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Sobolev space

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Vector space of functions in mathematics
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Inmathematics, aSobolev space is avector space of functions equipped with anorm that is a combination ofLp-norms of the function together with its derivatives up to a given order. The derivatives are understood in a suitableweak sense to make the spacecomplete, i.e. aBanach space. Intuitively, a Sobolev space is a space of functions possessing sufficiently many derivatives for some application domain, such aspartial differential equations, and equipped with a norm that measures both the size and regularity of a function.

Sobolev spaces are named after the RussianmathematicianSergei Sobolev. Their importance comes from the fact thatweak solutions of some important partial differential equations exist in appropriate Sobolev spaces, even when there are no strong solutions in spaces ofcontinuous functions with thederivatives understood in the classical sense.

Motivation

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In this section and throughout the articleΩ{\displaystyle \Omega } is anopen subset ofRn.{\displaystyle \mathbb {R} ^{n}.}

There are many criteria for smoothness ofmathematical functions. The most basic criterion may be that ofcontinuity. A stronger notion of smoothness is that ofdifferentiability (because functions that are differentiable are also continuous) and a yet stronger notion of smoothness is that the derivative also be continuous (these functions are said to be of classC1{\displaystyle C^{1}} — seeDifferentiability classes). Differentiable functions are important in many areas, and in particular fordifferential equations. In the twentieth century, however, it was observed that the spaceC1{\displaystyle C^{1}} (orC2{\displaystyle C^{2}}, etc.) was not exactly the right space to study solutions of differential equations. The Sobolev spaces are the modern replacement for these spaces in which to look for solutions of partial differential equations.

Quantities or properties of the underlying model of the differential equation are usually expressed in terms of integral norms. A typical example is measuring the energy of a temperature or velocity distribution by anL2{\displaystyle L^{2}}-norm. It is therefore important to develop a tool for differentiatingLebesgue space functions.

Theintegration by parts formula yields that for everyuCk(Ω){\displaystyle u\in C^{k}(\Omega )}, wherek{\displaystyle k} is anatural number, and for all infinitely differentiable functions withcompact supportφCc(Ω),{\displaystyle \varphi \in C_{c}^{\infty }(\Omega ),}

ΩuDαφdx=(1)|α|ΩφDαudx,{\displaystyle \int _{\Omega }u\,D^{\alpha \!}\varphi \,dx=(-1)^{|\alpha |}\int _{\Omega }\varphi \,D^{\alpha \!}u\,dx,}

whereα=(α1,...,αn){\displaystyle \alpha =(\alpha _{1},...,\alpha _{n})} is amulti-index of order|α|=k{\displaystyle |\alpha |=k} and we are using the notation:

Dαf=|α|fx1α1xnαn.{\displaystyle D^{\alpha \!}f={\frac {\partial ^{|\alpha |}\!f}{\partial x_{1}^{\alpha _{1}}\dots \partial x_{n}^{\alpha _{n}}}}.}

The left-hand side of this equation still makes sense if we assumeu{\displaystyle u} to be onlylocally integrable. If there exists a locally integrable functionv{\displaystyle v}, such that

ΩuDαφdx=(1)|α|Ωφvdxfor all φCc(Ω),{\displaystyle \int _{\Omega }u\,D^{\alpha \!}\varphi \;dx=(-1)^{|\alpha |}\int _{\Omega }\varphi \,v\;dx\qquad {\text{for all }}\varphi \in C_{c}^{\infty }(\Omega ),}

then we callv{\displaystyle v} theweakα{\displaystyle \alpha }-th partial derivative ofu{\displaystyle u}. If there exists a weakα{\displaystyle \alpha }-th partial derivative ofu{\displaystyle u}, then it is uniquely definedalmost everywhere, and thus it is uniquely determined as an element of aLebesgue space. On the other hand, ifuCk(Ω){\displaystyle u\in C^{k}(\Omega )}, then the classical and the weak derivative coincide. Thus, ifv{\displaystyle v} is a weakα{\displaystyle \alpha }-th partial derivative ofu{\displaystyle u}, we may denote it byDαu:=v{\displaystyle D^{\alpha }u:=v}.

For example, the function

u(x)={1+x1<x<010x=01x0<x<10else{\displaystyle u(x)={\begin{cases}1+x&-1<x<0\\10&x=0\\1-x&0<x<1\\0&{\text{else}}\end{cases}}}

is not continuous at zero, and not differentiable at −1, 0, or 1. Yet the function

v(x)={11<x<010<x<10else{\displaystyle v(x)={\begin{cases}1&-1<x<0\\-1&0<x<1\\0&{\text{else}}\end{cases}}}

satisfies the definition for being the weak derivative ofu(x),{\displaystyle u(x),} which then qualifies as being in the Sobolev spaceW1,p{\displaystyle W^{1,p}} (for any allowedp{\displaystyle p}, see definition below).

The Sobolev spacesWk,p(Ω){\displaystyle W^{k,p}(\Omega )} combine the concepts of weak differentiability andLebesgue norms.

