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Regularity for critical points of convex functionals on Hessian spaces

Arunima Bhattacharya Department of Mathematics
University of Washington, Seattle, WA 98195, U.S.A.
arunimab@uw.edu
Abstract.

We consider variational integrals of the form F(D2u)\int F(D^{2}u) where FF is convex and smooth on the Hessian space. We show that a critical point uW2,u\in W^{2,\infty} of such a functional under compactly supported variations is smooth if the Hessian of uu has a small oscillation.

1. Introduction

In this paper, we prove full regularity for critical points of variational integrals of the form

(1.1) B1F(D2u)𝑑x\int_{B_{1}}F(D^{2}u)dx

where B1nB_{1}\subset\mathbb{R}^{n}, by developing regularity theory for weak solutions of fourth order nonlinear elliptic equations in double divergence form.

Variational problems for the volume functional naturally give rise to fourth order nonlinear equations in double divergence form and provide a significant geometric motivation behind the study of their regularity. For example, the Hamiltonian stationary equation:

(1.2) B1detggijδkluikηjl𝑑x=0 ηC0(B1)\displaystyle\int_{B_{1}}\sqrt{\det g}g^{ij}\delta^{kl}u_{ik}\eta_{jl}dx=0\text{ }\forall\eta\in C_{0}^{\infty}(B_{1})

where g=I+(D2u)2g=I+\left(D^{2}u\right)^{2} is the induced metric from the Euclidean metric in 2n\mathbb{R}^{2n}, governs Lagrangian surfaces that minimize the area functional

B1det(I+(D2u)2)𝑑x\int_{B_{1}}\sqrt{\det(I+\left(D^{2}u\right)^{2})}dx

among potential functions uu ([Oh93], [SW03, Proposition 2.2]). For variational integrals of the form (1.1), the critical point under compactly supported variations satisfies an Euler-Lagrange equation, which shares a similar fourth order structure. In [BW19b], we showed that if FF is a smooth convex function of the Hessian and can be expressed as a function of the square of the Hessian, then a C2,αC^{2,\alpha} critical point (under compactly supported variations) of (1.1) will be smooth. We achieved this by establishing regularity for a class of fourth order equations in the following double divergence form

(1.3) B1aij,kl(D2u)uijηkl𝑑x=0, ηC0(B1).\int_{B_{1}}a^{ij,kl}(D^{2}u)u_{ij}\eta_{kl}dx=0,\text{ }\forall\eta\in C_{0}^{\infty}(B_{1}).

Recently in [BCW21], we studied regularity for a certain class of fourth order equations in double divergence form that in turn lead to proving smoothness for any C1C^{1}-regular Hamiltonian stationary Lagrangian submanifold in a symplectic manifold. There are well-known equations that share the same structure: bi-harmonic functions, extremal Kähler metrics, to name a few. For second order, PDE theory for equations in divergence form plays a significant role in geometric analysis and is well developed by now. In comparison, for fourth order, theory of double divergence form equations is largely unexplored but remains an important developing area of geometric analysis.

Our results in this paper show that a critical point uW2,(B1)u\in W^{2,\infty}(B_{1}) of the variational integral (1.1) will be smooth if FF is a uniformly convex, smooth function of the Hessian and the Hessian has a small oscillation.

Before presenting our main result, we first introduce the following notations and definition.

Notations. Through out this paper UU denotes a convex neighborhood in Sn×nS^{n\times n}, VV denotes a convex neighborhood in n\mathbb{R}^{n}, and BrB_{r} denotes a ball of radius rr centered at the origin in n\mathbb{R}^{n} unless specified otherwise.

Definition 1 (Small oscillation).

We say that fL(B1)f\in L^{\infty}(B_{1}) has a small oscillation in B1B_{1} with modulus ωf\omega_{f} if there exists a ωf>0\omega_{f}>0 small such that

(1.4) f(f)1L(B1)ωf\displaystyle||f-(f)_{1}||_{L^{\infty}(B_{1})}\leq\omega_{f}

where (f)1(f)_{1} denotes the average of ff over the ball B1B_{1}.

Our main result is the following.

Theorem 1.1.

[Fourth order] Suppose that uW2,(B1)u\in W^{2,\infty}(B_{1}) is a critical point of (1.1) where FF is smooth and uniformly convex on UU and D2u(B1)U.D^{2}u(B_{1})\subset U. If D2uD^{2}u has a small oscillation in B1B_{1}, then uu is smooth in B1B_{1}.

Our proof of Theorem 1.1 goes as follows: we start by deriving the Euler Lagrange equation from compactly supported variations. We find the critical point uu to be a weak solution of a fourth order nonlinear equation in double divergence form. By a weak solution we mean each of the partial derivatives are taken in a distributional sense. We develop regularity theory for such a class of fourth order equations by proving uC2,αu\in C^{2,\alpha}, which is sufficient to achieve smoothness. Hölder continuity of the Hessian leads to Hölder continuous coefficients, which in turn lead to a self improving solution. Finally using the convexity property of FF, we apply the regularity theory developed to our critical point uu to achieve smoothness.

We elucidate the technical difficulties of the above process by illustrating an analogous result for critical points of simpler variational integrals of the form

(1.5) B1F(Du)=0,\int_{B_{1}}F(Du)=0,

without relying on the well-known De Giorgi-Nash theory.

Theorem 1.2.

[Second order] Suppose that uW1,(B1)u\in W^{1,\infty}(B_{1}) is a critical point of (1.5) where FF is smooth and uniformly convex on VV and Du(B1)V.Du(B_{1})\subset V. If DuDu has small a oscillation in B1B_{1}, then uu is smooth in B1B_{1}.

We prove the above result by studying second order nonlinear equations in divergence form

(1.6) B1aij(Du)uiηj𝑑x=0, ηC0(B1).\int_{B_{1}}a^{ij}(Du)u_{i}\eta_{j}dx=0,\text{ }\forall\eta\in C_{0}^{\infty}(B_{1}).

A well known example of such an equation is the minimal surface equation:

(1.7) B1δij1+|Du|2uiηj𝑑x=0\int_{B_{1}}\frac{\delta_{ij}}{\sqrt{1+|Du|^{2}}}u_{i}\eta_{j}dx=0

which governs critical points of the area functional

B11+|Du|2\int_{B_{1}}\sqrt{1+|Du|^{2}}

on graphs (x,u(x)).(x,u(x)). Following our strategy to prove C2,αC^{2,\alpha} regularity for the fourth order equation (1.3), we derive C1,αC^{1,\alpha} estimates for the second order equation (1.6), which again is sufficient to prove smoothness.

