatives of the form $u_{in}$ , $0\leq i \leq n$ .

Here we use the fact that our equation is rotation invariant (that is, the determinant is invariant under rotations of the coordinate system). Since $u_{ij}$ ( $i,j<n$ ) is diagonal, we can compute at once $det(D^2u(x_0))$

$det(D^2u(x_0))=\psi(x_0)=u_n^{n-1}u_{nn}$

I claim that there exists a $\delta_0>0$ such that $u_n(x_0)>\delta_0$ on $\partial B_1$ , and $\delta_0$ is bounded away from zero by a quantity controlled by $\inf \psi$ . Therefore there exists a $C$ controlled by $\psi$ , such that

$u_{nn}\leq C\psi(x_0)\leq C\sup |\psi|$

Plus, $u_{nn}$ is non-negative (since $u$ is convex). Thus we have given a priori estimates for all the pure second order derivatives of $u$ on $\partial B_1$ , and by the remarks made at the beginning of this step we have proved the a priori estimate (3)

Step 4) Putting the 3 previous estimates together, we have:

a priori estimate (4)

$||u||_{C^{1,1}(B_1)}\leq C$

Next, we have to push this to a $C^{2,\alpha}$ estimate in $B_1$ . This will be the content of the next post (I am sure we can agree that this post is long enough). In the next post I will talk about the Evans-Krylov theorem and the boundary behavior of solutions to elliptic equations. Hopefully that will wrap up this series of posts on the Dirichlet problem for Monge-Ampere, after this I might go back to the Minkowski problem.

Solving the Monge-Ampere equation

Published June 14, 2009 Monge-Ampere equation , Partial Differential Equations Leave a Comment
Tags: A priori estimates, Existence of solutions, Monge-Ampere

In my previous post, while talking about the Minkowski problem, I introduced the Monge-Ampere equation. I would like to talk about it for a post or two before continuing with the Minkowski problem, in part because the Dirichlet problem for Monge-Ampere is arguably an easier problem than the Minkowski problem.

To make the presentation cleaner, allow me to work only in the unit ball in Euclidean space, this situation contains all of the important issues one deals with to solve the equation, and it will let us avoid some of the technicalities that give little insight. In any case, all of the arguments can be tweaked without too much effort (but perhaps losing some clarity of exposition) to make them work in any smooth, strictly convex domain $\Omega$ , the same remark goes for dealing with non-zero boundary data, I will make more detailed remarks about this in the next post. Here we go then.

The Dirichlet problem for the Monge-Ampere equation: Consider a strictly convex domain $\Omega \subset \mathbb{R}^n$ , and a smooth, positive function $\psi \bar{\Omega} \to \mathbb{R}$ . Then find a convex function $u$ twice differentiable in $\Omega$ such that:

$det (D^2u(x)) = \psi(x) \mbox{ for all } x \in B_1$

$u(x)= 0 \mbox{ on } \partial B_1$

That a solution exists can be seen via the method of continuity (although, as I pointed out, there are other approaches). The principle behind this method is that if one can show that the set of those positive $\psi \in C^\infty(\bar{\Omega})$ for which there is a solution is open, closed and not empty then by connectivity there is a solution for any such positive $\psi \in C^\infty$ . This is a very simple and universal method that has proven to be succesful in many situations in Mathematics (e.g. in many applications of PDEs to differential geometry), but in these post I will talk about its application to the Monge-Ampere equation.

From now on we fix $\psi$ , and define

$\psi_t(x)=(1-t)+t\psi(x)$

this is a smooth function for every $t$ , and strictly positive for every $t \in [0,1]$ . Thus we can consider the Dirichlet problem above with $\psi_t$ as the right hand side, lets call it “Problem $(t)$ “. Problem $(1)$ is the actual problem we want to solve, and Problem $(0)$ $t=0$ we can solve explicitely, the solution is given by $u_0(x)=\frac{1}{2}(|x|^2-1)$ which satisfies:

$det(D^2u_0(x))=1 = \psi_0(x)\mbox{ in } B_1$

$u_0(x)= 0 \mbox{ on } \partial B_1$

Consider the set

$A=\{t \in [0,1] | \mbox{ Problem } (t) \mbox{ can be soved } \}$

the example above shows that $0 \in A$ . Then the strategy is to show that $A$ is at the same time open and closed in $[0,1]$ , which would imply the Dirichlet problem has a solution for any $\psi$ . Here is where the real work begins, and we divide it in two parts.

Part I: Showing $A$ is open.

This will be dealt with machinery from classical analysis, namely the inverse and implicit function theorems for Banach spaces. Let us consider the map

$T : C^{2,\alpha}_0 \to C^\alpha$

given by $T(u)=det(D^2u)$ , this is a continuous but non-linear map between these two Banach spaces, we will apply the inverse function theorem to this map. Suppose $t \in A$ and let $u^{(t)}$ be the solution to the correspoding problem, then we can assume without loss of generality that $u^{(t)} \in C^{2,\alpha}_0$ and that it is a strictly convex function. Then the differential to $T$ at $u^{(t)}$ can be computed by the chain rule, and it turns out that it is just the second order differential operator

$L(v)= \sum \limits_{ij}a_{ij}(x)v_{ij}(x)$

where $a_{ij}(x)$ are the entries of the cofactor matrix of $D^2u^{(t)}(x)$ . The fact that $u^{(t)}$ is strictly convex means that $L$ is an elliptic operator, moreover it’s coefficients are $C^{\alpha}$ .Now I claim that $L$ is a one to one bounded linear map* from $C^{2,\alpha}_0$ to $C^\alpha$ .

This means that the differential of $T$ at $u^{(t)}$ is regular, and by the inverse function theorem $T$ is a diffeomorphism between a neighborhood of $u^{(t)}$ in $C^{2,\alpha}_0$ and a neighborhood of $T(u)$ in $C^{\alpha}$ . But then we can find $\delta>0$ such that any $s$ such that $|t-s|<\delta$ the function $\psi_s$ lies in this neighborhood, and thus one can find a $u^{(s)} \in C^{2,\alpha}_0$ such that $det(D^2u^{(s)})=\psi_s$ , i.e. Problem $(s)$ has a solution and thus $s \in A$ , which shows $A$ is open.

*Remark: The fact that $L$ is one to one is a consequence of the Schauder theory for linear 2nd order equations, but that is something that could be discussed by itself in several posts! The theory says explicitely that given a differential operator as $L$ , strictly elliptic and with $C^\alpha$ coefficients, then for any $f \in C^\alpha(\Omega)$ there exists a unique $u \in C^{2,\alpha}(\Omega)$ that vanishes on $\partial \Omega$ and such that

$Lu=f \mbox{ in } \Omega$

That takes care of Part I. Showing that $A$ is closed is usually the more interesting part and it changes from problem to problem (showing $A$ is open is always more or less the same). I will do the second part in the next post

A mathematical melting pot

Archive for the 'Monge-Ampere equation' Category

Solving the Monge-Ampere equation (continued… and finished).

Solving the Monge-Ampere equation (continued)

Solving the Monge-Ampere equation

Archives

Blogroll

Follow “A mathematical melting pot”

A mathematical melting pot

Archive for the 'Monge-Ampere equation' Category

Solving the Monge-Ampere equation (continued… and finished).

Solving the Monge-Ampere equation (continued)

Solving the Monge-Ampere equation

Category Cloud

Archives

Blogroll

Follow “A mathematical melting pot”