Sobolev spaces with integerk

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One-dimensional case

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In the one-dimensional case the Sobolev spaceWk,p(R){\displaystyle W^{k,p}(\mathbb {R} )} for1p{\displaystyle 1\leq p\leq \infty } is defined as the subset of functionsf{\displaystyle f} inLp(R){\displaystyle L^{p}(\mathbb {R} )} such thatf{\displaystyle f} and itsweak derivatives up to orderk{\displaystyle k} have a finiteLp norm. As mentioned above, some care must be taken to define derivatives in the proper sense. In the one-dimensional problem it is enough to assume that the(k1){\displaystyle (k{-}1)}-th derivativef(k1){\displaystyle f^{(k-1)}} is differentiable almost everywhere and is equal almost everywhere to theLebesgue integral of its derivative (this excludes irrelevant examples such asCantor's function).

With this definition, the Sobolev spaces admit a naturalnorm,

fk,p=(i=0kf(i)pp)1p=(i=0k|f(i)(t)|pdt)1p.{\displaystyle \|f\|_{k,p}=\left(\sum _{i=0}^{k}\left\|f^{(i)}\right\|_{p}^{p}\right)^{\frac {1}{p}}=\left(\sum _{i=0}^{k}\int \left|f^{(i)}(t)\right|^{p}\,dt\right)^{\frac {1}{p}}.}

One can extend this to the casep={\displaystyle p=\infty }, with the norm then defined using theessential supremum by

fk,=maxi=0,,kf(i)=maxi=0,,k(esssupt|f(i)(t)|).{\displaystyle \|f\|_{k,\infty }=\max _{i=0,\ldots ,k}\left\|f^{(i)}\right\|_{\infty }=\max _{i=0,\ldots ,k}\left({\text{ess}}\,\sup _{t}\left|f^{(i)}(t)\right|\right).}

Equipped with the normk,p,Wk,p{\displaystyle \|\cdot \|_{k,p},W^{k,p}} becomes aBanach space. It turns out that it is enough to take only the first and last in the sequence, i.e., the norm defined by

f(k)p+fp{\displaystyle \left\|f^{(k)}\right\|_{p}+\|f\|_{p}}

is equivalent to the norm above (i.e., theinduced topologies of the norms are the same).

The casep = 2

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Sobolev spaces withp = 2 are especially important because of their connection withFourier series and because they form aHilbert space. A special notation has arisen to cover this case, since the space is a Hilbert space:

Hk=Wk,2.{\displaystyle H^{k}=W^{k,2}.}

The spaceHk{\displaystyle H^{k}} can be defined naturally in terms ofFourier series whose coefficients decay sufficiently rapidly, namely,

Hk(T)={fL2(T):n=(1+n2+n4++n2k)|f^(n)|2<},{\displaystyle H^{k}(\mathbb {T} )={\Big \{}f\in L^{2}(\mathbb {T} ):\sum _{n=-\infty }^{\infty }\left(1+n^{2}+n^{4}+\dots +n^{2k}\right)\left|{\widehat {f}}(n)\right|^{2}<\infty {\Big \}},}

wheref^{\displaystyle {\widehat {f}}} is the Fourier series off,{\displaystyle f,} andT{\displaystyle \mathbb {T} } denotes the 1-torus. As above, one can use the equivalent norm

fk,22=n=(1+|n|2)k|f^(n)|2.{\displaystyle \|f\|_{k,2}^{2}=\sum _{n=-\infty }^{\infty }\left(1+|n|^{2}\right)^{k}\left|{\widehat {f}}(n)\right|^{2}.}

Both representations follow easily fromParseval's theorem and the fact that differentiation is equivalent to multiplying the Fourier coefficient byin{\displaystyle in}.

Furthermore, the spaceHk{\displaystyle H^{k}} admits aninner product, like the spaceH0=L2.{\displaystyle H^{0}=L^{2}.} In fact, theHk{\displaystyle H^{k}} inner product is defined in terms of theL2{\displaystyle L^{2}} inner product:

u,vHk=i=0kDiu,DivL2.{\displaystyle \langle u,v\rangle _{H^{k}}=\sum _{i=0}^{k}\left\langle D^{i}u,D^{i}v\right\rangle _{L^{2}}.}

The spaceHk{\displaystyle H^{k}} becomes a Hilbert space with this inner product.

Other examples

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In one dimension, some other Sobolev spaces permit a simpler description. For example,W1,1(0,1){\displaystyle W^{1,1}(0,1)} is the space ofabsolutely continuous functions on(0, 1) (or rather, equivalence classes of functions that are equal almost everywhere to such), whileW1,(I){\displaystyle W^{1,\infty }(I)} is the space of boundedLipschitz functions onI, for every intervalI. However, these properties are lost or not as simple for functions of more than one variable.

All spacesWk,{\displaystyle W^{k,\infty }} are (normed)algebras, i.e. the product of two elements is once again a function of this Sobolev space, which is not the case forp<.{\displaystyle p<\infty .} (E.g., functions behaving like |x|−1/3 at the origin are inL2,{\displaystyle L^{2},} but the product of two such functions is not inL2{\displaystyle L^{2}}).

Multidimensional case

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The transition to multiple dimensions brings more difficulties, starting from the very definition. The requirement thatf(k1){\displaystyle f^{(k-1)}} be the integral off(k){\displaystyle f^{(k)}} does not generalize, and the simplest solution is to consider derivatives in the sense ofdistribution theory.

