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Introduction
Motivation
The integration by parts formula yields that for every u ∈ Ck(Ω), where k is a natural number and for all infinitely differentiable functions with compact support ,
- ,
where α a multi-index of order |α| = k and Ω is an open subset in Rn. Here, the notation
is used.
The left-hand side of this equation still makes sense if we only assume u to be locally integrable. If there exists a locally integrable function v, such that
we call v the weak α-th partial derivative of u. If there exists a weak α-th partial derivative of u, then it is uniquely defined almost everywhere. On the other hand, if u ∈ Ck(Ω), then the classical and the weak derivative coincide. Thus, if v is a weak α-th partial derivative of u, we may denote it by Dαu := v.
The Sobolev spaces Wk,p(Ω) combine the concepts of weak differentiability and Lebesgue norms.
Sobolev spaces with integer k
Definition
The Sobolev space Wk,p(Ω) is defined to be the set of all functions u ∈ Lp(Ω) such that for every multi-index α with |α| ≤ k, the weak partial derivative belongs to Lp(Ω), i.e.
Here, Ω is an open set in Rn and 1 ≤ p ≤ +∞. The natural number k is called the order of the Sobolev space Wk,p(Ω).
There are several choices for a norm for Wk,p(Ω). The following two are common and are equivalent in the sense of equivalence of norms:
and
With respect to either of these norms, Wk,p(Ω) is a Banach space. For finite p, Wk,p(Ω) is also a separable space. It is conventional to denote Wk,2(Ω) by Hk(Ω) for it is a Hilbert space with the norm .
Approximation by smooth functions
A lot of properties of the Sobolev spaces cannot be seen directly from the definition. It is therefore interesting to investigate under which conditions we can approximate a function u ∈ Wk,p(Ω) by well-understood, that is smooth functions. As it turns out, if p is finite and Ω is bounded with smooth boundary, namely ∂Ω ∈ C1, then for any u ∈ Wk,p(Ω) there exists an approximating sequence of functions um, smooth up to the boundary [1]. More precisely, and .
Sobolev spaces with non-integer k
Bessel potential spaces
For a natural number k and 1 < p < ∞ one can show (by using Fourier multipliers, see ) that the space Wk, p(Rn) can equivalently be defined as
with the norm
- .
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 are called Bessel potential spaces and are denoted by Hs,p(Rn). They are Banach spaces and Hilbert spaces in the special case p = 2 .
For an open set Ω ⊆ Rn we let Hs,p(Ω) be the set of restictions of functions from Hs,p(Rn) to Ω equipped with the norm
- .
Again, Hs,p(Ω) is a Banach space and in the case p = 2 a Hilbert space.
As seen above, for k a natural number and 1 < p < ∞ the equality Wk,p(Rn) = Hk,p(Rn) holds in the sense of equivalent norms. 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. By the embeddings
the Bessel potential spaces Hs,p(Rn) can be seen as a continuous scale between the Sobolev spaces Wk, p(Rn). From an abstract point of view, the Bessel potential spaces occur as complex interpolation spaces of Sobolev spaces, i.e. in the sense of equivalent norms we have
- .
Sobolev-Slobodeckij spaces
Another approach to define fractional order Sobolev spaces arises from the idea to generalize the Hölder condition to the Lp-setting. For an open subset Ω of Rn, 1 ≤ p < ∞, θ ∈ (0,1) and f ∈ Lp(Ω), the Slobodeckij seminorm is (roughly analogous to the Holder seminorm) defined by
- .
Now, let s > 0 be not an integer and set θ = s-⌊s⌋ ∈ (0,1). Using the same idea as for the Holder spaces, the Sobolev-Slobodeckij space Ws, p(Ω) is defined as
- .
It is a Banach space for the norm
- .
The Sobolev-Slobodeckij space give a second continuous scale between the Sobolev spaces, i.e. one has the embeddings
- .
From an abstract point of view, the spaces Ws, p(Ω) coincide with the real interpolation spaces of Sobolev spaces, i.e. in the sense of equivalent norms the following holds:
- .
Sobolev-Slobodeckij spaces play an important role in the study of traces of Sobolev functions. They are a special case of the so-called Besov spaces.
Traces
Sobolev spaces are often considered when investigating partial differential equations. As boundary conditions are crucial in the concept of partial differential equations, we would like to have a possibility of speaking about boundary values of Sobolev functions. If u ∈ C(Ω), those boundary values are described by the restriction , which is obviously well-defined. However, it is not clear how to describe values at the boundary for u ∈ Wk,p(Ω), as the n-dimensional measure of the boundary is zero. Nevertheless, we have the following theorem:
- Trace Theorem. Assume Ω is bounded with continuously differentiable boundary. Then there exists a bounded linear operator such that
- and
Tu is called the trace of u. Roughly speaking, this theorem extends the restriction operator to the Sobolev space W1,p(Ω) for well-behaved Ω. Note that the operator T is in general not surjective, but maps for p ∈ (1,∞) onto the Sobolev-Slobodeckij space W1-1/p,p(Ω).
The functions u in W1,p(Ω) with zero trace, i.e. Tu = 0, can be characterized in a very simple way. Define therefore the space
Then for bounded Ω with continuously differentiable boundary it holds that
- Failed to parse (SVG (MathML can be enabled via browser plugin): Invalid response ("Math extension cannot connect to Restbase.") from server "http://localhost:6011/en.wikipedia.org/v1/":): {\displaystyle W_0^{1,p}(\Omega)=\{u\in W^{1,p}(\Omega): Tu=0\}.}
In other words, for Ω as above trace-zero functions in W1,p(Ω) can be approximated by smooth functions with compact support.
Extensions
- ^ Evans, Lawrence C. (1998). Partial Differential Equations. Providence: American Mathematical Society. ISBN 0-8218-0772-2.