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Littlewood-Paley Decomposition


The Littlewood-Paley decomposition in functional analysis and harmonic analysis takes a single function and writes it as a superposition of a countably infinite family of functions of varying frequencies. The Littlewood-Paley decomposition is of interest in multiple areas of mathematics and forms the basis for the so-called Littlewood-Paley theory.

To construct the decomposition on R^n, let psi(xi) be a real-valued radial bump function with support

 supp(psi(xi))={xi in R^n:||xi||<=2}
(1)

which equals 1 on the set I where

 I={xi in R^n:||xi||<=1}.
(2)

Next, for j in Z, let phi_j(xi)=psi(2^(-j)xi)-psi(2^(-j+1)xi) be a bump function supported on the annulus

 A_(phi_j)={xi in R^n:2^(j-1)<=||xi||<=2^(j+1)}
(3)

whose derivatives satisfy the inequality

 2^(j|alpha|)|partial^alphaphi_j(xi)|<=c_alpha
(4)

for some positive number c_alpha and for all multi-indices alpha=(alpha_1,...,alpha_n) with nonnegative integer components. By construction, the bump functions phi_j satisfy

 sum_(j in Z)phi_j=1
(5)

for all xi!=0, thus providing a specific partition of unity which allows an arbitrary function f in L^2=L^2(R^n,dx^n) to be decomposed as

 f=sum_(j in Z)P_jf,
(6)

where P_j is a frequency-localization operator, often called a Littlewood-Paley projection, defined by

 P_j(f)=F^(-1)(phi_jF[f](xi)).
(7)

The smooth multiplier P_j need not be an idempotent projection operator. Here F[f](x) and F^(-1)[f](x) denote the forward and inverse Fourier transforms in R^n of f, respectively. This decomposition for f is called its Littlewood-Paley decomposition.

While the above-stated decomposition is for functions f assumed to be square integrable, one can decompose likewise nearly any function which has some decay at infinity, e.g., any Schwartz function f. For functions f in L^p=L^p(R^n,dx^n), however, the Littlewood-Paley decomposition satisfies a number of important properties. For example, if the Fourier transform of f is supported in A_(phi_j), then the gradient satisfies

 ||del f||_p∼2^j||f||_p
(8)

and

 ||del P_jf||_p∼2^j||P_jf||_p,
(9)

for 1<=p<=infty. These frequency-localized estimates imply the heuristic relationship

 del ∼sum_(j in Z)2^jP_j
(10)

and hence that a derivative in R^n can be (heuristically) split into a linear combination of Littlewood-Paley operators. Moreover, for 1<=p<infty, by Minkowski's inequality,

 sup_(j in Z)||P_jf||_p<~||f||_p<~sum_(j in Z)||P_jf||_p,
(11)

an inequality which combined with the earlier derivative estimates implies the so-called non-endpoint inequality of the Sobolev embedding theorem:

 ||f||_(L^q(R^n))<~||f||_(L^p(R^n))+||del f||_(L^p(R^n))
(12)

for all functions f in R^n for which the right-hand side is finite and where 1<=p<q<=infty satisfies 1/p-1/n<1/q. In the event that p!=1 and q!=infty, the above estimates also allow one to prove the so-called endpoint inequality of the Sobolev embedding theorem:

 ||f||_(L^q(R^n))<~||del f||_(L^p(R^n))
(13)

for all f in L^p(R^n) whose weak gradient belongs to L^p(R^n), where 1<p<q<infty satisfies 1/p-1/n=1/q. These inequalities can be expanded even further using fractional differentiation and fractional integration operators to prove the standard Sobolev embedding theorem, a fact which makes the Littlewood-Paley decomposition of particular interest in the study of Sobolev spaces and related spaces.

In practice, the above-stated decomposition is sometimes referred to as the homogeneous Littlewood-Paley decomposition of f and is differentiated from a distinct but qualitatively similar decomposition known as the inhomogeneous Littlewood-Paley decomposition. To define the latter, write

 phi_0(xi)=psi(xi)
(14)

so that

 supp(phi_0) subset {xi in R^n:||xi||<=2}
(15)

and redo the above-stated construction so that j>=1 (rather than j in Z). Though subtle, this distinction leads to the definition of homogeneous and inhomogeneous versions of some function spaces, a separation which is of paramount importance in a number of contexts.


See also

Fourier Transform, Fractional Derivative, Fractional Integral, Harmonic Analysis, Lp-Space, Schwartz Function, Sobolev Space

Portions of this entry contributed by Christopher Stover

Portions of this entry contributed by Lin Cong

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References

Runst, T. and Sickel, W. Sobolev Spaces of Fractional Order, Nemytskij Operators, and Nonlinear Partial Differential Equations. Berlin, Germany: de Gruyter, 1996.Tao, T. "Lecture Notes 2 for 254A." https://www.math.ucla.edu/~tao/254a.1.01w/notes2.ps.

Referenced on Wolfram|Alpha

Littlewood-Paley Decomposition

Cite this as:

Weisstein, Eric W., with contributions by Christopher Stover and Lin Cong. "Littlewood-Paley Decomposition." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/Littlewood-PaleyDecomposition.html

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