A formal definition now follows. LetkN,1p.{\displaystyle k\in \mathbb {N} ,1\leqslant p\leqslant \infty .} The Sobolev spaceWk,p(Ω){\displaystyle W^{k,p}(\Omega )} is defined to be the set of all functionsf{\displaystyle f} onΩ{\displaystyle \Omega } such that for everymulti-indexα{\displaystyle \alpha } with|α|k,{\displaystyle |\alpha |\leqslant k,} the mixedpartial derivative

f(α)=|α|fx1α1xnαn{\displaystyle f^{(\alpha )}={\frac {\partial ^{|\alpha |\!}f}{\partial x_{1}^{\alpha _{1}}\dots \partial x_{n}^{\alpha _{n}}}}}

exists in theweak sense and is inLp(Ω),{\displaystyle L^{p}(\Omega ),} i.e.

f(α)Lp<.{\displaystyle \left\|f^{(\alpha )}\right\|_{L^{p}}<\infty .}

That is, the Sobolev spaceWk,p(Ω){\displaystyle W^{k,p}(\Omega )} is defined as

Wk,p(Ω)={uLp(Ω):DαuLp(Ω)|α|k}.{\displaystyle W^{k,p}(\Omega )=\left\{u\in L^{p}(\Omega ):D^{\alpha }u\in L^{p}(\Omega )\,\,\forall |\alpha |\leqslant k\right\}.}

Thenatural numberk{\displaystyle k} is called the order of the Sobolev spaceWk,p(Ω).{\displaystyle W^{k,p}(\Omega ).}

There are several choices for a norm forWk,p(Ω).{\displaystyle W^{k,p}(\Omega ).} The following two are common and are equivalent in the sense ofequivalence of norms:

uWk,p(Ω):={(|α|kDαuLp(Ω)p)1p1p<;max|α|kDαuL(Ω)p=;{\displaystyle \|u\|_{W^{k,p}(\Omega )}:={\begin{cases}\left(\sum _{|\alpha |\leqslant k}\left\|D^{\alpha }u\right\|_{L^{p}(\Omega )}^{p}\right)^{\frac {1}{p}}&1\leqslant p<\infty ;\\\max _{|\alpha |\leqslant k}\left\|D^{\alpha }u\right\|_{L^{\infty }(\Omega )}&p=\infty ;\end{cases}}}

and

uWk,p(Ω):={|α|kDαuLp(Ω)1p<;|α|kDαuL(Ω)p=.{\displaystyle \|u\|'_{W^{k,p}(\Omega )}:={\begin{cases}\sum _{|\alpha |\leqslant k}\left\|D^{\alpha }u\right\|_{L^{p}(\Omega )}&1\leqslant p<\infty ;\\\sum _{|\alpha |\leqslant k}\left\|D^{\alpha }u\right\|_{L^{\infty }(\Omega )}&p=\infty .\end{cases}}}

With respect to either of these norms,Wk,p(Ω){\displaystyle W^{k,p}(\Omega )} is a Banach space. Forp<,Wk,p(Ω){\displaystyle p<\infty ,W^{k,p}(\Omega )} is also aseparable space. It is conventional to denoteWk,2(Ω){\displaystyle W^{k,2}(\Omega )} byHk(Ω){\displaystyle H^{k}(\Omega )} for it is aHilbert space with the normWk,2(Ω){\displaystyle \|\cdot \|_{W^{k,2}(\Omega )}}.[1]

Approximation by smooth functions

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It is rather hard to work with Sobolev spaces relying only on their definition. It is therefore interesting to know that by theMeyers–Serrin theorem a functionuWk,p(Ω){\displaystyle u\in W^{k,p}(\Omega )} can be approximated bysmooth functions. This fact often allows us to translate properties of smooth functions to Sobolev functions. Ifp{\displaystyle p} is finite andΩ{\displaystyle \Omega } is open, then there exists for anyuWk,p(Ω){\displaystyle u\in W^{k,p}(\Omega )} an approximating sequence of functionsumC(Ω){\displaystyle u_{m}\in C^{\infty }(\Omega )} such that:

umuWk,p(Ω)0.{\displaystyle \left\|u_{m}-u\right\|_{W^{k,p}(\Omega )}\to 0.}

IfΩ{\displaystyle \Omega } hasLipschitz boundary, we may even assume that theum{\displaystyle u_{m}} are the restriction of smooth functions with compact support on all ofRn.{\displaystyle \mathbb {R} ^{n}.}[2]

Examples

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In higher dimensions, it is no longer true that, for example,W1,1{\displaystyle W^{1,1}} contains only continuous functions. For example,|x|1W1,1(B3){\displaystyle |x|^{-1}\in W^{1,1}(\mathbb {B} ^{3})} whereB3{\displaystyle \mathbb {B} ^{3}} is theunit ball in three dimensions. Fork>n/p{\displaystyle k>n/p}, the spaceWk,p(Ω){\displaystyle W^{k,p}(\Omega )} will contain only continuous functions, but for whichk{\displaystyle k} this is already true depends both onp{\displaystyle p} and on the dimension. For example, as can be easily checked usingspherical polar coordinates for the functionf:BnR{}{\displaystyle f:\mathbb {B} ^{n}\to \mathbb {R} \cup \{\infty \}} defined on then-dimensional unit ball we have:

f(x)=|x|αWk,p(Bn)α<npk.{\displaystyle f(x)=|x|^{-\alpha }\in W^{k,p}(\mathbb {B} ^{n})\Longleftrightarrow \alpha <{\tfrac {n}{p}}-k.}

Intuitively, the blow-up off at 0 "counts for less" whenn is large since the unit ball has "more outside and less inside" in higher dimensions.