The organization of the paper is as follows: in section 2, we develop regularity theory for weak solutions of (1.3) by first proving a C2,αC^{2,\alpha} estimate for the solution. In section 3, we establish the second order analogue of the same. Finally, in section 4, we prove our main results.

2. Regularity theory: fourth order

In this section, we develop regularity theory for weak solutions of (1.3). Denoting hm=hemh_{m}=he_{m}, we start by introducing the following definition.

Definition 2 (Regular equation).

We define equation (1.3) to be regular on UU when the following conditions are satisfied on UU:

  1. (i)

    The coefficients aij,kla^{ij,kl} depend smoothly on D2uD^{2}u.

  2. (ii)

    The linearization of (1.3) is uniformly elliptic: the leading coefficient of the linearized equation given by

    (2.1) bij,kl(D2u(x))=01uij[apq,kl(D2u(x)+t[D2u(x+hm)D2u(x)])upq(x)]𝑑tb^{ij,kl}(D^{2}u(x))=\int_{0}^{1}\frac{\partial}{\partial{u_{ij}}}\bigg{[}a^{pq,kl}(D^{2}u(x)+t[D^{2}u(x+h_{m})-D^{2}u(x)])u_{pq}(x)\bigg{]}dt

    satisfies the standard Legendre ellipticity condition for any ξU\xi\in U:

    (2.2) bij,kl(ξ)σijσklΛσ σSn×n.b^{ij,kl}(\xi)\sigma_{ij}\sigma_{kl}\geq\Lambda\left\|\sigma\right\|\text{ }\forall\sigma\in S^{n\times n}.
Remark 2.1.

Observe that (1.3) is indeed regular in the sense of [BW19b, definition 1.1] since for a uniformly continuous Hessian, the coefficient given by (2.1) takes the form of the bij,klb^{ij,kl} coefficient shown in [BW19b, (1.3)] as h0h\rightarrow 0:

bij,kl(D2u(x))=aij,kl(D2u(x))+apq,kluij(D2u(x))upq(x).b^{ij,kl}(D^{2}u(x))=a^{ij,kl}(D^{2}u(x))+\frac{\partial a^{pq,kl}}{\partial u_{ij}}(D^{2}u(x))u_{pq}(x).

2.1. Preliminaries

Next, we state the following preliminary results, which will be used to prove higher regularity.

Theorem 2.1.

[BW19b, Theorem 2.1]. Suppose wH2(Br)w\in H^{2}(B_{r}) satisfies the uniformly elliptic constant coefficient equation

c0ik,jlwikηjl𝑑x\displaystyle\int c_{0}^{ik,jl}w_{ik}\eta_{jl}dx =0\displaystyle=0
η\displaystyle\forall\eta C0(Br(0)).\displaystyle\in C_{0}^{\infty}(B_{r}(0)).

Then for any 0<ρr0<\rho\leq r there holds

Bρ|D2w|2\displaystyle\int_{B_{\rho}}|D^{2}w|^{2} C1(ρ/r)nD2wL2(Br)2\displaystyle\leq C_{1}(\rho/r)^{n}||D^{2}w||_{L^{2}(B_{r})}^{2}
Bρ|D2w(D2w)ρ|2\displaystyle\int_{B_{\rho}}|D^{2}w-(D^{2}w)_{\rho}|^{2} C2(ρ/r)n+2Br|D2w(D2w)r|2\displaystyle\leq C_{2}(\rho/r)^{n+2}\int_{B_{r}}|D^{2}w-(D^{2}w)_{r}|^{2}

where C1,C2C_{1},C_{2} depend on the ellipticity constant and (D2w)ρ(D^{2}w)_{\rho} is the average value of D2wD^{2}w on a ball of radius ρ\rho.

Corollary 2.1.

[BW19b, Corollary 2.2]. Suppose ww is as in Theorem 2.1. Then for any uH2(Br),u\in H^{2}(B_{r}), and for any  0<ρr,0<\rho\leq r, there holds

Bρ|D2u|24C1(ρ/r)nD2uL2(Br)2+(2+8C1)D2(wu)L2(Br)2\int_{B_{\rho}}\left|D^{2}u\right|^{2}\leq 4C_{1}(\rho/r)^{n}\left\|D^{2}u\right\|_{L^{2}(B_{r})}^{2}+\left(2+8C_{1}\right)\left\|D^{2}(w-u)\right\|_{L^{2}(B_{r})}^{2}

where C1C_{1} depends on the ellipticity constant.

Lemma 2.1.

[HL11, Lemma 3.4]. Let ϕ\phi be a nonnegative and nondecreasing function on [0,R].[0,R].  Suppose that

ϕ(ρ)A[(ρr)α+ε]ϕ(r)+Brβ\phi(\rho)\leq A\left[\left(\frac{\rho}{r}\right)^{\alpha}+\varepsilon\right]\phi(r)+Br^{\beta}

for any 0<ρrR,0<\rho\leq r\leq R, with A,B,α,βA,B,\alpha,\beta nonnegative constants and β<α.\beta<\alpha.  Then for any γ(β,α),\gamma\in(\beta,\alpha), there exists a constant ε0=ε0(A,α,β,γ)\varepsilon_{0}=\varepsilon_{0}(A,\alpha,\beta,\gamma) such that if ε<ε0\varepsilon<\varepsilon_{0} we have for all 0<ρrR0<\rho\leq r\leq R

ϕ(ρ)c[(ρr)γϕ(r)+Brβ]\phi(\rho)\leq c\left[\left(\frac{\rho}{r}\right)^{\gamma}\phi(r)+Br^{\beta}\right]

where cc is a positive constant depending on A,α,β,γ.A,\alpha,\beta,\gamma.  In particular, we have for any 0<rR0<r\leq R

ϕ(r)c[ϕ(R)Rγrγ+Brβ].\phi(r)\leq c\left[\frac{\phi(R)}{R^{\gamma}}r^{\gamma}+Br^{\beta}\right].

2.2. Regularity results

We first show that any W2,W^{2,\infty} weak solution of the regular equation (1.3) is in W3,2W^{3,2}. The proof follows from the arguments used in [CW19, Lemma 3.1] and [BW19b, pg 4340-4341]. We present it here for the sake of completeness.

