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Proof of The Bump Construction: Raising a Subsolution Whose Lower Envelope Fails the Supersolution Inequality

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· 14,163 chars · 34 deps · depth 24 Reason: First publication of the proof: the test function tilted by a small multiple of the squared distance and lifted by a smaller constant is a classical subsolution on a small ball, dominated by the original function near the boundary of that ball, and the maximum of the two glues to a subsolution by locality.

The test function is tilted downwards by a small multiple of the squared distance and lifted by a smaller constant, giving a classical subsolution on a small ball that is dominated by uu near the boundary of that ball but exceeds it somewhere near the centre; gluing it to uu by the maximum and using locality of the subsolution property finishes the argument.

Proof

Conventions. From the setting we use the real numbers with their order and absolute value, Euclidean space with its sum, difference, dot product, norm and distance dEd_{E}, the set S(n)\mathcal{S}(n) with its norm and distance, the identity matrix InI_{n}, and the notions of class C2C^{2}, gradient, Hessian, semicontinuity and local extrema. Elementary order facts are those of Elementary Order Arithmetic in an Ordered Field, whose claim 1 is the compatibility of the strict order with addition, the non-strict law being an axiom of the ordered field R\mathbb{R}, whose order \le is a total order; a strict inequality implies the corresponding non-strict one. We use repeatedly that a finite list of positive reals admits a positive lower bound, obtained by iterating claim 9 of Elementary Order Arithmetic in an Ordered Field, and that s2\tfrac{s}{2} is positive and smaller than ss for positive ss, by claim 8 of that lemma; s4\tfrac{s}{4} abbreviates 12s2\tfrac{1}{2}\cdot\tfrac{s}{2}. Multiplying an inequality by a nonnegative real is claim 5 of Elementary Arithmetic in an Ordered Field.

Write a=u(x^)a=u_{*}(\hat x), p=Dφ(x^)p=D\varphi(\hat x), A=D2φ(x^)A=D^{2}\varphi(\hat x) and η=F(x^,a,p,A)\eta=-F(\hat x,a,p,A), which is positive by claim 4 of Elementary Order Arithmetic in an Ordered Field. Let κR\kappa\in\mathbb{R} be positive.

Step 1: the data of the construction. By the definition of a local minimum there is a positive r1r_{1} such that

(1)u(x^)φ(x^)u(x)φ(x)for every xΩ with dE(x^,x)<r1.(1)\qquad u_{*}(\hat x)-\varphi(\hat x)\le u_{*}(x)-\varphi(x)\qquad\text{for every }x\in\Omega\text{ with }d_{E}(\hat x,x)<r_{1}.

Since Ω\Omega is open, claim 4 of The Interior is the Largest Open Subset and claim 1 of Interior Points in the Metric Topology are Exactly the Centres of Contained Closed Balls give a positive r2r_{2} with {xRn:dE(x,x^)r2}Ω\{x\in\mathbb{R}^{n}:d_{E}(x,\hat x)\le r_{2}\}\subseteq\Omega.

Since FF is continuous it is continuous at (x^,a,p,A)(\hat x,a,p,A), so clause Continuity of a Second-Order Equation Operator §at-point, applied with the positive real η\eta, provides a positive θ\theta such that all yΩy\in\Omega, sRs\in\mathbb{R}, qRnq\in\mathbb{R}^{n} and YS(n)Y\in\mathcal{S}(n) with

dE(y,x^)<θ,sa<θ,qp<θ,dS(n)(Y,A)<θd_{E}(y,\hat x)<\theta,\qquad|s-a|<\theta,\qquad\lVert q-p\rVert<\theta,\qquad d_{\mathcal{S}(n)}(Y,A)<\theta

satisfy F(y,s,q,Y)F(x^,a,p,A)<η|F(y,s,q,Y)-F(\hat x,a,p,A)|<\eta and therefore, by claim 3 of Properties of the Absolute Value in an Ordered Field,

(2)F(y,s,q,Y)<F(x^,a,p,A)+η=0.(2)\qquad F(y,s,q,Y)<F(\hat x,a,p,A)+\eta=0 .

