In mathematics, a Sobolev space is a vector space of functions equipped with a norm that is a combination of Lp-norms of the function together with its derivatives up to a given order. The derivatives are understood in a suitable weak sense to make the space complete, i.e. a Banach space. Intuitively, a Sobolev space is a space of functions possessing sufficiently many derivatives for some application domain, such as partial differential equations, and equipped with a norm that measures both the size and regularity of a function.
Sobolev spaces are named after the Russian mathematician Sergei Sobolev. Their importance comes from the fact that weak solutions of some important partial differential equations exist in appropriate Sobolev spaces, even when there are no strong solutions in spaces of continuous functions with the derivatives understood in the classical sense.
In this section and throughout the article
\Omega
\Rn.
There are many criteria for smoothness of mathematical functions. The most basic criterion may be that of continuity. A stronger notion of smoothness is that of differentiability (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 class
C1
C1
C2
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 an
L2
The integration by parts formula yields that for every
u\inCk(\Omega)
k
\varphi\in
infty | |
C | |
c |
(\Omega),
\int\OmegauD\alpha\varphidx=(-1)|\alpha|\int\Omega\varphiD\alphaudx,
where
\alpha
|\alpha|=k
D\alphaf=
\partial|f | ||||||||||||||
|
.
The left-hand side of this equation still makes sense if we only assume
u
v
\int\OmegauD\alpha\varphi dx=(-1)|\alpha|\int\Omega\varphiv dx forall\varphi\in
infty(\Omega), | |
C | |
c |
then we call
v
\alpha
u
\alpha
u
u\inCk(\Omega)
v
\alpha
u
D\alphau:=v
For example, the function
u(x)=\begin{cases} 1+x&-1<x<0\\ 10&x=0\\ 1-x&0<x<1\\ 0&else \end{cases}
is not continuous at zero, and not differentiable at −1, 0, or 1. Yet the function
v(x)=\begin{cases} 1&-1<x<0\\ -1&0<x<1\\ 0&else \end{cases}
satisfies the definition for being the weak derivative of
u(x),
W1,p
p
The Sobolev spaces
Wk,p(\Omega)
In the one-dimensional case the Sobolev space
Wk,p(\R)
1\lep\leinfty
f
Lp(\R)
f
k
(k{-}1)
f(k-1)
With this definition, the Sobolev spaces admit a natural norm,
\|f\|k,p=\left
k | |
(\sum | |
i=0 |
\left\|f(i)\right
p | |
\| | |
p |
| ||||
\right) |
=\left
k | |
(\sum | |
i=0 |
\int\left|f(i)(t)\right|pdt\right
| ||||
) |
.
One can extend this to the case
p=infty
\|f\|k,infty=maxi=0,\ldots,k\left\|f(i)\right\|infty=maxi=0,\ldots,k\left(ess\supt\left|f(i)(t)\right|\right).
Equipped with the norm
\| ⋅ \|k,p,Wk,p
\left\|f(k)\right\|p+\|f\|p
is equivalent to the norm above (i.e. the induced topologies of the norms are the same).
Sobolev spaces with are especially important because of their connection with Fourier series and because they form a Hilbert space. A special notation has arisen to cover this case, since the space is a Hilbert space:
Hk=Wk,2.
The space
Hk
Hk(T)= \{f\inL2(T):
infty | |
\sum | |
n=-infty |
\left(1+n2+n4+...+n2k\right)\left|\widehat{f}(n)\right|2<infty \},
where
\widehat{f}
f,
T
2 | |
\|f\| | |
k,2 |
infty | |
=\sum | |
n=-infty |
\left(1+|n|2\right)k\left|\widehat{f}(n)\right|2.
Both representations follow easily from Parseval's theorem and the fact that differentiation is equivalent to multiplying the Fourier coefficient by
in
Furthermore, the space
Hk
H0=L2.
Hk
L2
\langle
u,v\rangle | |
Hk |
=
k | |
\sum | |
i=0 |
\left\langleDiu,Div\right
\rangle | |
L2 |
.
The space
Hk
In one dimension, some other Sobolev spaces permit a simpler description. For example,
W1,1(0,1)
W1,infty(I)
All spaces
Wk,infty
p<infty.
L2,
L2
The transition to multiple dimensions brings more difficulties, starting from the very definition. The requirement that
f(k-1)
f(k)
A formal definition now follows. Let
k\in\N,1\leqslantp\leqslantinfty.
Wk,p(\Omega)
f
\Omega
\alpha
|\alpha|\leqslantk,
f(\alpha)=
\partial|f | ||||||||||||||
|
exists in the weak sense and is in
Lp(\Omega),
\left\|f(\alpha)\right
\| | |
Lp |
<infty.
That is, the Sobolev space
Wk,p(\Omega)
Wk,p(\Omega)=\left\{u\inLp(\Omega):D\alphau\inLp(\Omega)\forall|\alpha|\leqslantk\right\}.
k
Wk,p(\Omega).
There are several choices for a norm for
Wk,p(\Omega).