Proposition 2.1.

Suppose that uW2,(B1)u\in W^{2,\infty}(B_{1}) is a weak solution of the regular equation (1.3) on B1B_{1} such that D2u(B1)UD^{2}u(B_{1})\subset U. Then uW3,2(B1)u\in W^{3,2}(B_{1}) and satisfies the following estimate

(2.3) uW3,2(B1/2)C(Λ,uW2,(B1)).||u||_{W^{3,2}(B_{1/2})}\leq C(\Lambda,||u||_{W^{2,\infty}(B_{1})}).
Proof.

Let τCc(B1)\tau\in C_{c}^{\infty}\left(B_{1}\right) be a cut off function in B1B_{1} that takes the value 11 on B1/2B_{1/2}. Let η=[τ4uhm]hm\eta=-[\tau^{4}u^{h_{m}}]^{-h_{m}} where the subscript hmh_{m} denotes a difference quotient in the direction eme_{m}. We chose hh small enough depending on τ\tau so that η\eta is well defined. By approximation (1.3) holds for the above ηW02,(B1)\eta\in W_{0}^{2,\infty}(B_{1}):

B1aij,kl(D2u)uij[τ4uhm]klhm𝑑x=0.\int_{B_{1}}a^{ij,kl}(D^{2}u)u_{ij}\left[\tau^{4}u^{h_{m}}\right]^{-h_{m}}_{kl}dx=0.

Integrating by parts with respect to the difference quotient for hh small, we get

B1[aij,kl(D2u)uij]hm[τ4uhm]kl𝑑x=0.\int_{B_{1}}[a^{ij,kl}(D^{2}u)u_{ij}]^{h_{m}}[\tau^{4}u^{h_{m}}]_{kl}dx=0.

We write the first difference quotient as

[aij,kl(D2u)uij]hm(x)\displaystyle[a^{ij,kl}(D^{2}u)u_{ij}]^{h_{m}}(x) =aij,kl(D2u(x+hm))uij(x+hm)uij(x)h\displaystyle=a^{ij,kl}(D^{2}u(x+h_{m}))\frac{u_{ij}(x+h_{m})-u_{ij}(x)}{h}
+1h[aij,kl(D2u(x+hm))aij,kl(D2u(x))]uij(x)\displaystyle+\frac{1}{h}\left[a^{ij,kl}(D^{2}u(x+h_{m}))-a^{ij,kl}(D^{2}u(x))\right]u_{ij}(x)
=aij,kl(D2u(x+hm))uijhm(x)\displaystyle=a^{ij,kl}(D^{2}u(x+h_{m}))u^{h_{m}}_{ij}(x)
+[01aij,klupq(tD2u(x+hm)+(1t)D2u(x))𝑑t]upqhm(x)uij(x).\displaystyle+\left[\int_{0}^{1}\frac{\partial a^{ij,kl}}{\partial u_{pq}}(tD^{2}u(x+h_{m})+(1-t)D^{2}u(x))dt\right]u^{h_{m}}_{pq}(x)u_{ij}(x).

Denoting v=uhmv=u^{h_{m}} and using the notation in (2.1) we get

(2.4) B1bij,klvij[τ4v]kl𝑑x=0.\int_{B_{1}}{b}^{ij,kl}v_{ij}[\tau^{4}v]_{kl}dx=0.

Expanding derivatives we get

B1bij,klvijτ4vkl𝑑x=B1bij,klvik((τ4)jlv+(τ4)lvj+(τ4)jvl)𝑑x.\displaystyle\int_{B_{1}}b^{ij,kl}v_{ij}\tau^{4}v_{kl}dx=\int_{B_{1}}b^{ij,kl}v_{ik}\left((\tau^{4})_{jl}v+(\tau^{4})_{l}v_{j}+(\tau^{4})_{j}v_{l}\right)dx.

By our assumption in (2.2) bij,klb^{ij,kl} is uniformly elliptic on UU. Therefore, we get

B1τ4Λ|D2v|2𝑑xB1|bij,kl||vij|τ2C(τ,Dτ,D2τ)(1+|v|+|Dv|)𝑑x\displaystyle\int_{B_{1}}\tau^{4}\Lambda|D^{2}v|^{2}dx\leq\int_{B_{1}}\left|b^{ij,kl}\right|\left|v_{ij}\right|\tau^{2}C(\tau,D\tau,D^{2}\tau)\left(1+|v|+|Dv|\right)dx
CsupB1bij,klB1(ετ4|D2v|2+C1ε(1+|v|+|Dv|)2)𝑑x.\displaystyle\leq C\sup_{B_{1}}b^{ij,kl}\int_{B_{1}}\left(\varepsilon\tau^{4}|D^{2}v|^{2}+C\frac{1}{\varepsilon}(1+|v|+|Dv|)^{2}\right)dx.

Choosing ε>0\varepsilon>0 appropriately, we get

B1/2|D2v|2𝑑xC(uW2,(B1),Λ)B1(1+|v|+|Dv|)2𝑑x.\int_{B_{1/2}}|D^{2}v|^{2}dx\leq C(||u||_{W^{2,\infty}(B_{1})},\Lambda)\int_{B_{1}}(1+|v|+|Dv|)^{2}dx.

Now this estimate is uniform in hh and direction em,e_{m,} so we conclude that the derivatives are in W2,2(B1/2).W^{2,2}(B_{1/2}). This shows that

D3uL2(B1/2)C(uW2,(B1),Λ).||D^{3}u||_{L^{2}(B_{1/2})}\leq C\left(||u||_{W^{2,\infty}(B_{1})},\Lambda\right).

Observe that for the above result the Hessian was not required to have a small oscillation. Next, we prove uu is in C2,αC^{2,\alpha} if the Hessian has a small oscillation. An explicit bound for the required modulus of oscillation is given in (2.9).

Proposition 2.2.

Suppose that uW2,(B1)u\in W^{2,\infty}(B_{1}) is a weak solution of the regular equation (1.3) on B1B_{1} such that D2u(B1)UD^{2}u(B_{1})\subset U. Let α(0,1)\alpha\in(0,1). There exists ω(Λ,n,α\omega(\Lambda,n,\alpha, ||D2u||L(B1))>0||D^{2}u||_{L^{\infty}(B_{1})})>0 such that if D2uD^{2}u satisfies condition (1.4) with modulus ω\omega, then D2uCα(B1)D^{2}u\in C^{\alpha}(B_{1}) and satisfies the following estimate

(2.5) D2uCα(B1/4)C(Λ,uW2,(B1),α).||D^{2}u||_{C^{\alpha}(B_{1/4})}\leq C(\Lambda,||u||_{W^{2,\infty}(B_{1})},\alpha).
Proof.