By claims 1, 2 and 3 of Continuity of the Value, Gradient and Hessian Maps of a Differentiable Function the maps xφ(x)x\mapsto\varphi(x), xDφ(x)x\mapsto D\varphi(x) and xD2φ(x)x\mapsto D^{2}\varphi(x) are continuous at x^\hat x relative to Ω\Omega, so there are positive ρ1,ρ2,ρ3\rho_{1},\rho_{2},\rho_{3} such that every yΩy\in\Omega with dE(x^,y)d_{E}(\hat x,y) smaller than the corresponding radius satisfies, respectively,

φ(y)φ(x^)<θ4,Dφ(y)p<θ2,dS(n)(D2φ(y),A)<θ2.|\varphi(y)-\varphi(\hat x)|<\tfrac{\theta}{4},\qquad\lVert D\varphi(y)-p\rVert<\tfrac{\theta}{2},\qquad d_{\mathcal{S}(n)}\bigl(D^{2}\varphi(y),A\bigr)<\tfrac{\theta}{2}.

Choose a positive rr with

rρ1,rρ2,rρ3,rr2,r1,r<r1,r<θ,r<κ,r\le\rho_{1},\quad r\le\rho_{2},\quad r\le\rho_{3},\quad r\le r_{2},\quad r\le 1,\quad r<r_{1},\quad r<\theta,\quad r<\kappa ,

which is possible by the convention above (take a positive lower bound of the eight numbers ρ1,ρ2,ρ3,r2,1,r12,θ2,κ2\rho_{1},\rho_{2},\rho_{3},r_{2},1,\tfrac{r_{1}}{2},\tfrac{\theta}{2},\tfrac{\kappa}{2}). Put γ=θ8\gamma=\tfrac{\theta}{8}, a positive real, and let δ\delta be a positive real with δθ4\delta\le\tfrac{\theta}{4} and δγr28\delta\le\tfrac{\gamma r^{2}}{8}, where r2=rrr^{2}=r\cdot r.

Since 0<r10<r\le1, multiplying r1r\le 1 by the nonnegative rr gives r2r1r^{2}\le r\le 1, so

(3)2γ=θ4θ2,2γr2γθ2,γr2γθ4.(3)\qquad 2\gamma=\tfrac{\theta}{4}\le\tfrac{\theta}{2},\qquad 2\gamma r\le 2\gamma\le\tfrac{\theta}{2},\qquad \gamma r^{2}\le\gamma\le\tfrac{\theta}{4}.

Step 2: the tilted test function. Let Q0:RnRQ_{0}:\mathbb{R}^{n}\to\mathbb{R} be the quadratic function given by Q0(w)=12w((2γIn)w)+0Rnw+(φ(x^)aδ)Q_{0}(w)=\tfrac{1}{2}\,w\cdot\bigl((2\gamma I_{n})w\bigr)+0_{\mathbb{R}^{n}}\cdot w+\bigl(\varphi(\hat x)-a-\delta\bigr). Since 0Rn=ww0_{\mathbb{R}^{n}}=w-w and claim 3 of Bilinearity and Symmetry of the Dot Product on Rn\mathbb{R}^n gives (ww)w=wwww=0(w-w)\cdot w=w\cdot w-w\cdot w=0, and since claim 6 of Vector, Entry and Comparison Bounds for the Norm of a Symmetric Real Matrix gives w((2γIn)w)=2γw2w\cdot\bigl((2\gamma I_{n})w\bigr)=2\gamma\lVert w\rVert^{2}, we have Q0(w)=γw2+φ(x^)aδQ_{0}(w)=\gamma\lVert w\rVert^{2}+\varphi(\hat x)-a-\delta; and by claim 1 of Quadratic and Affine Functions of Class C2C^2, Translation, and Quadratic Perturbation of Semiconvexity the function Q0Q_{0} is of class C2C^{2} on Rn\mathbb{R}^{n} with DQ0(w)=2γwDQ_{0}(w)=2\gamma w and D2Q0(w)=2γInD^{2}Q_{0}(w)=2\gamma I_{n}. By claim 2 of Quadratic and Affine Functions of Class C2C^2, Translation, and Quadratic Perturbation of Semiconvexity, applied with the translation vector x^-\hat x, the function Q(x)=Q0(xx^)=γxx^2+φ(x^)aδQ(x)=Q_{0}(x-\hat x)=\gamma\lVert x-\hat x\rVert^{2}+\varphi(\hat x)-a-\delta is of class C2C^{2} on Rn\mathbb{R}^{n} with DQ(x)=2γ(xx^)DQ(x)=2\gamma(x-\hat x) and D2Q(x)=2γInD^{2}Q(x)=2\gamma I_{n}; its restriction to Ω\Omega is of class C2C^{2} there with the same gradient and Hessian, by claims 3 and 1 of Restriction of a CkC^k Map to an Open Subset. Let g:ΩRg:\Omega\to\mathbb{R} be given by

