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Sobolev approximation by local spline quasi-interpolants

Statement

Assume the Axiom of Choice. Let p∈N0, 0≤l≤p, and 1≤q≤∞. Let T be a nonempty family of clamped degree-p knot meshes on [a,b], and let (Qξ)ξ∈T be a mesh-uniform bounded local quasi-interpolant family as in Bounded local spline quasi-interpolants, with common constants M and CQ. Fix ξ∈T, write Q=Qξ, and let f∈Wl+1,q(a,b;R) with its continuous Sobolev representative. For each nonempty cell Im of ξ, let Jm be its corresponding neighborhood and let hm be the largest cell length in Jm. Then ∥f−Qf∥Lq(Im)≤(1+CQ)Ml+1l!hml+1∥Dl+1f∥Lq(Jm). Writing h=max⁡mhm, the global bound is ∥f−Qf∥Lq([a,b])≤(1+CQ)Ml+1+1/ql!hl+1∥Dl+1f∥Lq([a,b]), where 1/q=0 for q=∞. In particular, on a uniform mesh with interior knots of multiplicity p+1, the cellwise L2 projector onto Pp is a local quasi-interpolant and gives the order-hs approximation bound for every integer 1≤s≤p+1.

Facts & Assumptions

Given: AC; p∈N0, 0≤l≤p, 1≤q≤∞; a mesh-uniform family (Qξ)ξ∈T and a fixed mesh ξ∈T; and real-valued f∈Wl+1,q(a,b;R).

[A1]

Assume the Axiom of Choice The Axiom of Choice. It is used through the supplied one-dimensional Sobolev representative theorem for Taylor values and integral remainders.

[A2]

0≤l≤p, 1≤q≤∞, real-valued f∈Wl+1,q(a,b;R), and Qξ belongs to the mesh-uniform family from Bounded local spline quasi-interpolants.

[F1]

The Wl+1,q class has weak derivatives through order l+1 in Lq (Integer-order Sobolev spaces and their norms).

[F2]

Under AC, each one-dimensional W1,q class has a unique absolutely continuous representative on the closed finite interval, with increments equal to integrals of its weak derivative (One-dimensional W1,p functions have unique absolutely continuous representatives).

[F3]

For conjugate exponents, ∫∣uv∣≤∥u∥q∥v∥q′; in particular the Lq norm bounds the integral on a finite interval, with the usual q=1,∞ endpoint conventions (Holder's inequality for integrals, including the endpoint cases).

[F4]
[F5]

In ZF, the Axiom of Choice implies Countable Choice and the prescribed-start form of Dependent Choice used by the Sobolev and one-dimensional representative interfaces (AC supplies the countable and dependent choices used in Banach integration).

Proof

technique · direct
1.1A1A2F1F2F3F5givenalgebra

On any neighborhood J=[c,d], use the continuous representatives of Djf, 0≤j≤l, supplied by [F2]. Their Sobolev-class convention [F1] and the choice hypotheses for [F2] are available under [A1] by [F5]. Repeated integration by parts for absolutely continuous functions gives the Taylor identity f(x)−Tc,lf(x)=1l!∫cx(x−t)lDl+1f(t) dt, where Tc,lf(x)=∑j=0lDjf(c)(x−c)j/j!. For completeness, the case l=0 is the increment formula in [F2]; passing from order l−1 to l integrates ∫cx(x−t)l−1Dlf(t)dt by parts with antiderivative −(x−t)l/l, producing the degree-l endpoint term and the displayed remainder. For finite q, Hölder [F3] bounds the pointwise remainder by ∣J∣l+1/q′/l! ∥Dl+1f∥Lq(J), where 1/q′=1−1/q and 1/q′=0 for q=1; multiplying by ∣J∣1/q gives ∥f−Tc,lf∥Lq(J)≤∣J∣l+1∥Dl+1f∥Lq(J)/l!. For q=∞, integrating the kernel in the remainder gives the same bound.

2.1A2F1step 1.1givenalgebra

Choose c as the left endpoint of Jm and write T=Tc,lf. Since Q reproduces Pl, QT=T. Because Im⊆Jm, the triangle inequality and local stability give ∥f−Qf∥Lq(Im)≤∥f−T∥Lq(Im)+∥Q(f−T)∥Lq(Im)≤(1+CQ)∥f−T∥Lq(Jm). The definition gives ∣Jm∣≤Mhm; applying step 1.1 proves the stated local estimate.

3.1A2step 2.1givenalgebra

Raise the local estimates to the qth power and sum over the disjoint mesh cells. Each point belongs to at most M neighborhoods, so ∑m∥Dl+1f∥Lq(Jm)q≤M∥Dl+1f∥Lq([a,b])q. Taking the qth root and using hm≤h gives the stated global bound for finite q. For q=∞, take the maximum of the local bounds; the factor M1/q is 1.

4.1A2F1F3F4step 1.1step 2.1step 3.1givenconstruct∎

For a uniform mesh with interior knots repeated p+1 times, Sp,ξ is the space of independent degree-p polynomials on the cells by the definition and basis theorem. On a cell I, use the real L2(I) pairing ⟨u,v⟩I=∫Iuv: it is finite by Hölder [F3], bilinear and symmetric by linearity of the integral, and positive definite since ∫Iu2=0 implies each set {∣u∣≥1/m} has measure zero, hence u=0 almost everywhere. Put ϕj(x)=xj, 0≤j≤p, and Gij=⟨ϕi,ϕj⟩I. For any nonzero coefficient vector c, cTGc=∫I(∑jcjxj)2>0, since a nonzero polynomial has only finitely many roots; hence G is invertible. For f∈L2(I), put bi=⟨f,ϕi⟩I and c=G−1b, and define Qhf=∑j=0pcjϕj on I. The defining equations give ⟨f−Qhf,ϕi⟩I=0 for every i. Thus Qh is linear, fixes Pp, and has residual orthogonal to its range; Pythagoras [F4] gives ∥Qhf∥L2(I)≤∥f∥L2(I). Assign knot values from the cell on their right and the value at b by the left limit. The cellwise polynomials then form a member of Sp,ξ. As J varies, these operators form a mesh-uniform local quasi-interpolant family with one-cell neighborhoods, M=1, and CQ=1. Applying steps 1.1–3.1 with l=s−1 gives ∥f−Qhf∥L2≤2hs∥Dsf∥L2/(s−1)! for 1≤s≤p+1.

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