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Littlewood Paley Theory and Square Functions — Examples

1 · Prerequisites

2 · Summary

These examples anchor the strict-range theory of the companion page and display the exact places where its constants and its hypotheses are used. All of them work with a fixed admissible partition in the sense of the companion page.

A Schwartz function whose Fourier transform is supported in the unit ball exercises the low-frequency block: every Δj with j≥1 kills it, the square function degenerates to ∣Δ0f∣=∣f∣, and ∥Sf∥p=∥f∥p. For a nonzero function in that class, the coefficients in cp∥f∥p≤∥Sf∥p≤Cp∥f∥p must satisfy cp≤1≤Cp. Two Schwartz frequency packets supported in the dyadic annuli of nonnegative integer levels 0≤j<k with k≥j+3 illustrate the almost orthogonality behind the L2 theory: at every level at most one of the two packets sees a nonzero piece, the pointwise square functions add in Euclidean square rather than in absolute value, and Plancherel makes the two packets orthogonal. The Sobolev example computes the weight on a single dyadic annulus, where exactly one piece equals 1: the Hs norm is comparable to 2js∥f∥2, with the correct low-frequency weight 20=1 at j=0.

The counterexample shows that the smoothness of the partition is used essentially: for the sharp interval cutoffs the inverse Fourier transforms are e3πixsin⁡(πx)/(πx) up to scaling, whose modulus is not integrable, so the uniform L1 kernel bound of the smooth theory fails already in one dimension.

3 · Logical flowchart

4 · Definitions, theorems and proofs

None yet.

5 · Examples, counterexamples and false statements

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The square function of a low-frequency-localised function

Example

Assume Countable Choice (The Axiom of Countable Choice (ACω)). Let f∈S(Rn) have Fourier transform supported in {∣ξ∣≤1}. Then Δjf=0 for every j≥1 and Δ0f=f, so Sf=∣Δ0f∣=∣f∣ and hence ∥Sf∥p=∥f∥p for every 1≤p<∞. The example records that in the region where exactly one piece of the partition is nonzero the square function degenerates to the modulus of that piece, so for nonzero functions in this class the strict-range coefficients satisfy cp≤1≤Cp.

Verification

Given: Countable Choice and f∈S(Rn) with supp⁡f^⊂{∣ξ∣≤1}.

[L1] The partition satisfies φ0=ψ with ψ=1 on {∣ξ∣≤1}, and for j≥1 the piece φj vanishes on {∣ξ∣≤2j−1} (Existence of a smooth inhomogeneous dyadic frequency partition, The inhomogeneous dyadic frequency partition and its Littlewood-Paley operators).

[L2] For f∈S one has Δjf^=φjf^, and Fourier inversion gives g=F−1(g^) for Schwartz g (The inhomogeneous dyadic frequency partition and its Littlewood-Paley operators, Fourier inversion on Schwartz space); the square function is Sf=(∑j≥0∣Δjf∣2)1/2 (The Littlewood-Paley square function).

1.1L1givenalgebra

The pieces on the low-frequency ball. Since supp⁡f^⊂{∣ξ∣≤1} and ψ=1 there, φ0f^=ψf^=f^. For j≥1, supp⁡f^ is contained in the vanishing region {∣ξ∣≤2j−1} of φj (because 2j−1≥1), so φjf^=0.

2.1L2step 1.1algebra∎

The square function. By step 1.1 and [L2], Δ0f=F−1(f^)=f and Δjf=F−1(0)=0 for every j≥1; hence only the j=0 term of the square function survives, Sf=∣Δ0f∣=∣f∣, and therefore ∥Sf∥p=∥∣f∣∥p=∥f∥p for every 1≤p<∞. For a nonzero function in this class, cp∥f∥p≤∥Sf∥p≤Cp∥f∥p therefore forces cp≤1≤Cp.

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Two separated dyadic frequency packets add in Euclidean square

Example

Assume Countable Choice (The Axiom of Countable Choice (ACω)). Let 0≤j<k be integers with k≥j+3, and let f1,f2∈S(Rn) have Fourier transforms supported in {2j−1≤∣ξ∣≤2j+1} and {2k−1≤∣ξ∣≤2k+1} respectively; put f:=f1+f2. Then for every i≥0 at most one of Δif1, Δif2 is nonzero, so Sf2=Sf12+Sf22,∥Sf∥22=∥Sf1∥22+∥Sf2∥22. Moreover ⟨f1,f2⟩=0 by Plancherel, so ∥f∥22=∥f1∥22+∥f2∥22 and the square function of the sum has the Euclidean-square size of the two packets rather than the sum of their absolute sizes. This is the finite two-packet instance of L2 almost orthogonality of the dyadic pieces.