g(x)=φ(x)φ(x^)+a+δγxx^2.g(x)=\varphi(x)-\varphi(\hat x)+a+\delta-\gamma\lVert x-\hat x\rVert^{2}.

Then g(x)=φ(x)Q(x)g(x)=\varphi(x)-Q(x) for every xΩx\in\Omega, so, sums and scalar multiples of functions of class C2C^{2} being of class C2C^{2} by claim 3 of Constants, Coordinate Functions, Sums and Products of CkC^k Functions on a Euclidean Open Set, the function gg is of class C2C^{2} on Ω\Omega; and by claim 1 of that lemma, applied to the first partial derivatives and then to their partial derivatives,

(4)Dg(x)=Dφ(x)2γ(xx^),D2g(x)=D2φ(x)2γInfor xΩ.(4)\qquad Dg(x)=D\varphi(x)-2\gamma(x-\hat x),\qquad D^{2}g(x)=D^{2}\varphi(x)-2\gamma I_{n}\qquad\text{for }x\in\Omega .

Note also g(x^)=a+δg(\hat x)=a+\delta.

Step 3: gg is a classical subsolution on the ball of radius rr. Put V1={xRn:dE(x,x^)<r}V_{1}=\{x\in\mathbb{R}^{n}:d_{E}(x,\hat x)<r\}, an open ball, hence open, and contained in Ω\Omega because rr2r\le r_{2}. Let yV1y\in V_{1} and write h=yx^h=y-\hat x, so that h=dE(y,x^)<r\lVert h\rVert=d_{E}(y,\hat x)<r by claim 5 of Elementary Properties of the Euclidean Norm on Rn\mathbb{R}^n. Then dE(y,x^)<r<θd_{E}(y,\hat x)<r<\theta. Next,

g(y)a=φ(y)φ(x^)+δγh2φ(y)φ(x^)+δ+γh2<θ4+θ4+θ4<θ|g(y)-a|=\bigl|\varphi(y)-\varphi(\hat x)+\delta-\gamma\lVert h\rVert^{2}\bigr|\le|\varphi(y)-\varphi(\hat x)|+\delta+\gamma\lVert h\rVert^{2}<\tfrac{\theta}{4}+\tfrac{\theta}{4}+\tfrac{\theta}{4}<\theta

by the triangle inequality of claim 5 of Properties of the Absolute Value in an Ordered Field (applied twice), by claim 1 of that lemma for the nonnegative terms δ\delta and γh2\gamma\lVert h\rVert^{2}, by the choice of δ\delta, and by γh2γr2θ4\gamma\lVert h\rVert^{2}\le\gamma r^{2}\le\tfrac{\theta}{4}, which uses claim 2 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field and (3). Similarly, by (4), the triangle inequality of claim 6 of Elementary Properties of the Euclidean Norm on Rn\mathbb{R}^n, claim 5 of that lemma and (3),