Absolutely continuous on lines (ACL) characterization of Sobolev functions

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Let1p.{\displaystyle 1\leqslant p\leqslant \infty .} If a function is inW1,p(Ω),{\displaystyle W^{1,p}(\Omega ),} then, possibly after modifying the function on a set of measure zero, the restriction toalmost every line parallel to the coordinate directions inRn{\displaystyle \mathbb {R} ^{n}} isabsolutely continuous; what's more, the classical derivative along the lines that are parallel to the coordinate directions are inLp(Ω).{\displaystyle L^{p}(\Omega ).} Conversely, if the restriction off{\displaystyle f} to almost every line parallel to the coordinate directions is absolutely continuous, then the pointwise gradientf{\displaystyle \nabla f} existsalmost everywhere, andf{\displaystyle f} is inW1,p(Ω){\displaystyle W^{1,p}(\Omega )} providedf,|f|Lp(Ω).{\displaystyle f,|\nabla f|\in L^{p}(\Omega ).} In particular, in this case the weak partial derivatives off{\displaystyle f} and pointwise partial derivatives off{\displaystyle f} agree almost everywhere. The ACL characterization of the Sobolev spaces was established byOtto M. Nikodym (1933); see (Maz'ya 2011, §1.1.3).

A stronger result holds whenp>n.{\displaystyle p>n.} A function inW1,p(Ω){\displaystyle W^{1,p}(\Omega )} is, after modifying on a set of measure zero,Hölder continuous of exponentγ=1np,{\displaystyle \gamma =1-{\tfrac {n}{p}},} byMorrey's inequality. In particular, ifp={\displaystyle p=\infty } andΩ{\displaystyle \Omega } has Lipschitz boundary, then the function isLipschitz continuous.

Functions vanishing at the boundary

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See also:Trace operator

The Sobolev spaceW1,2(Ω){\displaystyle W^{1,2}(\Omega )} is also denoted byH1(Ω).{\displaystyle H^{1}\!(\Omega ).} It is a Hilbert space, with an important subspaceH01(Ω){\displaystyle H_{0}^{1}\!(\Omega )} defined to be the closure of the infinitely differentiable functions compactly supported inΩ{\displaystyle \Omega } inH1(Ω).{\displaystyle H^{1}\!(\Omega ).} The Sobolev norm defined above reduces here to

fH1=(Ω|f|2+|f|2)12.{\displaystyle \|f\|_{H^{1}}=\left(\int _{\Omega }\!|f|^{2}\!+\!|\nabla \!f|^{2}\right)^{\!{\frac {1}{2}}}.}

WhenΩ{\displaystyle \Omega } has a regular boundary,H01(Ω){\displaystyle H_{0}^{1}\!(\Omega )} can be described as the space of functions inH1(Ω){\displaystyle H^{1}\!(\Omega )} that vanish at the boundary, in the sense of traces (see below). Whenn=1,{\displaystyle n=1,} ifΩ=(a,b){\displaystyle \Omega =(a,b)} is a bounded interval, thenH01(a,b){\displaystyle H_{0}^{1}(a,b)} consists of continuous functions on[a,b]{\displaystyle [a,b]} of the form

f(x)=axf(t)dt,x[a,b]{\displaystyle f(x)=\int _{a}^{x}f'(t)\,\mathrm {d} t,\qquad x\in [a,b]}

where the generalized derivativef{\displaystyle f'} is inL2(a,b){\displaystyle L^{2}(a,b)} and has 0 integral, so thatf(b)=f(a)=0.{\displaystyle f(b)=f(a)=0.}

WhenΩ{\displaystyle \Omega } is bounded, thePoincaré inequality states that there is a constantC=C(Ω){\displaystyle C=C(\Omega )} such that:

Ω|f|2C2Ω|f|2,fH01(Ω).{\displaystyle \int _{\Omega }|f|^{2}\leqslant C^{2}\int _{\Omega }|\nabla f|^{2},\qquad f\in H_{0}^{1}(\Omega ).}

WhenΩ{\displaystyle \Omega } is bounded, the injection fromH01(Ω){\displaystyle H_{0}^{1}\!(\Omega )} toL2(Ω),{\displaystyle L^{2}\!(\Omega ),} iscompact. This fact plays a role in the study of theDirichlet problem, and in the fact that there exists anorthonormal basis ofL2(Ω){\displaystyle L^{2}(\Omega )} consisting of eigenvectors of theLaplace operator (withDirichlet boundary condition).