Verification

Given: Countable Choice and integers 0≤j<k with k≥j+3 and f1,f2∈S(Rn) with supp⁡f1^⊂{2j−1≤∣ξ∣≤2j+1} and supp⁡f2^⊂{2k−1≤∣ξ∣≤2k+1}; f=f1+f2.

[L1] For every i≥0 one has Δift^=φift^ for t=1,2, and φi vanishes for ∣ξ∣≤2i−1 (when i≥1) and for ∣ξ∣≥2i+1, with the nonzero set of φi contained in the open annulus 2i−1<∣ξ∣<2i+1 for i≥1 and in {∣ξ∣<2} for i=0 (The inhomogeneous dyadic frequency partition and its Littlewood-Paley operators, Existence of a smooth inhomogeneous dyadic frequency partition).

[L2] For every h∈L2 the square function satisfies ∥Sh∥22=∑i≥0∥Δih∥22 with the two-sided L2 bound of L2 almost orthogonality of the dyadic pieces, in particular the sum is finite for Schwartz h; and ∥h∥22=∫∣h^∣2 (Plancherel theorem, The Littlewood-Paley square function).

1.1L1givenalgebra

Disjointness of the active levels. Suppose first that i≥1 and Δif1≠0. Since Δif1^=φif1^ by [L1] and the Fourier transform is injective, there is ξ with φi(ξ)≠0 and 2j−1≤∣ξ∣≤2j+1. By [L1], φi(ξ)≠0 forces 2i−1<∣ξ∣<2i+1, so 2j−1<2i+1 and 2i−1<2j+1, which imply j−1≤i≤j+1. If instead i=0 and Δ0f1≠0, then some ξ in the packet support also lies in supp⁡φ0⊂{∣ξ∣<2}; since 2j−1≤∣ξ∣<2, this forces j≤1, and therefore 0∈{j−1,j,j+1}. Thus every active i for f1 belongs to {j−1,j,j+1}∩{0,1,2,… }. The same argument shows every active i for f2 belongs to {k−1,k,k+1}; because k≥j+3, the two nonnegative index sets are disjoint. Hence for every i at most one of Δif1, Δif2 is nonzero.

2.1L1step 1.1algebra

Pointwise Euclidean-square identity. For every x and every i, step 1.1 gives ∣Δif(x)∣2=∣Δif1(x)+Δif2(x)∣2=∣Δif1(x)∣2+∣Δif2(x)∣2 (the cross term vanishes because one of the two numbers is zero), hence Sf(x)2=∑i∣Δif(x)∣2=Sf1(x)2+Sf2(x)2; the rearrangement is legitimate because each packet has at most three active levels by step 1.1, so only finitely many indices contribute.

3.1L2step 2.1algebra∎

Norms and orthogonality of the packets. Because f1,f2∈S, both square functions lie in L2 by [L2], and integrating the identity of step 2.1 gives ∥Sf∥22=∥Sf1∥22+∥Sf2∥22; the L2 almost orthogonality [L2] identifies each side with the sum of the squared dyadic-piece norms. Finally, f1^f2^=0 pointwise because the two Fourier supports are disjoint, so Plancherel gives ⟨f1,f2⟩=∫f1^f2^‾=0 and ∥f∥22=∥f1∥22+∥f2∥22.

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Sharp frequency cutoffs have kernels that are not in L1

Statement refuted

Assume Countable Choice (The Axiom of Countable Choice (ACω)). The sharp frequency cutoffs χj(ξ):=1(1,2)(2−jξ)(j∈Z) have uniformly bounded inverse Fourier transforms, sup⁡j∥χj∨∥L1<∞. Consequently the smoothness of the Littlewood-Paley partition is cosmetic: the convolution bounds of Dyadic pieces have annular Fourier support and uniformly bounded rescaled kernels would hold verbatim for the sharp cutoffs χj in place of the smooth pieces φj.

Facts & Assumptions

Given: Countable Choice and the interval indicator χ:=1(1,2) on R and its dyadic dilates χj(ξ)=χ(2−jξ), with the negative-sign 2π-normalized Fourier transform, Kj:=F−1χj and K0:=F−1χ.

[F1]

χ=1(1,2)∈L1(R)∩L2(R), its integral transform is χ^(x)=∫12e−2πixξ dξ, the integral transform of an L1 function represents its distributional transform and its Plancherel transform almost everywhere, and F2−1=RF2 with Rf(x)=f(−x) (Fourier transform on complex L1 classes, Agreement of the integral and L2 transforms, Fourier transform agrees with l one and plancherel transforms, L2 Fourier inversion).