Dg(y)pDφ(y)p+2γh<θ2+2γrθ2+θ2\lVert Dg(y)-p\rVert\le\lVert D\varphi(y)-p\rVert+2\gamma\lVert h\rVert<\tfrac{\theta}{2}+2\gamma r\le\tfrac{\theta}{2}+\tfrac{\theta}{2}

is at most θ\theta, and in fact smaller, since the first inequality is strict; and, using claim 5 of Properties of the Norm of a Symmetric Real Matrix for the triangle inequality of the matrix norm and claim 6 of Vector, Entry and Comparison Bounds for the Norm of a Symmetric Real Matrix for 2γIn=2γ\lVert 2\gamma I_{n}\rVert=2\gamma,

dS(n)(D2g(y),A)=D2φ(y)2γInAD2φ(y)A+2γIn<θ2+θ2=θ.d_{\mathcal{S}(n)}\bigl(D^{2}g(y),A\bigr)=\lVert D^{2}\varphi(y)-2\gamma I_{n}-A\rVert\le\lVert D^{2}\varphi(y)-A\rVert+\lVert 2\gamma I_{n}\rVert<\tfrac{\theta}{2}+\tfrac{\theta}{2}=\theta .

Hence (2) applies with (y,g(y),Dg(y),D2g(y))(y,g(y),Dg(y),D^{2}g(y)) and gives F(y,g(y),Dg(y),D2g(y))<0F(y,g(y),Dg(y),D^{2}g(y))<0, so in particular this quantity is at most 00. As yV1y\in V_{1} was arbitrary, and since by claims 3 and 1 of Restriction of a CkC^k Map to an Open Subset the restriction of gg to the open set V1V_{1} is of class C2C^{2} there, with the same gradient and Hessian at every point of V1V_{1}, that restriction is a classical subsolution of the restricted operator FV1F|_{V_{1}} on V1V_{1}, which is a second-order equation operator on V1V_{1}, degenerate elliptic and continuous, by claims 1, 2 and 3 of Restriction of a Second-Order Equation Operator to an Open Subset. By claim 1 of Classical Sub- and Supersolutions of a Degenerate Elliptic Operator are Viscosity Sub- and Supersolutions it is a viscosity subsolution of FV1F|_{V_{1}} on V1V_{1}.

Step 4: uu dominates gg on the outer part of the ball. Let xΩx\in\Omega satisfy r2dE(x,x^)<r\tfrac{r}{2}\le d_{E}(x,\hat x)<r. Then dE(x^,x)<r<r1d_{E}(\hat x,x)<r<r_{1}, so (1) gives aφ(x^)u(x)φ(x)a-\varphi(\hat x)\le u_{*}(x)-\varphi(x), and claim 2 of Properties of the Lower Semicontinuous Envelope, by Duality gives u(x)u(x)u_{*}(x)\le u(x); hence

u(x)a+φ(x)φ(x^)=g(x)δ+γxx^2.u(x)\ge a+\varphi(x)-\varphi(\hat x)=g(x)-\delta+\gamma\lVert x-\hat x\rVert^{2}.

Since r2xx^\tfrac{r}{2}\le\lVert x-\hat x\rVert and both sides are nonnegative, claim 2 of Monotonicity of Squaring on the Nonnegative Elements of an Ordered Field gives r24xx^2\tfrac{r^{2}}{4}\le\lVert x-\hat x\rVert^{2}, so γr24γxx^2\gamma\tfrac{r^{2}}{4}\le\gamma\lVert x-\hat x\rVert^{2}; and δγr28<γr24\delta\le\tfrac{\gamma r^{2}}{8}<\gamma\tfrac{r^{2}}{4} by claim 8 of Elementary Order Arithmetic in an Ordered Field. Therefore δ+γxx^2-\delta+\gamma\lVert x-\hat x\rVert^{2} is positive and

(5)g(x)<u(x)for every xΩ with r2dE(x,x^)<r.(5)\qquad g(x)<u(x)\qquad\text{for every }x\in\Omega\text{ with }\tfrac{r}{2}\le d_{E}(x,\hat x)<r .