We take a single difference quotient

B1[aij,kl(D2u)uij]hmηkl𝑑x=0\int_{B_{1}}[a^{ij,kl}(D^{2}u)u_{ij}]^{h_{m}}\eta_{kl}dx=0

and arrive at (2.4) as above with uhm=fu^{h_{m}}=f

(2.6) B1bij,klfijηkl𝑑x=0.\int_{B_{1}}b^{ij,kl}f_{ij}\eta_{kl}dx=0.

We pick an arbitrary point x0x_{0} inside B1/4B_{1/4} and consider this arbitrary point to be the center of Br.B_{r}. We denote Br(x0)B_{r}(x_{0}) by BrB_{r} for the rest of this proof. For a fixed r<3/4r<3/4 let ww solve the following boundary value problem

Br(bij,kl)1wijηkl𝑑x\displaystyle\int_{B_{r}}(b^{ij,kl})_{1}w_{ij}\eta_{kl}dx =0,ηC0(Br)\displaystyle=0,\forall\eta\in C_{0}^{\infty}(B_{r})
w\displaystyle w =f on Br\displaystyle=f\text{ on }\partial B_{r}
Dw\displaystyle Dw =Df on Br.\displaystyle=Df\text{ on }\partial B_{r}.

Note that the above PDE with the given boundary condition has a unique solution and is smooth on the interior of BrB_{r} ([Fol95, Theorem 6.33]). Denoting v=fwv=f-w we see

Br(bij,kl)1vijηkl𝑑x=Br((bij,kl)1bij,kl(x))fijηkl𝑑x.\int_{B_{r}}(b^{ij,kl})_{1}v_{ij}\eta_{kl}dx=\int_{B_{r}}\left((b^{ij,kl})_{1}-b^{ij,kl}(x)\right)f_{ij}\eta_{kl}dx.

Since vv can be well approximated by smooth test functions in H02(Br)H^{2}_{0}(B_{r}) we use vv as a test function. We get

Br(bij,kl)1vijvkl𝑑x=Br((bij,kl)1bij,kl(x))fijvkl𝑑x.\int_{B_{r}}(b^{ij,kl})_{1}v_{ij}v_{kl}dx=\int_{B_{r}}\left((b^{ij,kl})_{1}-b^{ij,kl}(x)\right)f_{ij}v_{kl}dx.

We denote the small oscillation modulus of D2uD^{2}u by ω\omega to be determined soon. Since bij,klb^{ij,kl} is a smooth function of D2uD^{2}u, it is Lipschitz in D2u(B1)UD^{2}u(B_{1})\subset U. The small oscillation modulus of bij,klb^{ij,kl} is lesser or equal to CωC^{\prime}\omega where C=bij,klLip(U)C^{\prime}=||b^{ij,kl}||_{Lip(U)}, which in turn is bounded by C(D2uL(B1))C(||D^{2}u||_{L^{\infty}(B_{1})}). Using this and uniform ellipticity (2.2) we get

(ΛBr|D2v|2𝑑x)2Cω2Br|D2v|2𝑑xBr|D2f|2𝑑x.\displaystyle\left(\Lambda\int_{B_{r}}\left|D^{2}v\right|^{2}dx\right)^{2}\leq C^{\prime}\omega^{2}\int_{B_{r}}|D^{2}v|^{2}dx\int_{B_{r}}|D^{2}f|^{2}dx.

So now we have

Br|D2v|2𝑑xCω2Λ2Br|D2f|2𝑑x.\int_{B_{r}}\left|D^{2}v\right|^{2}dx\leq\frac{C^{\prime}\omega^{2}}{\Lambda^{2}}\int_{B_{r}}\left|D^{2}f\right|^{2}dx.

Combining Corollary 2.1 with the above we get the following for any 0<ρr0<\rho\leq r:

(2.7) Bρ|D2f|2𝑑x[(2+8C1)Cω2Λ2+4C1(ρ/r)n]Br|D2f|2𝑑x.\displaystyle\int_{B_{\rho}}|D^{2}f|^{2}dx\leq[\frac{(2+8C_{1})C^{\prime}\omega^{2}}{\Lambda^{2}}+4C_{1}(\rho/r)^{n}]\int_{B_{r}}|D^{2}f|^{2}dx.

Now in order to apply Lemma 2.1 we choose

ϕ(ρ)\displaystyle\phi(\rho) =Bρ|D2f|2𝑑x\displaystyle=\int_{B_{\rho}}\left|D^{2}f\right|^{2}dx
A\displaystyle A =4C1\displaystyle=4C_{1}
ε\displaystyle\varepsilon =(2+8C1)Λ2Cω2\displaystyle=\frac{\left(2+8C_{1}\right)}{\Lambda^{2}}C^{\prime}\omega^{2}
α\displaystyle\alpha =n\displaystyle=n
β\displaystyle\beta =0,B=0\displaystyle=0,B=0
γ\displaystyle\gamma =n2+2α\displaystyle=n-2+2\alpha
R\displaystyle R =1/4\displaystyle=1/4

where the notations appearing on the left hand side of the above table refer to constants as they are named in Lemma 2.1. We observe that (2.7) can be written using notation on the left side of the above table as

(2.8) ϕ(ρ)A[(ρr)α+ε]ϕ(r)\phi(\rho)\leq A\left[\left(\frac{\rho}{r}\right)^{\alpha}+\varepsilon\right]\phi(r)

for all 0<ρr<14.0<\rho\leq r<\frac{1}{4}. There exists a constant ε(A,α,γ)=ε(Λ,n,α)\varepsilon^{\ast}\left(A,\alpha,\gamma\right)=\varepsilon^{\ast}\left(\Lambda,n,\alpha\right) so that (2.8) allows us to conclude that there is a constant C>0C>0 such that

ϕ(ρ)C(ρr)n2+2αϕ(r)\phi(\rho)\leq C\left(\frac{\rho}{r}\right)^{n-2+2\alpha}\phi(r)

whenever

(2+8C1)Λ2Cω2ε(Λ,n,α).\frac{\left(2+8C_{1}\right)}{\Lambda^{2}}C^{\prime}\omega^{2}\leq\varepsilon^{\ast}\left(\Lambda,n,\alpha\right).