Traces

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See also:Trace operator

Sobolev spaces are often considered when investigating partial differential equations. It is essential to consider boundary values of Sobolev functions. IfuC(Ω){\displaystyle u\in C(\Omega )}, those boundary values are described by the restrictionu|Ω.{\displaystyle u|_{\partial \Omega }.} However, it is not clear how to describe values at the boundary foruWk,p(Ω),{\displaystyle u\in W^{k,p}(\Omega ),} as then-dimensional measure of the boundary is zero. The following theorem[2] resolves the problem:

Trace theoremAssume Ω is bounded withLipschitz boundary. Then there exists a bounded linear operatorT:W1,p(Ω)Lp(Ω){\displaystyle T:W^{1,p}(\Omega )\to L^{p}(\partial \Omega )} such thatTu=u|ΩuW1,p(Ω)C(Ω¯)TuLp(Ω)c(p,Ω)uW1,p(Ω)uW1,p(Ω).{\displaystyle {\begin{aligned}Tu&=u|_{\partial \Omega }&&u\in W^{1,p}(\Omega )\cap C({\overline {\Omega }})\\\|Tu\|_{L^{p}(\partial \Omega )}&\leqslant c(p,\Omega )\|u\|_{W^{1,p}(\Omega )}&&u\in W^{1,p}(\Omega ).\end{aligned}}}

Tu is called the trace ofu. Roughly speaking, this theorem extends the restriction operator to the Sobolev spaceW1,p(Ω){\displaystyle W^{1,p}(\Omega )} for well-behaved Ω. Note that thetrace operatorT is in general not surjective, but for 1 <p < ∞ it maps continuously onto the Sobolev–Slobodeckij spaceW11p,p(Ω).{\displaystyle W^{1-{\frac {1}{p}},p}(\partial \Omega ).}

Intuitively, taking the trace costs 1/p of a derivative. The functionsu inW1,p(Ω) with zero trace, i.e.Tu = 0, can be characterized by the equality

W01,p(Ω)={uW1,p(Ω):Tu=0},{\displaystyle W_{0}^{1,p}(\Omega )=\left\{u\in W^{1,p}(\Omega ):Tu=0\right\},}

where

W01,p(Ω):={uW1,p(Ω):{um}m=1Cc(Ω), such that umu in W1,p(Ω)}.{\displaystyle W_{0}^{1,p}(\Omega ):=\left\{u\in W^{1,p}(\Omega ):\exists \{u_{m}\}_{m=1}^{\infty }\subset C_{c}^{\infty }(\Omega ),\ {\text{such that}}\ u_{m}\to u\ {\textrm {in}}\ W^{1,p}(\Omega )\right\}.}

In other words, for Ω bounded with Lipschitz boundary, trace-zero functions inW1,p(Ω){\displaystyle W^{1,p}(\Omega )} can be approximated by smooth functions with compact support.

Sobolev spaces with non-integerk

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Bessel potential spaces

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For a natural numberk and1 <p < ∞ one can show (by usingFourier multipliers[3][4]) that the spaceWk,p(Rn){\displaystyle W^{k,p}(\mathbb {R} ^{n})} can equivalently be defined as

Wk,p(Rn)=Hk,p(Rn):={fLp(Rn):F1[(1+|ξ|2)k2Ff]Lp(Rn)},{\displaystyle W^{k,p}(\mathbb {R} ^{n})=H^{k,p}(\mathbb {R} ^{n}):={\Big \{}f\in L^{p}(\mathbb {R} ^{n}):{\mathcal {F}}^{-1}{\Big [}{\big (}1+|\xi |^{2}{\big )}^{\frac {k}{2}}{\mathcal {F}}f{\Big ]}\in L^{p}(\mathbb {R} ^{n}){\Big \}},}

with the norm

fHk,p(Rn):=F1[(1+|ξ|2)k2Ff]Lp(Rn).{\displaystyle \|f\|_{H^{k,p}(\mathbb {R} ^{n})}:=\left\|{\mathcal {F}}^{-1}{\Big [}{\big (}1+|\xi |^{2}{\big )}^{\frac {k}{2}}{\mathcal {F}}f{\Big ]}\right\|_{L^{p}(\mathbb {R} ^{n})}.}

This motivates Sobolev spaces with non-integer order since in the above definition we can replacek by any real numbers. The resulting spaces

Hs,p(Rn):={fS(Rn):F1[(1+|ξ|2)s2Ff]Lp(Rn)}{\displaystyle H^{s,p}(\mathbb {R} ^{n}):=\left\{f\in {\mathcal {S}}'(\mathbb {R} ^{n}):{\mathcal {F}}^{-1}\left[{\big (}1+|\xi |^{2}{\big )}^{\frac {s}{2}}{\mathcal {F}}f\right]\in L^{p}(\mathbb {R} ^{n})\right\}}

are called Bessel potential spaces[5] (named afterFriedrich Bessel). They are Banach spaces in general and Hilbert spaces in the special casep = 2.

Fors0,Hs,p(Ω){\displaystyle s\geq 0,H^{s,p}(\Omega )} is the set of restrictions of functions fromHs,p(Rn){\displaystyle H^{s,p}(\mathbb {R} ^{n})} to Ω equipped with the norm

fHs,p(Ω):=inf{gHs,p(Rn):gHs,p(Rn),g|Ω=f}.{\displaystyle \|f\|_{H^{s,p}(\Omega )}:=\inf \left\{\|g\|_{H^{s,p}(\mathbb {R} ^{n})}:g\in H^{s,p}(\mathbb {R} ^{n}),g|_{\Omega }=f\right\}.}

Again,Hs,p(Ω) is a Banach space and in the casep = 2 a Hilbert space.