[F2]

For j∈Z, χ(2−j⋅)^(x)=2jχ^(2jx): this is the one-dimensional case of the dilation law f∘A^(ξ)=∣det⁡A∣−1f^(A−Tξ) with A=2−jI, and f(−⋅)^=f^(−⋅) (Translation, modulation, linear dilation and reflection laws). For every nonnegative measurable H and b>0, ∫RbH(bx) dx=∫RH(u) du, with infinite values allowed: apply A C^1 diffeomorphism satisfies the change-of-variables formula for nonnegative Lebesgue measurable functions to the C1 diffeomorphism x↦bx.

[F4]

The harmonic series diverges: each block 2k≤m<2k+1 contributes at least 2k/2k+1=1/2, so its partial sums are unbounded. For pairwise disjoint measurable sets Em and am≥0, the nonnegative simple function sN:=∑m=1Nam1Em has Lebesgue integral ∑m=1Namλ(Em) (The integral of a nonnegative simple function, The nonnegative integral agrees with the simple integral on simple functions). If sN≤f, monotonicity gives ∫f≥∫sN (Monotonicity and nonnegative homogeneity of the nonnegative integral). A closed interval has measure its length (A box in Rn with parameters ai≤bi is Lebesgue measurable of measure ∏i<n(bi−ai), whichever of its faces are included).

[F6]

Cosine has period 2π, vanishes at π/2 and 3π/2, decreases from π/2 to π and increases from π to 3π/2, so it is nonpositive on [π/2,3π/2] and its 2π translates (The zero sets of sine and cosine and the least positive common period 2 pi, Quarter-turn values and shifts by pi/2 and pi, Signs, monotonicity intervals, and ranges of sine and cosine).

Counterexample

1.1F1F3algebra

The inverse transform of the sharp cutoff. Since χ∈L1∩L2, [F1] gives F−1χ=RF2χ as an L2 class, and F2χ=χ^ almost everywhere, so K0(x)=χ^(−x)=∫12e2πixξ dξ for almost every x, the last function being continuous and hence the correct representative. For x≠0, [F3] gives ∫12e2πixξdξ=(e4πix−e2πix)/(2πix)=e3πix(eπix−e−πix)/(2πix)=e3πixsin⁡(πx)/(πx), using eπix−e−πix=2isin⁡(πx) from Euler's formula, and K0(0)=∫12dξ=1; consequently ∣K0(x)∣=∣sin⁡(πx)∣/(π∣x∣) for x≠0.

2.1F4F6step 1.1algebra

The kernel is not in L1. For m≥1 let Im:=[m+14,m+34]. On Im one has 2πx∈[2πm+π2,2πm+3π2], so cos⁡(2πx)≤0; since ∣K0(x)∣2=∣e4πix−e2πix∣2/(4π2x2)=(2−2cos⁡(2πx))/(4π2x2)≥1/(2π2x2) on Im, and ∣x∣≤m+34, there holds ∫Im∣K0∣≥1π2⋅1m+3/4⋅12≥cm+1 with c:=1/(4π2). The intervals Im are pairwise disjoint. For every N≥1 set am:=1/(π2(m+3/4)) and sN:=∑m=1Nam1Im. The pointwise bound just proved gives sN≤∣K0∣1[1,∞), and [F4] yields ∫1∞∣K0∣≥∫sN=∑m=1Nam/2≥c∑m=1N1/(m+1). These finite lower bounds are unbounded by the harmonic-series argument in [F4], so ∫1∞∣K0∣=+∞ and hence ∥K0∥L1=+∞.

3.1F2F5step 1.1step 2.1algebra∎

No uniform bound and the failure of the sharp replacement. By [F2] and step 1.1, χj^(x)=2jχ^(2jx) and hence Kj(x)=χj^(−x)=2jχ^(−2jx)=2jK0(2jx) for every j∈Z; the nonnegative change of variables in [F2], with b=2j>0, gives ∥Kj∥L1=∥K0∥L1=+∞ for every j, so in particular sup⁡j∥χj∨∥L1=∞. This contradicts the uniform bound ∥Kj∥1≤C of the smooth partition [F5]: the sharp-cutoff family cannot replace the smooth annular cutoffs in the convolution estimates, and smoothness of the partition is used essentially, not cosmetically.

Remarks

Recorded orientation, not proved here. Nonintegrability of these kernels does not rule out strict-range Lp multiplier bounds. Grafakos, §6.1.3, Theorem 6.1.5 and the discussion preceding it (printed p. 427), proves that the one-dimensional sharp dyadic square function does characterise Lp for 1<p<∞. The same discussion records that in Rn, n≥2, the sharp-annulus square function fails to characterise Lp when 1<p<∞ and p≠2, because the ball indicator is not an Lp multiplier. These source records are not used in the kernel computation above.