We pick one such ω\omega:

(2.9) ω2ε(Λ,n,α)Λ2(2+8C1)C.\omega^{2}\leq\frac{\varepsilon^{\ast}\left(\Lambda,n,\alpha\right)\Lambda^{2}}{(2+8C_{1})C^{\prime}}.

Therefore we have

Br|D2f|2𝑑xCrn2+2αB1/2|D2f|2𝑑x\displaystyle\int_{B_{r}}|D^{2}f|^{2}dx\leq Cr^{n-2+2\alpha}\int_{B_{1/2}}|D^{2}f|^{2}dx

where CC depends on Λ,n,α\Lambda,n,\alpha. Since we chose an arbitrary point in B1/4B_{1/4}, applying Morrey’s Lemma [Sim96, Lemma 3, page 8] to DfDf we get

|D(uhm)|Cα(Br)C(Λ,uW3,2(B1/2),α),\displaystyle|D(u^{h_{m}})|_{C^{\alpha}(B_{r})}\leq C(\Lambda,||u||_{W^{3,2}(B_{1/2})},\alpha),

which combined with estimate (2.3) gives the desired estimate (2.5). ∎

Note that the above estimates are appropriately scaling invariant and therefore can be used to obtain interior estimates for a solution in the interior of any sized domain.

Theorem 2.2.

Suppose that uW2,(B1)u\in W^{2,\infty}(B_{1}) is a weak solution of the regular fourth order equation (1.3) on B1B_{1} such that D2u(B1)UD^{2}u(B_{1})\subset U. There exists a ω(Λ,n,D2uL(B1))>0\omega(\Lambda,n,||D^{2}u||_{L^{\infty}(B_{1})})>0 such that if D2uD^{2}u satisfies condition (1.4), then uu is smooth in B1B_{1}.

Proof.

From the above Propositions it follows that uC2,α(B1).u\in C^{2,\alpha}(B_{1}). Then smoothness follows from [BW19b, Theorem 1.2]. ∎

Remark 2.2.

Observe that the result in Theorem 2.2 is not restricted to equations of the form (1.3) but it also applies to equations of the following form with smooth coefficients in the Hessian

(2.10) B1Gij(D2u)ηij𝑑x=0\int_{B_{1}}G^{ij}(D^{2}u)\eta_{ij}dx=0

as long as uniform ellipticity of its linearization (condition (2.2)) is maintained. In other words, we require

(2.11) Gijukl(ξ)σijσklΛσ2,  σ Sn×n\frac{\partial G^{ij}}{\partial u_{kl}}(\xi)\sigma_{ij}\sigma_{kl}\geq\Lambda\left\|\sigma\right\|^{2},\text{ $\forall$ }\sigma\text{ $\in S^{n\times n}$}

for any ξU\xi\in U. One can check that the above observation is true by deriving a difference quotient expression from (2.10) in the direction hmh_{m} to get

(2.12) B1βij,kluijmηkl𝑑x=0\int_{B_{1}}\beta^{ij,kl}u^{m}_{ij}\eta_{kl}dx=0

where

βij,kl=01Gijukl(D2u(x)+t[D2u(x+hm)D2u(x)])𝑑t.\displaystyle\beta^{ij,kl}=\int_{0}^{1}\frac{\partial G^{ij}}{\partial u_{kl}}(D^{2}u(x)+t[D^{2}u(x+h_{m})-D^{2}u(x)])dt.

This shows that the difference quotient of the solution of (2.10) satisfies an equation of the form (2.6), which was previously derived from (1.3). Since the equation that we work with is the one satisfied by the difference quotient, the result holds good for (2.10).

3. Regularity theory: second order

In this section, we apply the methods used in the previous section to prove analogous regularity results for second order nonlinear equations in divergence form (1.6).

We again start by introducing the following definition.

Definition 3 (Regular equation).

We define equation (1.6) to be regular on VV when the following conditions are satisfied on VV:

  1. (i)

    The coefficients aija^{ij} depend smoothly on DuDu.

  2. (ii)

    The linearization of (1.6) is uniformly elliptic: the leading coefficient of the linearized equation given by

    (3.1) bij(Du(x))=01ui[akj(Du(x)+t[Du(x+hm)Du(x)])uk(x)]𝑑tb^{ij}(Du(x))=\int_{0}^{1}\frac{\partial}{\partial{u_{i}}}\bigg{[}a^{kj}(Du(x)+t[Du(x+h_{m})-Du(x)])u_{k}(x)\bigg{]}dt

    satisfies the uniform ellipticity condition for any ξV\xi\in V:

    (3.2) bij(ξ)σiσkΛσ σn.b^{ij}(\xi)\sigma_{i}\sigma_{k}\geq\Lambda\left\|\sigma\right\|\text{ }\forall\sigma\in\mathbb{R}^{n}.
Remark 3.1.

Observe that for a uniformly continuous gradient, the coefficient given by (3.1) takes the following form as h0h\rightarrow 0:

bij(Du(x))=aij(Du(x))+akjui(Du(x))uk(x).b^{ij}(Du(x))=a^{ij}(Du(x))+\frac{\partial a^{kj}}{\partial u_{i}}(Du(x))u_{k}(x).

3.1. Preliminaries

Next, we state the following preliminary results, which will be used to prove higher regularity. We have rephrased the following results from [HL11] with notations used in this paper.

Theorem 3.1.

[HL11, Lemma 3.10]. Suppose wH1(Br)w\in H^{1}(B_{r}) satisfies the uniformly elliptic constant coefficient equation

c0ijwiηj𝑑x\displaystyle\int c_{0}^{ij}w_{i}\eta_{j}dx =0\displaystyle=0
η\displaystyle\forall\eta C0(Br(0)).\displaystyle\in C_{0}^{\infty}(B_{r}(0)).

Then for any 0<ρr0<\rho\leq r there holds

Bρ|Dw|2\displaystyle\int_{B_{\rho}}|Dw|^{2} c(ρ/r)nDwL2(Br)2\displaystyle\leq c(\rho/r)^{n}||Dw||_{L^{2}(B_{r})}^{2}
Bρ|Dw(Dw)ρ|2\displaystyle\int_{B_{\rho}}|Dw-(Dw)_{\rho}|^{2} c(ρ/r)n+2Br|Dw(Dw)r|2\displaystyle\leq c(\rho/r)^{n+2}\int_{B_{r}}|Dw-(Dw)_{r}|^{2}

where cc depends on the ellipticity constants and (Dw)ρ(Dw)_{\rho} is the average value of DwDw on a ball of radius ρ\rho.