Step 5: the glued function. Define Uκ:ΩRU_{\kappa}:\Omega\to\mathbb{R} by

Uκ(x)=max{u(x),g(x)}  if dE(x,x^)<r,Uκ(x)=u(x)  otherwise,U_{\kappa}(x)=\max\{u(x),g(x)\}\ \text{ if }d_{E}(x,\hat x)<r,\qquad U_{\kappa}(x)=u(x)\ \text{ otherwise},

the maximum being that of Maximum of Two Elements of a Totally Ordered Set. By claim 1 of Elementary Properties of the Maximum of Two Elements we have u(x)Uκ(x)u(x)\le U_{\kappa}(x) for every xΩx\in\Omega, which is the first half of claim 2 of the statement.

UκU_{\kappa} agrees with uu outside the inner half-ball. Let xΩx\in\Omega with r2dE(x,x^)\tfrac{r}{2}\le d_{E}(x,\hat x). If dE(x,x^)<rd_{E}(x,\hat x)<r then g(x)<u(x)g(x)<u(x) by (5), so max{u(x),g(x)}=u(x)\max\{u(x),g(x)\}=u(x) by the definition of the maximum together with the fact that u(x)g(x)u(x)\le g(x) fails; otherwise Uκ(x)=u(x)U_{\kappa}(x)=u(x) by definition. In particular, if κdE(x,x^)\kappa\le d_{E}(x,\hat x) then, since r2<r<κ\tfrac{r}{2}<r<\kappa, we get r2dE(x,x^)\tfrac{r}{2}\le d_{E}(x,\hat x) and hence Uκ(x)=u(x)U_{\kappa}(x)=u(x), which is claim 3 of the statement.

UκU_{\kappa} exceeds uu somewhere. By claim 1 of Continuity of the Value, Gradient and Hessian Maps of a Differentiable Function and the argument of Step 2, gg is continuous at x^\hat x relative to Ω\Omega, so there is a positive σ\sigma such that every xΩx\in\Omega with dE(x^,x)<σd_{E}(\hat x,x)<\sigma satisfies g(x)g(x^)<δ4|g(x)-g(\hat x)|<\tfrac{\delta}{4}. Choose a positive ε0\varepsilon_{0} with ε0<r2\varepsilon_{0}<\tfrac{r}{2}, ε0<σ\varepsilon_{0}<\sigma and ε0δ4\varepsilon_{0}\le\tfrac{\delta}{4}. By claim 6 of Properties of the Lower Semicontinuous Envelope, by Duality there is a sequence (zk)kN(z_{k})_{k\in\mathbb{N}} in Ω\Omega converging to x^\hat x in (Rn,dE)(\mathbb{R}^{n},d_{E}) such that (u(zk))kN(u(z_{k}))_{k\in\mathbb{N}} converges to u(x^)=au_{*}(\hat x)=a in (R,dR)(\mathbb{R},d_{\mathbb{R}}), the metric dRd_{\mathbb{R}} being that of The Absolute Value Metric on the Real Line. Applying the definition of convergence to each of these two sequences with the positive real ε0\varepsilon_{0}, and taking for kk the maximum of the two resulting indices, which dominates both by claim 1 of Elementary Properties of the Maximum of Two Elements, we obtain a point z=zkΩz=z_{k}\in\Omega with dE(z,x^)<ε0d_{E}(z,\hat x)<\varepsilon_{0}, hence dE(z,x^)ε0d_{E}(z,\hat x)\le\varepsilon_{0}, and u(z)a<ε0|u(z)-a|<\varepsilon_{0}. Then dE(x^,z)ε0<σd_{E}(\hat x,z)\le\varepsilon_{0}<\sigma, so g(z)aδ<δ4|g(z)-a-\delta|<\tfrac{\delta}{4}, and u(z)a<δ4|u(z)-a|<\tfrac{\delta}{4}. By claim 9 of Properties of the Absolute Value in an Ordered Field these give u(z)<a+δ4u(z)<a+\tfrac{\delta}{4} and a+δδ4<g(z)a+\delta-\tfrac{\delta}{4}<g(z), whence