\|u
\| | |
Wk,(\Omega) |
:=\begin{cases}\left(\sum|\alpha\left\|D\alphau\right
p | |
\| | |
Lp(\Omega) |
| ||||
\right) |
&1\leqslantp<infty;\ max|\left\|D\alphau\right
\| | |
Linfty(\Omega) |
&p=infty;\end{cases}
and
\|u
\|' | |
Wk,(\Omega) |
:=\begin{cases}\sum|\left\|D\alphau\right
\| | |
Lp(\Omega) |
&1\leqslantp<infty;\ \sum|\left\|D\alphau\right
\| | |
Linfty(\Omega) |
&p=infty.\end{cases}
With respect to either of these norms,
Wk,p(\Omega)
p<infty,Wk,p(\Omega)
Wk,2(\Omega)
Hk(\Omega)
\| ⋅
\| | |
Wk,(\Omega) |
It is rather hard to work with Sobolev spaces relying only on their definition. It is therefore interesting to know that by the Meyers–Serrin theorem a function
u\inWk,p(\Omega)
p
\Omega
u\inWk,p(\Omega)
um\inCinfty(\Omega)
\left\|um-u\right
\| | |
Wk,p(\Omega) |
\to0.
If
\Omega
um
\Rn.
In higher dimensions, it is no longer true that, for example,
W1,1
|x|-1\inW1,1(B3)
B3
k>n/p
Wk,p(\Omega)
k
p
f:Bn\to\R\cup\{infty\}
f(x)=|x|-\alpha\inWk,p(Bn)\Longleftrightarrow\alpha<\tfrac{n}{p}-k.
Intuitively, the blow-up of f at 0 "counts for less" when n is large since the unit ball has "more outside and less inside" in higher dimensions.
Let
1\leqslantp\leqslantinfty.
W1,p(\Omega),
\Rn
Lp(\Omega).
f
\nablaf
f
W1,p(\Omega)
f,|\nablaf|\inLp(\Omega).
f
f
A stronger result holds when
p>n.
W1,p(\Omega)
\gamma=1-\tfrac{n}{p},
p=infty
\Omega
See also: Trace operator.
The Sobolev space
W1,2(\Omega)
H1(\Omega).
1 | |
H | |
0(\Omega) |
\Omega
H1(\Omega).
\|f\| | |
H1 |
=\left(\int\Omega|f|2+|\nablaf|2
| ||||
\right) |
.
When
\Omega
1 | |
H | |
0(\Omega) |
H1(\Omega)
n=1,
\Omega=(a,b)
1 | |
H | |
0(a,b) |
[a,b]
f(x)=
x | |
\int | |
a |
f'(t)dt, x\in[a,b]
where the generalized derivative
f'
L2(a,b)
f(b)=f(a)=0.
When
\Omega
C=C(\Omega)
\int\Omega|f|2\leqslantC2\int\Omega|\nablaf|2, f\in
1 | |
H | |
0(\Omega). |
When
\Omega
1 | |
H | |
0(\Omega) |
L2(\Omega),
L2(\Omega)
See also: Trace operator.
Sobolev spaces are often considered when investigating partial differential equations. It is essential to consider boundary values of Sobolev functions. If
u\inC(\Omega)
u|\partial\Omega.
u\inWk,p(\Omega),
Tu is called the trace of u. Roughly speaking, this theorem extends the restriction operator to the Sobolev space
W1,p(\Omega)
| |||||
W |
(\partial\Omega).
Intuitively, taking the trace costs 1/p of a derivative. The functions u in W1,p(Ω) with zero trace, i.e. Tu = 0, can be characterized by the equality
1,p | |
W | |
0 |
(\Omega)=\left\{u\inW1,p(\Omega):Tu=0\right\},
where
1,p | |
W | |
0 |
(\Omega):=\left\{u\inW1,p(\Omega):\exists\{um\}
infty\subset | |
m=1 |
infty(\Omega), | |
C | |
c |
suchthat um\tou rm{in} W1,p(\Omega)\right\}.
In other words, for Ω bounded with Lipschitz boundary, trace-zero functions in
W1,p(\Omega)
For a natural number k and one can show (by using Fourier multipliers) that the space
Wk,p(\Rn)
Wk,p(\Rn)=Hk,p(\Rn):= \{f\inLp(\Rn):l{F}-1[(1+|\xi|2)
| ||||
l{F}f]\inLp(\Rn) \},
with the norm
\|f\| | |
Hk,p(\Rn) |
:=\left\|l{F}-1[(1+|\xi|2)
| ||||
l{F}f]
\right\| | |
Lp(\Rn) |
.
This motivates Sobolev spaces with non-integer order since in the above definition we can replace k by any real number s. The resulting spaces
Hs,p(\Rn):=\left\{f\inlS'(\Rn):l{F}-1\left[(1+|\xi|2
| ||||
) |
l{F}f\right]\inLp(\Rn)\right\}
are called Bessel potential spaces[1] (named after Friedrich Bessel). They are Banach spaces in general and Hilbert spaces in the special case p = 2.