Corollary 3.1.

[HL11, Corollary 3.11]. Suppose ww is as in the Theorem 3.1. Then for any uH1(Br),u\in H^{1}(B_{r}), and for any  0<ρr,0<\rho\leq r, there holds

(3.3) Bρ|Du|2c[(ρ/r)nDuL2(Br)2+D(wu)L2(Br)2]\int_{B_{\rho}}\left|Du\right|^{2}\leq c[(\rho/r)^{n}\left\|Du\right\|_{L^{2}(B_{r})}^{2}+\left\|D(w-u)\right\|_{L^{2}(B_{r})}^{2}]

where cc depends on the ellipticity constants.

3.2. Regularity results

We first show that any W1,W^{1,\infty} weak solution of the regular equation (1.6) is in W2,2W^{2,2}.

Proposition 3.1.

Suppose that uW1,(B1)u\in W^{1,\infty}(B_{1}) is a weak solution of the regular equation (1.6) on B1B_{1} such that Du(B1)VDu(B_{1})\subset V. Then uW2,2(B1)u\in W^{2,2}(B_{1}) and satisfies the following estimate

(3.4) uW2,2(B1/2)C(Λ,uW1,(B1)).||u||_{W^{2,2}(B_{1/2})}\leq C(\Lambda,||u||_{W^{1,\infty}(B_{1})}).
Proof.

Let τCc(B1)\tau\in C_{c}^{\infty}\left(B_{1}\right) be a cut off function in B1B_{1} that takes the value 11 on B1/2B_{1/2}. Let η=[τ2uhm]hm\eta=-[\tau^{2}u^{h_{m}}]^{-h_{m}} where again the subscript hmh_{m} denotes a difference quotient in the direction eme_{m}. We chose hh small enough depending on τ\tau so that η\eta is well defined. By approximation (1.6) holds for the above ηW01,(B1)\eta\in W_{0}^{1,\infty}(B_{1}):

B1aij(Du)ui[τ2uhm]jhm𝑑x=0.\int_{B_{1}}a^{ij}(Du)u_{i}\left[\tau^{2}u^{h_{m}}\right]^{-h_{m}}_{j}dx=0.

Integrating by parts with respect to the difference quotient for hh small, we get

B1[aij(Du)ui]hm[τ2uhm]j𝑑x=0.\int_{B_{1}}[a^{ij}(Du)u_{i}]^{h_{m}}[\tau^{2}u^{h_{m}}]_{j}dx=0.

We write the first difference quotient as

[aij(Du)ui]hm(x)\displaystyle[a^{ij}(Du)u_{i}]^{h_{m}}(x) =aij(Du(x+hm))ui(x+hm)ui(x)h\displaystyle=a^{ij}(Du(x+h_{m}))\frac{u_{i}(x+h_{m})-u_{i}(x)}{h}
+1h[aij(Du(x+hm))aij(Du(x))]ui(x)\displaystyle+\frac{1}{h}\left[a^{ij}(Du(x+h_{m}))-a^{ij}(Du(x))\right]u_{i}(x)
=aij(Du(x+hm))uihm(x)\displaystyle=a^{ij}(Du(x+h_{m}))u^{h_{m}}_{i}(x)
+[01aijup(tDu(x+hm)+(1t)Du(x))𝑑t]uphm(x)ui(x).\displaystyle+\left[\int_{0}^{1}\frac{\partial a^{ij}}{\partial u_{p}}(tDu(x+h_{m})+(1-t)Du(x))dt\right]u^{h_{m}}_{p}(x)u_{i}(x).

Denoting v=uhmv=u^{h_{m}} and using the notation in (3.1) we get

(3.5) B1bijvi[τ2v]j𝑑x=0.\int_{B_{1}}{b}^{ij}v_{i}[\tau^{2}v]_{j}dx=0.

Expanding derivatives we get

B1bijviτ2vj𝑑x=B1bijvi(τ2)jv𝑑x.\displaystyle\int_{B_{1}}b^{ij}v_{i}\tau^{2}v_{j}dx=\int_{B_{1}}b^{ij}v_{i}(\tau^{2})_{j}vdx.

By our assumption in (3.2) bijb^{ij} is uniformly elliptic on VV. Therefore, we get

B1τ2Λ|Dv|2𝑑xB1|bij||vi|τC(τ,Dτ)|v|𝑑x\displaystyle\int_{B_{1}}\tau^{2}\Lambda|Dv|^{2}dx\leq\int_{B_{1}}\left|b^{ij}\right|\left|v_{i}\right|\tau C(\tau,D\tau)|v|dx
CsupB1bijB1(ετ2|Dv|2+C1ε|v|2)𝑑x.\displaystyle\leq C\sup_{B_{1}}b^{ij}\int_{B_{1}}\left(\varepsilon\tau^{2}|Dv|^{2}+C\frac{1}{\varepsilon}|v|^{2}\right)dx.

Choosing ε>0\varepsilon>0 appropriately, we get

B1/2|Dv|2𝑑xC(uW1,(B1),Λ)B1|v|2𝑑x.\int_{B_{1/2}}|Dv|^{2}dx\leq C(||u||_{W^{1,\infty}(B_{1})},\Lambda)\int_{B_{1}}|v|^{2}dx.

Now this estimate is uniform in hh and direction em,e_{m,} so we conclude that the derivatives are in W1,2(B1/2).W^{1,2}(B_{1/2}). This shows that

D2uL2(B1/2)C(uW1,(B1),Λ).||D^{2}u||_{L^{2}(B_{1/2})}\leq C\left(||u||_{W^{1,\infty}(B_{1})},\Lambda\right).

Observe that for the above result the gradient was not required to have a small oscillation. Next, we prove uu is in C1,αC^{1,\alpha} if the gradient has a small oscillation and an explicit bound for the required modulus of oscillation is given in (3.10).

Proposition 3.2.