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The Sobolev weight on a single dyadic annulus

Example

Assume Countable Choice (The Axiom of Countable Choice (ACω)). Let 0<ε<1 and let (φj) be an admissible partition, in the sense of Existence of a smooth inhomogeneous dyadic frequency partition, whose cutoff satisfies ψ=1 on {∣ξ∣≤1} and supp⁡ψ⊂{∣ξ∣≤1+ε}. Set A0:={∣ξ∣≤1},Aj:={2j−1(1+ε)<∣ξ∣≤2j}(j≥1). Then A0 is the nonempty unit ball and each Aj, j≥1, is a nonempty annulus (because (1+ε)/2<1, so 2j−1(1+ε)<2j), on which φj=1 and φi=0 for all i≠j. For f∈S(Rn) with supp⁡f^⊂Aj one has Δjf=f and Δif=0 for i≠j, and for every real s ∥f∥Hs≍s2js∥f∥L2, the comparison constants depending only on n,s and the fixed partition. For j=0 the same formula reads ∥f∥Hs≍s∥f∥2, the correct low-frequency weight and not an exception to be excluded.

Verification

Given: Countable Choice and 0<ε<1, the admissible partition (φj) with ψ=1 on {∣ξ∣≤1} and ψ=0 for ∣ξ∣≥1+ε; a real s; j≥0; f∈S with supp⁡f^⊂Aj.

[L1] The pieces are φ0=ψ and φj(ξ)=ψ(2−jξ)−ψ(2−(j−1)ξ) for j≥1, with ψ=1 on {∣ξ∣≤1} and ψ=0 on {∣ξ∣≥1+ε} (Existence of a smooth inhomogeneous dyadic frequency partition).

[L2] For every U in the image of the canonical embedding Es the Littlewood-Paley characterisation gives ∥U∥Hs2≍∑i≥022is∥ΔiU∥L22, with constants depending only on n,s and the partition; Schwartz functions lie in that image and Δiuf=uΔif for f∈S (Littlewood-Paley characterisation of the Hilbert-Sobolev spaces, The inhomogeneous dyadic frequency partition and its Littlewood-Paley operators, Real-order Bessel-potential completion H^s, Real-order H^s as weighted Fourier distributions).

[L3] Plancherel: ∥f∥L2=∥f^∥L2 for Schwartz f (Plancherel theorem).

1.1L1givenalgebra

The values of the pieces on Aj. Let ξ∈Aj. If j=0 then ∣ξ∣≤1 and φ0(ξ)=ψ(ξ)=1; if j≥1 then ∣ξ∣≤2j gives ψ(2−jξ)=1, while ∣ξ∣>2j−1(1+ε) gives ∣2−(j−1)ξ∣>1+ε, hence ψ(2−(j−1)ξ)=0 and φj(ξ)=1. For i≠j: if 1≤i≤j−1 then the smaller argument has ∣2−iξ∣≥∣2−(j−1)ξ∣>1+ε, and so does the larger argument, so both ψ values vanish and φi(ξ)=0; for i=0<j, ∣ξ∣>1+ε gives φ0(ξ)=ψ(ξ)=0; if i≥j+1 then the larger argument has ∣2−(i−1)ξ∣≤2−j∣ξ∣≤1, so both ψ values are 1 and again φi(ξ)=0.

2.1L1step 1.1algebra

The pieces of f. By step 1.1, Δjf^=φjf^=f^ and Δif^=φif^=0 for i≠j; since the Fourier transform is injective on tempered distributions, Δjf=f and Δif=0 for i≠j.

3.1L2L3step 1.1step 2.1algebra

The Sobolev comparison. Applying the characterisation [L2] to the regular distribution uf of f, whose Δi-images are uΔif by [L2], and using step 2.1, gives ∥f∥Hs2≍∑i≥022is∥Δif∥22=22js∥f∥22; moreover on Aj the Japanese bracket satisfies ⟨ξ⟩≍2j for j≥1 (as 2j−1(1+ε)<∣ξ∣≤2j) and ⟨ξ⟩≍1=20 for j=0, so the weight implicit in the comparison is exactly the dyadic weight 2js. Taking square roots gives ∥f∥Hs≍s2js∥f∥2 with constants depending only on n,s and the fixed partition (through ε).

4.1step 1.1step 2.1step 3.1∎

Conclusion. Steps 1.1 to 3.1 verify the asserted values of the pieces, the identities Δjf=f, Δif=0 (i≠j), and the two-sided Sobolev comparison, including the low-frequency case j=0 where the weight 20=1 is the correct one.

Existence of the partition. For completeness, such a cutoff exists for every 0<ε<1: putting q(ξ):=((1+ε)2−∣ξ∣2)/((1+ε)2−1) and ψ:=σ∘q with the standard smooth step σ gives a radial smooth cutoff with ψ=1 exactly on {∣ξ∣≤1} and ψ=0 for ∣ξ∣≥1+ε (The standard smooth step function); the conclusions above hold for the resulting partition.

Sources