For
s\geq0,Hs,p(\Omega)
Hs,p(\Rn)
\|f\| | |
Hs,p(\Omega) |
:=inf\left
\{\|g\| | |
Hs,p(\Rn) |
:g\inHs,p(\Rn),g|\Omega=f\right\}.
Again, Hs,p(Ω) is a Banach space and in the case p = 2 a Hilbert space.
Using extension theorems for Sobolev spaces, it can be shown that also Wk,p(Ω) = Hk,p(Ω) holds in the sense of equivalent norms, if Ω is domain with uniform Ck-boundary, k a natural number and . By the embeddings
Hk+1,p(\Rn)\hookrightarrowHs',p(\Rn)\hookrightarrowHs,p(\Rn)\hookrightarrowHk,p(\Rn), k\leqslants\leqslants'\leqslantk+1
the Bessel potential spaces
Hs,p(\Rn)
Wk,p(\Rn).
\left[Wk,p(\Rn),Wk+1,p(\Rn)\right]\theta=Hs,p(\Rn),
1\leqslantp\leqslantinfty, 0<\theta<1, s=(1-\theta)k+\theta(k+1)=k+\theta.
Another approach to define fractional order Sobolev spaces arises from the idea to generalize the Hölder condition to the Lp-setting. For
1\leqslantp<infty,\theta\in(0,1)
f\inLp(\Omega),
[f]\theta,:=\left(\int\Omega\int\Omega
|f(x)-f(y)|p | |
|x-y|\theta |
dx dy\right
| ||||
) |
.
Let be not an integer and set
\theta=s-\lfloors\rfloor\in(0,1)
Ws,p(\Omega)
Ws,p(\Omega):=\left\{f\inW\lfloor(\Omega):\sup|\alpha|[D\alphaf]\theta,<infty\right\}.
It is a Banach space for the norm
\|f\|
Ws,(\Omega) |
:=
\|f\| | |
W\lfloor(\Omega) |
+\sup|\alpha|[D\alphaf]\theta,.
If
\Omega
Wk+1,p(\Omega)\hookrightarrowWs',p(\Omega)\hookrightarrowWs,p(\Omega)\hookrightarrowWk,(\Omega), k\leqslants\leqslants'\leqslantk+1.
There are examples of irregular Ω such that
W1,p(\Omega)
Ws,p(\Omega)
From an abstract point of view, the spaces
Ws,p(\Omega)
Ws,p(\Omega)=\left(Wk,p(\Omega),Wk+1,p(\Omega)\right)\theta,, k\in\N,s\in(k,k+1),\theta=s-\lfloors\rfloor.
Sobolev–Slobodeckij spaces play an important role in the study of traces of Sobolev functions. They are special cases of Besov spaces.
The constant arising in the characterization of the fractional Sobolev space
Ws,p(\Omega)
\lims (1-s) \int\Omega\int\Omega
|f(x)-f(y)|p | |
|x-y|s |
dx dy=
| |||||||||||||
|
\int\Omega\vert\nablaf\vertp;
\limsups (1-s) \int\Omega\int\Omega
|f(x)-f(y)|p | |
|x-y|s |
dx dy<infty
Lp(\Omega)
W1,p(\Omega)
If
\Omega
\Omega
\Rn
\Omega
A:Wk,p(\Omega)\toWk,p(\Rn)
We will call such an operator A an extension operator for
\Omega.
Extension operators are the most natural way to define
Hs(\Omega)
\Omega
Hs(\Omega)
u\inHs(\Omega)
Au\inHs(\Rn).
Hs(\Omega)
\Omega
\Omega
Hs(\Omega)
As a result, the interpolation inequality still holds.
Like above, we define
s | |
H | |
0(\Omega) |
Hs(\Omega)
infty | |
C | |
c(\Omega) |
If
u\in
s | |
H | |
0(\Omega) |
\tildeu\inL2(\Rn)
\tildeu(x)=\begin{cases}u(x)&x\in\Omega\ 0&else\end{cases}
For its extension by zero,
Ef:=\begin{cases}f&rm{on} \Omega,\ 0&rm{otherwise}\end{cases}
is an element of
Lp(\Rn).
\|Ef
\| | |
Lp(\Rn) |
=\|f
\| | |
Lp(\Omega) |
.
In the case of the Sobolev space W1,p(Ω) for, extending a function u by zero will not necessarily yield an element of
W1,p(\Rn).
E:W1,p(\Omega)\toW1,p(\Rn),
such that for each
u\inW1,p(\Omega):Eu=u
\|Eu
\| | |
W1,p(\Rn) |
\leqslantC
\|u\| | |
W1,p(\Omega) |
.
We call
Eu
u
\Rn.
See 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. large k) result in a classical derivative. This idea is generalized and made precise in the Sobolev embedding theorem.
Write
Wk,p
Wk,infty
k\geqslantm
k-\tfrac{n}{p}\geqslantm-\tfrac{n}{q}
Wk,p\subseteqWm,q
and the embedding is continuous. Moreover, if
k>m
k-\tfrac{n}{p}>m-\tfrac{n}{q}
Wm,infty
There are similar variations of the embedding theorem for non-compact manifolds such as
\Rn
\Rn