Suppose that uW1,(B1)u\in W^{1,\infty}(B_{1}) is a weak solution of the regular equation (1.6) on B1B_{1} such that Du(B1)VDu(B_{1})\subset V. Let α(0,1)\alpha\in(0,1). There exists ω(Λ,n,α,DuL(B1))>0\omega(\Lambda,n,\alpha,||Du||_{L^{\infty}(B_{1})})>0 such that if DuDu satisfies condition (1.4) with modulus ω\omega, then DuCα(B1)Du\in C^{\alpha}(B_{1}) and satisfies the following estimate

(3.6) DuCα(B1/4)C(Λ,uW1,(B1/2),α).||Du||_{C^{\alpha}(B_{1/4})}\leq C(\Lambda,||u||_{W^{1,\infty}(B_{1/2})},\alpha).
Proof.

We take a single difference quotient

B1[aij(Du)ui]hmηj𝑑x=0\int_{B_{1}}[a^{ij}(Du)u_{i}]^{h_{m}}\eta_{j}dx=0

and arrive at (3.5) as before with uhm=fu^{h_{m}}=f

(3.7) B1bijfiηj𝑑x=0.\int_{B_{1}}b^{ij}f_{i}\eta_{j}dx=0.

We pick an arbitrary point x0x_{0} inside B1/4B_{1/4} and consider this arbitrary point to be the center of Br(x0).B_{r}(x_{0}). For a fixed r<3/4r<3/4 we let ww solve the following boundary value problem

Br(bij)1wiηj𝑑x\displaystyle\int_{B_{r}}(b^{ij})_{1}w_{i}\eta_{j}dx =0,ηC0(Br)\displaystyle=0,\forall\eta\in C_{0}^{\infty}(B_{r})
w\displaystyle w =f on Br.\displaystyle=f\text{ on }\partial B_{r}.

Note that the above PDE with the given boundary condition has a unique solution and is smooth on the interior of BrB_{r} ([Fol95]). Let v=fw.v=f-w. Note that

Br(bij)1viηj𝑑x=Br[(bij)1bij(x)]fiηj𝑑x.\int_{B_{r}}(b^{ij})_{1}v_{i}\eta_{j}dx=\int_{B_{r}}[(b^{ij})_{1}-b^{ij}(x)]f_{i}\eta_{j}dx.

Since vv can be well approximated by smooth test functions in H01(Br)H^{1}_{0}(B_{r}) we can use vv as a test function. We get

Br(bij)1vivj𝑑x=Br[(bij)1bij(x)]fivj𝑑x.\int_{B_{r}}(b^{ij})_{1}v_{i}v_{j}dx=\int_{B_{r}}[(b^{ij})_{1}-b^{ij}(x)]f_{i}v_{j}dx.

We denote the small oscillation modulus of DuDu by ω\omega to be determined soon. Since bijb^{ij} is a smooth function of DuDu, it is Lipschitz in Du(B1)VDu(B_{1})\subset V. The small oscillation modulus of bijb^{ij} is lesser or equal to C′′ωC^{\prime\prime}\omega where C′′=bijLip(V)C^{\prime\prime}=||b^{ij}||_{Lip(V)}, which in turn is bounded by C(DuL(B1))C(||Du||_{L^{\infty}(B_{1})}). Using this and uniform ellipticity (3.2) we get

(ΛBr|Dv|2𝑑x)2C′′ω2Br|Dv|2𝑑xBr|Df|2𝑑x.\displaystyle\left(\Lambda\int_{B_{r}}\left|Dv\right|^{2}dx\right)^{2}\leq C^{\prime\prime}\omega^{2}\int_{B_{r}}|Dv|^{2}dx\int_{B_{r}}|Df|^{2}dx.

So now we have

Br|Dv|2𝑑xC′′ω2Λ2Br|Df|2𝑑x.\int_{B_{r}}\left|Dv\right|^{2}dx\leq\frac{C^{\prime\prime}\omega^{2}}{\Lambda^{2}}\int_{B_{r}}\left|Df\right|^{2}dx.

Combining Corollary 3.1 with the above we get the following for any 0<ρr0<\rho\leq r:

(3.8) Bρ|Df|2𝑑xc[C′′ω2Λ2+(ρ/r)n]Br|Df|2𝑑x.\displaystyle\int_{B_{\rho}}|Df|^{2}dx\leq c[\frac{C^{\prime\prime}\omega^{2}}{\Lambda^{2}}+(\rho/r)^{n}]\int_{B_{r}}|Df|^{2}dx.

Now in order to apply Lemma 2.1 we choose

ϕ(ρ)\displaystyle\phi(\rho) =Bρ|Df|2𝑑x\displaystyle=\int_{B_{\rho}}\left|Df\right|^{2}dx
A\displaystyle A =c\displaystyle=c
ε\displaystyle\varepsilon =cC′′ω2Λ2\displaystyle=\frac{cC^{\prime\prime}\omega^{2}}{\Lambda^{2}}
α\displaystyle\alpha =n\displaystyle=n
β\displaystyle\beta =0,B=0\displaystyle=0,B=0
γ\displaystyle\gamma =n2+2α\displaystyle=n-2+2\alpha
R\displaystyle R =1/4\displaystyle=1/4

where the notations appearing on the left hand side of the above table refer to constants as they are named in Lemma 2.1. We observe that (3.8) can be written using notation on the left side of the above table as

(3.9) ϕ(ρ)A[(ρr)α+ε]ϕ(r)\phi(\rho)\leq A\left[\left(\frac{\rho}{r}\right)^{\alpha}+\varepsilon\right]\phi(r)

for all 0<ρr<14.0<\rho\leq r<\frac{1}{4}. There exists a constant ε(A,α,γ)=ε(Λ,n,α)\varepsilon^{\ast}\left(A,\alpha,\gamma\right)=\varepsilon^{\ast}\left(\Lambda,n,\alpha\right) so that (3.9) allows us to conclude that there is a constant C>0C>0 such that

ϕ(ρ)C(ρr)n2+2αϕ(r)\phi(\rho)\leq C\left(\frac{\rho}{r}\right)^{n-2+2\alpha}\phi(r)

whenever

cC′′ω2Λ2ε(Λ,n,α).\frac{cC^{\prime\prime}\omega^{2}}{\Lambda^{2}}\leq\varepsilon^{\ast}\left(\Lambda,n,\alpha\right).

We pick one such ω\omega:

(3.10) ω2ε(Λ,n,α)Λ2cC′′.\omega^{2}\leq\frac{\varepsilon^{\ast}\left(\Lambda,n,\alpha\right)\Lambda^{2}}{cC^{\prime\prime}}.