Using extension theorems for Sobolev spaces, it can be shown that alsoWk,p(Ω) =Hk,p(Ω) holds in the sense of equivalent norms, if Ω is domain with uniformCk-boundary,k a natural number and1 <p < ∞. By theembeddings

Hk+1,p(Rn)Hs,p(Rn)Hs,p(Rn)Hk,p(Rn),kssk+1{\displaystyle H^{k+1,p}(\mathbb {R} ^{n})\hookrightarrow H^{s',p}(\mathbb {R} ^{n})\hookrightarrow H^{s,p}(\mathbb {R} ^{n})\hookrightarrow H^{k,p}(\mathbb {R} ^{n}),\quad k\leqslant s\leqslant s'\leqslant k+1}

the Bessel potential spacesHs,p(Rn){\displaystyle H^{s,p}(\mathbb {R} ^{n})} form a continuous scale between the Sobolev spacesWk,p(Rn).{\displaystyle W^{k,p}(\mathbb {R} ^{n}).} From an abstract point of view, the Bessel potential spaces occur as complexinterpolation spaces of Sobolev spaces, i.e. in the sense of equivalent norms it holds that

[Wk,p(Rn),Wk+1,p(Rn)]θ=Hs,p(Rn),{\displaystyle \left[W^{k,p}(\mathbb {R} ^{n}),W^{k+1,p}(\mathbb {R} ^{n})\right]_{\theta }=H^{s,p}(\mathbb {R} ^{n}),}

where:

1p, 0<θ<1, s=(1θ)k+θ(k+1)=k+θ.{\displaystyle 1\leqslant p\leqslant \infty ,\ 0<\theta <1,\ s=(1-\theta )k+\theta (k+1)=k+\theta .}

Sobolev–Slobodeckij spaces

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Another approach to define fractional order Sobolev spaces arises from the idea to generalize theHölder condition to theLp-setting.[6] For1p<,θ(0,1){\displaystyle 1\leqslant p<\infty ,\theta \in (0,1)} andfLp(Ω),{\displaystyle f\in L^{p}(\Omega ),} theSlobodeckij seminorm (roughly analogous to the Hölder seminorm) is defined by

[f]θ,p,Ω:=(ΩΩ|f(x)f(y)|p|xy|θp+ndxdy)1p.{\displaystyle [f]_{\theta ,p,\Omega }:=\left(\int _{\Omega }\int _{\Omega }{\frac {|f(x)-f(y)|^{p}}{|x-y|^{\theta p+n}}}\;dx\;dy\right)^{\frac {1}{p}}.}

Lets > 0 be not an integer and setθ=ss(0,1){\displaystyle \theta =s-\lfloor s\rfloor \in (0,1)}. Using the same idea as for theHölder spaces, theSobolev–Slobodeckij space[7]Ws,p(Ω){\displaystyle W^{s,p}(\Omega )} is defined as

Ws,p(Ω):={fWs,p(Ω):sup|α|=s[Dαf]θ,p,Ω<}.{\displaystyle W^{s,p}(\Omega ):=\left\{f\in W^{\lfloor s\rfloor ,p}(\Omega ):\sup _{|\alpha |=\lfloor s\rfloor }[D^{\alpha }f]_{\theta ,p,\Omega }<\infty \right\}.}

It is a Banach space for the norm

fWs,p(Ω):=fWs,p(Ω)+sup|α|=s[Dαf]θ,p,Ω.{\displaystyle \|f\|_{W^{s,p}(\Omega )}:=\|f\|_{W^{\lfloor s\rfloor ,p}(\Omega )}+\sup _{|\alpha |=\lfloor s\rfloor }[D^{\alpha }f]_{\theta ,p,\Omega }.}

IfΩ{\displaystyle \Omega } is suitably regular in the sense that there exist certain extension operators, then also the Sobolev–Slobodeckij spaces form a scale of Banach spaces, i.e. one has the continuous injections orembeddings

Wk+1,p(Ω)Ws,p(Ω)Ws,p(Ω)Wk,p(Ω),kssk+1.{\displaystyle W^{k+1,p}(\Omega )\hookrightarrow W^{s',p}(\Omega )\hookrightarrow W^{s,p}(\Omega )\hookrightarrow W^{k,p}(\Omega ),\quad k\leqslant s\leqslant s'\leqslant k+1.}

There are examples of irregular Ω such thatW1,p(Ω){\displaystyle W^{1,p}(\Omega )} is not even a vector subspace ofWs,p(Ω){\displaystyle W^{s,p}(\Omega )} for 0 <s < 1 (see Example 9.1 of[8])

From an abstract point of view, the spacesWs,p(Ω){\displaystyle W^{s,p}(\Omega )} coincide with the realinterpolation spaces of Sobolev spaces, i.e. in the sense of equivalent norms the following holds:

Ws,p(Ω)=(Wk,p(Ω),Wk+1,p(Ω))θ,p,kN,s(k,k+1),θ=ss.{\displaystyle W^{s,p}(\Omega )=\left(W^{k,p}(\Omega ),W^{k+1,p}(\Omega )\right)_{\theta ,p},\quad k\in \mathbb {N} ,s\in (k,k+1),\theta =s-\lfloor s\rfloor .}

Sobolev–Slobodeckij spaces play an important role in the study of traces of Sobolev functions. They are special cases ofBesov spaces.[4]