u(z)<a+δ4a+δδ2+δ4is at mosta+δδ4<g(z),u(z)<a+\tfrac{\delta}{4}\le a+\delta-\tfrac{\delta}{2}+\tfrac{\delta}{4}\quad\text{is at most}\quad a+\delta-\tfrac{\delta}{4}<g(z),

using δ4+δ4δ2\tfrac{\delta}{4}+\tfrac{\delta}{4}\le\tfrac{\delta}{2} and claim 8 of Elementary Order Arithmetic in an Ordered Field; so u(z)<g(z)u(z)<g(z). Moreover dE(z,x^)ε0<r2<rd_{E}(z,\hat x)\le\varepsilon_{0}<\tfrac{r}{2}<r, so Uκ(z)=max{u(z),g(z)}=g(z)U_{\kappa}(z)=\max\{u(z),g(z)\}=g(z) by the definition of the maximum, and therefore u(z)<Uκ(z)u(z)<U_{\kappa}(z). This completes claim 2 of the statement.

Step 6: UκU_{\kappa} is a viscosity subsolution. Put V2={xΩ:r2<dE(x,x^)}V_{2}=\{x\in\Omega:\tfrac{r}{2}<d_{E}(x,\hat x)\}. The set {xRn:dE(x,x^)r2}\{x\in\mathbb{R}^{n}:d_{E}(x,\hat x)\le\tfrac{r}{2}\} is a closed ball, hence closed by claim 3 of Elementary Properties of the Closed Ball in a Metric Space, so its complement is open, and V2V_{2}, being the intersection of that complement with Ω\Omega, is open by Metric Open Sets Form a Topology. Every xΩx\in\Omega lies in V1V_{1} or in V2V_{2}: by totality either dE(x,x^)<rd_{E}(x,\hat x)<r, and then xV1x\in V_{1}, or rdE(x,x^)r\le d_{E}(x,\hat x), and then r2<rdE(x,x^)\tfrac{r}{2}<r\le d_{E}(x,\hat x), so xV2x\in V_{2}.

On V1V_{1} the function UκU_{\kappa} agrees with the pointwise maximum of the restrictions of uu and gg. The restriction of uu is a viscosity subsolution of FV1F|_{V_{1}} on V1V_{1} by claim 1 of The Viscosity Sub- and Supersolution Properties are Local, and the restriction of gg is one by Step 3; since FV1F|_{V_{1}} is continuous by claim 3 of Restriction of a Second-Order Equation Operator to an Open Subset, The Maximum of Two Viscosity Subsolutions is a Viscosity Subsolution shows that UκU_{\kappa} restricted to V1V_{1} is a viscosity subsolution of FV1F|_{V_{1}} on V1V_{1}.

On V2V_{2} the function UκU_{\kappa} agrees with uu, by the second paragraph of Step 5, and the restriction of uu to V2V_{2} is a viscosity subsolution of FV2F|_{V_{2}} on V2V_{2} by claim 1 of The Viscosity Sub- and Supersolution Properties are Local.

Thus every point of Ω\Omega has an open neighbourhood contained in Ω\Omega on which UκU_{\kappa} restricts to a viscosity subsolution of the restricted operator, so claim 2 of The Viscosity Sub- and Supersolution Properties are Local shows that UκU_{\kappa} is a viscosity subsolution of FF on Ω\Omega. This is claim 1 of the statement. \blacksquare

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