Therefore we have

Br|Df|2𝑑xCrn2+2αB1/2|Df|2𝑑x.\displaystyle\int_{B_{r}}|Df|^{2}dx\leq Cr^{n-2+2\alpha}\int_{B_{1/2}}|Df|^{2}dx.

where CC depends on Λ,n,α\Lambda,n,\alpha. Since we chose an arbitrary point in B1/4B_{1/4}, applying Morrey’s Lemma [Sim96, Lemma 3, page 8] to ff we get

|uhm|Cα(Br)C(Λ,uW2,2(B1/2),α),\displaystyle|u^{h_{m}}|_{C^{\alpha}(B_{r})}\leq C(\Lambda,||u||_{W^{2,2}(B_{1/2})},\alpha),

which combined with estimate (3.4) gives the desired estimate (3.6). ∎

Theorem 3.2.

Suppose that uW1,(B1)u\in W^{1,\infty}(B_{1}) is a weak solution of the regular second order equation (1.6) on B1B_{1} such that Du(B1)VDu(B_{1})\subset V. There exists a ω(Λ,n,DuL(B1))>0\omega(\Lambda,n,||Du||_{L^{\infty}(B_{1})})>0 such that if DuDu satisfies condition (1.4), then uu is smooth in B1B_{1}.

Proof.

From the above Propositions it follows that uC1,α(B1).u\in C^{1,\alpha}(B_{1}). This leads to Hölder continuous coefficients of (3.7). Applying [HL11, Theorem 3.13] to the divergence form equation (3.7), we get uC2,α(B1).u\in C^{2,\alpha}(B_{1}). Following a standard bootstrapping procedure, we get uu is smooth in B1B_{1}. ∎

Remark 3.2.

Again similar to remark (2.2) observe that the result in Theorem 3.2 is not restricted to equations of the form (1.6) but it also applies to equations of the following form with smooth coefficients in the gradient

B1Gi(Du)ηi𝑑x=0\int_{B_{1}}G^{i}(Du)\eta_{i}dx=0

as long as uniform ellipticity of its linearization (condition (3.2)) is maintained:

(3.11) Giuk(ξ)σiσkΛσ2,  σ n\frac{\partial G^{i}}{\partial u_{k}}(\xi)\sigma_{i}\sigma_{k}\geq\Lambda\left\|\sigma\right\|^{2},\text{ $\forall$ }\sigma\text{ $\in\mathbb{R}^{n}$}

where ξV\xi\in V.

As a direct application of Theorem 3.2, we see that for a weak C0,1(B1)C^{0,1}(B_{1}) solution uu of the minimal surface equation (1.7) there exists ω(n,DuL(B1))>0\omega(n,||Du||_{L^{\infty}(B_{1})})>0 such that if the gradient has a small oscillation bounded by ω\omega, then uu is smooth in B1B_{1}.

4. Proofs of the main results

Proof of Theorem 1.1. Since uu is a critical point of (1.1) and we are restricted to compactly supported variations, from the Euler Lagrange form we see that uu is a weak solution of the following equation:

B1Fuij(D2u)ηij𝑑x=0.\int_{B_{1}}\frac{\partial F}{\partial{u_{ij}}}(D^{2}u)\eta_{ij}dx=0.

Since FF is uniformly convex we observe that

ukl(F(D2u)uij)σijσklΛ|σ|2.\frac{\partial}{\partial u_{kl}}\left(\frac{\partial F(D^{2}u)}{\partial u_{ij}}\right)\sigma_{ij}\sigma_{kl}\geq\Lambda\left|\sigma\right|^{2}.

Therefore Fuij(D2u)\frac{\partial F}{\partial u_{ij}}(D^{2}u) satisfies condition (2.11). Hence in light of remark 2.2, by Theorem 2.2 we have uu is smooth inside B1B_{1}. \square

Proof of Theorem 1.2. Since uu is a critical point of (1.5) and we are restricted to compactly supported variations, from the Euler Lagrange form we see that uu is a weak solution of the following equation:

B1Fui(Du)ηi𝑑x=0.\int_{B_{1}}\frac{\partial F}{\partial{u_{i}}}(Du)\eta_{i}dx=0.

Since FF is uniformly convex we observe that

uj(F(Du)ui)σiσjΛ|σ|2.\frac{\partial}{\partial u_{j}}\left(\frac{\partial F(Du)}{\partial u_{i}}\right)\sigma_{i}\sigma_{j}\geq\Lambda\left|\sigma\right|^{2}.

Therefore Fui(Du)\frac{\partial F}{\partial u_{i}}(Du) satisfies condition (3.11). Hence in light of remark (3.2), by Theorem 3.2 we have uu is smooth inside B1B_{1}. \square

Remark 4.1.

As a quick application of Theorem 1.1, we see that for a C1,1(B1)C^{1,1}(B_{1}) weak solution uu of the Hamiltonian stationary equation in double divergence form (1.2), there exists ω(n,D2uL(B1))>0\omega(n,||D^{2}u||_{L^{\infty}(B_{1})})>0 such that if the Hessian has a small oscillation bounded by ω\omega, then uu is smooth in B1B_{1}. In [CW19, Theorem 1.1], it was shown that a C1,1C^{1,1} weak solution of (1.2) is smooth if the C1,1C^{1,1} norm of the solution is bounded by a small dimensional constant. The arguments used in [CW19] relied on proving an equivalence of (1.2) with its geometric form where the fourth order operator factors into two nonlinear second order operators. However, it is important to note that such a factorization for any general fourth order double divergence equation is not always possible.

This naturally leads to the open question of whether the small oscillation requirement for the Hessian can be dropped: or in the case of the Hamiltonian stationary equation, can small oscillation of the Hessian be achieved by exploiting the geometric properties of the equation. In two dimensions, a C1,1C^{1,1} solution alone is sufficient to prove smoothness, as shown in [BW19a].

Remark 4.2.

Theorem 2.2 holds good if bij,klb^{ij,kl} is replaced by bij,kl-b^{ij,kl} in condition (2.2) and therefore our main result in Theorem 1.1 holds good if FF is uniformly concave. Similarly the second order results hold good if bijb^{ij} is replaced by bij-b^{ij} in condition (3.2) and FF is uniformly concave in Theorem 1.2.

Acknowledgments. The author is grateful to Y. Yuan for insightful discussions. The author thanks R. Shankar and M. Warren for helpful comments.

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