The constant arising in the characterization of the fractional Sobolev spaceWs,p(Ω){\displaystyle W^{s,p}(\Omega )} can be characterized through the Bourgain-Brezis-Mironescu formula:

lims1(1s)ΩΩ|f(x)f(y)|p|xy|sp+ndxdy=2πn12Γ(p+12)pΓ(p+n2)Ω|f|p;{\displaystyle \lim _{s\nearrow 1}\;(1-s)\int _{\Omega }\int _{\Omega }{\frac {|f(x)-f(y)|^{p}}{|x-y|^{sp+n}}}\;dx\;dy={\frac {2\pi ^{\frac {n-1}{2}}\Gamma ({\frac {p+1}{2}})}{p\Gamma ({\frac {p+n}{2}})}}\int _{\Omega }\vert \nabla f\vert ^{p};}

and the condition

lim sups1(1s)ΩΩ|f(x)f(y)|p|xy|sp+ndxdy<{\displaystyle \limsup _{s\nearrow 1}\;(1-s)\int _{\Omega }\int _{\Omega }{\frac {|f(x)-f(y)|^{p}}{|x-y|^{sp+n}}}\;dx\;dy<\infty }

characterizes those functions ofLp(Ω){\displaystyle L^{p}(\Omega )} that are in the first-order Sobolev spaceW1,p(Ω){\displaystyle W^{1,p}(\Omega )}.[9]

Extension operators

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IfΩ{\displaystyle \Omega } is adomain whose boundary is not too poorly behaved (e.g., if its boundary is a manifold, or satisfies the more permissive "cone condition") then there is an operatorA mapping functions ofΩ{\displaystyle \Omega } to functions ofRn{\displaystyle \mathbb {R} ^{n}} such that:

  1. Au(x) =u(x) for almost everyx inΩ{\displaystyle \Omega } and
  2. A:Wk,p(Ω)Wk,p(Rn){\displaystyle A:W^{k,p}(\Omega )\to W^{k,p}(\mathbb {R} ^{n})} is continuous for any 1 ≤p ≤ ∞ and integerk.

We will call such an operatorA an extension operator forΩ.{\displaystyle \Omega .}

Case ofp = 2

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Extension operators are the most natural way to defineHs(Ω){\displaystyle H^{s}(\Omega )} for non-integers (we cannot work directly onΩ{\displaystyle \Omega } since takingFourier transform is a global operation). We defineHs(Ω){\displaystyle H^{s}(\Omega )} by saying thatuHs(Ω){\displaystyle u\in H^{s}(\Omega )} if and only ifAuHs(Rn).{\displaystyle Au\in H^{s}(\mathbb {R} ^{n}).} Equivalently, complex interpolation yields the sameHs(Ω){\displaystyle H^{s}(\Omega )} spaces so long asΩ{\displaystyle \Omega } has an extension operator. IfΩ{\displaystyle \Omega } does not have an extension operator, complex interpolation is the only way to obtain theHs(Ω){\displaystyle H^{s}(\Omega )} spaces.

As a result, the interpolation inequality still holds.

Extension by zero

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Likeabove, we defineH0s(Ω){\displaystyle H_{0}^{s}(\Omega )} to be the closure inHs(Ω){\displaystyle H^{s}(\Omega )} of the spaceCc(Ω){\displaystyle C_{c}^{\infty }(\Omega )} of infinitely differentiable compactly supported functions. Given the definition of a trace, above, we may state the following

TheoremLetΩ{\displaystyle \Omega } be uniformlyCm regular,ms and letP be the linear map sendingu inHs(Ω){\displaystyle H^{s}(\Omega )} to(u,dudn,,dkudnk)|G{\displaystyle \left.\left(u,{\frac {du}{dn}},\dots ,{\frac {d^{k}u}{dn^{k}}}\right)\right|_{G}}whered/dn is the derivative normal toG, andk is the largest integer less thans. ThenH0s{\displaystyle H_{0}^{s}} is precisely the kernel ofP.

IfuH0s(Ω){\displaystyle u\in H_{0}^{s}(\Omega )} we may define itsextension by zerou~L2(Rn){\displaystyle {\tilde {u}}\in L^{2}(\mathbb {R} ^{n})} in the natural way, namely

u~(x)={u(x)xΩ0else{\displaystyle {\tilde {u}}(x)={\begin{cases}u(x)&x\in \Omega \\0&{\text{else}}\end{cases}}}

TheoremLets>12.{\displaystyle s>{\tfrac {1}{2}}.} The mapuu~{\displaystyle u\mapsto {\tilde {u}}} is continuous intoHs(Rn){\displaystyle H^{s}(\mathbb {R} ^{n})} if and only ifs is not of the formn+12{\displaystyle n+{\tfrac {1}{2}}} forn an integer.

ForfLp(Ω) its extension by zero,

Ef:={fon Ω,0otherwise{\displaystyle Ef:={\begin{cases}f&{\textrm {on}}\ \Omega ,\\0&{\textrm {otherwise}}\end{cases}}}

is an element ofLp(Rn).{\displaystyle L^{p}(\mathbb {R} ^{n}).} Furthermore,

EfLp(Rn)=fLp(Ω).{\displaystyle \|Ef\|_{L^{p}(\mathbb {R} ^{n})}=\|f\|_{L^{p}(\Omega )}.}

In the case of the Sobolev spaceW1,p(Ω) for1 ≤ p ≤ ∞, extending a functionu by zero will not necessarily yield an element ofW1,p(Rn).{\displaystyle W^{1,p}(\mathbb {R} ^{n}).} But if Ω is bounded with Lipschitz boundary (e.g. ∂Ω isC1), then for any bounded open set O such that Ω⊂⊂O (i.e. Ω is compactly contained in O), there exists a bounded linear operator[2]

E:W1,p(Ω)W1,p(Rn),{\displaystyle E:W^{1,p}(\Omega )\to W^{1,p}(\mathbb {R} ^{n}),}

such that for eachuW1,p(Ω):Eu=u{\displaystyle u\in W^{1,p}(\Omega ):Eu=u} a.e. on Ω,Eu has compact support within O, and there exists a constantC depending only onp, Ω, O and the dimensionn, such that

EuW1,p(Rn)CuW1,p(Ω).{\displaystyle \|Eu\|_{W^{1,p}(\mathbb {R} ^{n})}\leqslant C\|u\|_{W^{1,p}(\Omega )}.}

We callEu{\displaystyle Eu} an extension ofu{\displaystyle u} toRn.{\displaystyle \mathbb {R} ^{n}.}

Sobolev embeddings

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Main article:Sobolev inequality

It is a natural question to ask if a Sobolev function is continuous or even continuously differentiable. Roughly speaking, sufficiently many weak derivatives (i.e. largek) result in a classical derivative. This idea is generalized and made precise in theSobolev embedding theorem.

WriteWk,p{\displaystyle W^{k,p}} for the Sobolev space of some compactRiemannian manifold of dimensionn. Herek can be anyreal number, and 1 ≤ p ≤ ∞. (Forp = ∞ the Sobolev spaceWk,{\displaystyle W^{k,\infty }} is defined to be theHölder spaceCn wherek = n + α and 0 < α ≤ 1.) The Sobolev embedding theorem states that ifkm{\displaystyle k\geqslant m} andknpmnq{\displaystyle k-{\tfrac {n}{p}}\geqslant m-{\tfrac {n}{q}}} then

Wk,pWm,q{\displaystyle W^{k,p}\subseteq W^{m,q}}

and the embedding is continuous. Moreover, ifk>m{\displaystyle k>m} andknp>mnq{\displaystyle k-{\tfrac {n}{p}}>m-{\tfrac {n}{q}}} then the embedding is completely continuous (this is sometimes called Kondrachov's theorem or theRellich–Kondrachov theorem). Functions inWm,{\displaystyle W^{m,\infty }} have all derivatives of order less thanm continuous, so in particular this gives conditions on Sobolev spaces for various derivatives to be continuous. Informally these embeddings say that to convert anLp estimate to a boundedness estimate costs 1/p derivatives per dimension.

There are similar variations of the embedding theorem for non-compact manifolds such asRn{\displaystyle \mathbb {R} ^{n}} (Stein 1970). Sobolev embeddings onRn{\displaystyle \mathbb {R} ^{n}} that are not compact often have a related, but weaker, property ofcocompactness.

See also

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Notes

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  1. ^Evans 2010, Chapter 5.2
  2. ^abcAdams & Fournier 2003
  3. ^Bergh & Löfström 1976
  4. ^abTriebel 1995
  5. ^Bessel potential spaces with variable integrability have been independently introduced by Almeida & Samko (A. Almeida and S. Samko, "Characterization ofRiesz andBessel potentials on variableLebesgue spaces", J. Function Spaces Appl. 4 (2006), no. 2, 113–144) and Gurka, Harjulehto & Nekvinda (P. Gurka, P. Harjulehto and A. Nekvinda: "Bessel potential spaces with variable exponent", Math. Inequal. Appl. 10 (2007), no. 3, 661–676).
  6. ^Lunardi 1995
  7. ^In the literature, fractional Sobolev-type spaces are also calledAronszajn spaces,Gagliardo spaces orSlobodeckij spaces, after the names of the mathematicians who introduced them in the 1950s:N. Aronszajn ("Boundary values of functions with finiteDirichlet integral", Techn. Report of Univ. of Kansas 14 (1955), 77–94), E. Gagliardo ("Proprietà di alcune classi di funzioni in più variabili",Ricerche Mat. 7 (1958), 102–137), and L. N. Slobodeckij ("Generalized Sobolev spaces and their applications to boundary value problems of partial differential equations", Leningrad.Gos. Ped. Inst. Učep. Zap. 197 (1958), 54–112).
  8. ^Di Nezza, Eleonora; Palatucci, Giampiero; Valdinoci, Enrico (2012-07-01)."Hitchhikerʼs guide to the fractional Sobolev spaces".Bulletin des Sciences Mathématiques.136 (5):521–573.arXiv:1104.4345.doi:10.1016/j.bulsci.2011.12.004.ISSN 0007-4497.
  9. ^Bourgain, Jean;Brezis, Haïm; Mironescu, Petru (2001). "Another look at Sobolev spaces". In Menaldi, José Luis (ed.).Optimal control and partial differential equations. In honour of Professor Alain Bensoussan's 60th birthday. Proceedings of the conference, Paris, France, December 4, 2000. Amsterdam: IOS Press; Tokyo: Ohmsha. pp. 439–455.ISBN 978-1-58603-096-4.

References

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