Wiener estimates on modulation spaces
Joachim Toft

TL;DR
This paper characterizes modulation spaces using Wiener estimates on short-time Fourier transforms and refines formulas for periodic distributions with Lebesgue coefficient estimates.
Contribution
It introduces Wiener estimates as a new characterization tool for modulation spaces and improves existing formulas for periodic distributions.
Findings
Modulation spaces characterized by Wiener estimates.
Refined formulas for periodic distributions.
Enhanced understanding of Fourier coefficients in distribution spaces.
Abstract
We characterise modulation spaces by suitable Wiener estimates on the short-time Fourier transforms of the involved functions and distributions. We use the results to refine some formulae on periodic distributions with Lebesgue estimates on their coefficients.
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Taxonomy
TopicsMathematical Analysis and Transform Methods · advanced mathematical theories · Spectral Theory in Mathematical Physics
Wiener estimates on modulation spaces
Joachim Toft
Department of Mathematics, Linnæus University, Växjö, Sweden
Abstract.
We characterise modulation spaces by suitable Wiener estimates on the short-time Fourier transforms of the involved functions and distributions. We use the results to refine some formulae on periodic distributions with Lebesgue estimates on their coefficients.
Key words and phrases:
Wiener spaces, modulation spaces, Gelfand-Shilov, quasi-Banach spaces, coorbit spaces
1991 Mathematics Subject Classification:
Primary: 42C20, 43A32, 42B35, 46E10, Secondary: 46A16, 35A22, 37A05, 46E35
0. Introduction
In the paper we characterise Gelfand-Shilov spaces of functions and distributions, modulation spaces and Gevrey classes in background of various kinds of Wiener estimates. We apply the results to deduce some refined formulae on periodic functions and distributions, given in [24].
Essential motivations arised in [24] on characterizations of certain spaces of periodic functions and distributions. In fact, it follows from [24] that if and is a -periodic Gelfand-Shilov distribution on with Fourier coefficients , , then
[TABLE]
Here is the (unweighted) modulation spaces with Lebesgue parameters and . (See Section 1 or [24] for notations.) We note that a proof of (0.1) in the case can be found in e. g. [21], and with some extensions in [19].
An alternative formulation of (0.1) is
[TABLE]
In particular, if and choosing , then we obtain
[TABLE]
More generally, we deduce weighted versions of these identities. Since our weights include general moderate weights which are allowed possess exponential types growth and decays, we formulate our results in the framework of Gelfand-Shilov spaces of functions and distributions.
The improved equivalence (0.1)′′′ can in the case be obtained from (0.1)′′ by a suitable combination of Hölder’s and Young’s inequalities and the inequality
[TABLE]
which follows from Lemma 1.3.3 in [12] for -periodic distributions . It follows that this case can be handled by straight-forward modifications of the methods that are used when establishing basic results for classical modulation spaces in [3] and in Chapter 11 in [12].
In our situation, the parameters and are, more generally, allowed to belong to the full interval instead of . The classical approaches in [3, 5, 6, 12] are then insufficient because they require convex structures in the topology of the involved vector spaces. This convexity is absent when or .
We manage our more general situation by using techniques based on ideas in [9, 17, 18, 22] and which can handle Lebesgue and Wiener spaces which are quasi-Banach spaces but may fail to be Banach spaces. Especially we shall follow a main idea in [9, 22] and replace the usual convolution, used in [3, 5, 6, 12], by a semi-continuous version which is less sensitive when convexity is lacking in the topological structures. For the semi-continuous convolution we deduce in Section 2 the needed Lebesgue and Wiener estimates. In the end we achieve in Section 2 various types of characterizations of modulation spaces in terms of Wiener norm estimates on the short-time Fourier transforms of the functions and (ultra-)distributions under considerations. For example, as special case of Propositions 1.15′ after Proposition 2.4, we have for that
[TABLE]
Similar facts hold true for those Wiener amalgam spaces which are Fourier images of modulation spaces of the form . In particular our results can be used to deduce certain invarians properties concerning the choice of local component in the Wiener amalgam quasi-norm. (See also Proposition 2.6.) Here we remark that for Wiener amalgam spaces which at the same time are Banach spaces, the approaches are often less complicated and there are several examples on other Banach spaces (e. g. suitable modulation spaces) to furnish the local component in the Wiener amalgam norms. (See e. g. [7, 8] and the references therein.)
We also present some applications on periodic elements which gives (0.1)′′′ and (0.2) as special cases. (See Propositions 2.7 and 1.18′.)
The Wiener spaces under considerations can also be described in terms of coorbit spaces, whose general theory was founded by Feichtinger and Gröchenig in [5, 6] and further developed in different ways, e. g. by Rauhut in [17, 18]. Since our investigations in Section 2 concern quasi-Banach spaces which may fail to be Banach spaces, our investigations are especially linked to Rauhut’s analysis in [17, 18]. In this context, a part of our analysis on modulation spaces can be formulated as coorbit norm estimates of short-time Fourier transforms with local component in -spaces with and global component in other Lebesgue spaces. Proposition 1.15′ in Section 2 then shows that different choices of give rise to equivalent norm estimates on short-time Fourier transforms. Again we remark that if belongs to the subset of and that all involved spaces are Banach spaces, then our results can be obtained in other less complicated ways, given in e. g. Chapters 11 and 12 in [12].
Acknowledgement
I am very grateful to Professor Hans Feichtinger for reading parts of the paper and giving valuable comments, leading to improvements of the content and the style.
1. Preliminaries
In this section we recall some basic facts. We start by discussing Gelfand-Shilov spaces and their properties. Thereafter we recall some properties of modulation spaces and discuss different aspects of periodic distributions
1.1. Gelfand-Shilov spaces and Gevrey classes
Let be fixed. Then the Gelfand-Shilov space () of Roumieu type (Beurling type) with parameters and consists of all such that
[TABLE]
is finite for some (for every ). Here the supremum should be taken over all and . We equip () by the canonical inductive limit topology (projective limit topology) with respect to , induced by the semi-norms in (1.1).
The Gelfand-Shilov distribution spaces and are the dual spaces of and , respectively. As for the Gelfand-Shilov spaces there is a canonical projective limit topology (inductive limit topology) for ().(Cf. [10, 14, 16].) For conveniency we set
[TABLE]
From now on we let be the Fourier transform which takes the form
[TABLE]
when . Here denotes the usual scalar product on . The map extends uniquely to homeomorphisms on , from to and from to . Furthermore, restricts to homeomorphisms on , from to and from to , and to a unitary operator on .
Next we consider Gevrey classes on . Let . For any compact set , and let
[TABLE]
The Gevrey class () of order and of Roumieu type (of Beurling type) is the set of all such that (1.2) is finite for some (for every) . We equipp () by the inductive (projective) limit topology with respect to , supplied by the seminorms in (1.2). Finally if is an exhausted sets of compact subsets of , then let
[TABLE]
It is clear that contains all constant functions on , and that contains all non-constant trigonometric polynomials.
1.2. Ordered, dual and phase split bases
Our discussions involving Zak transforms, periodicity, modulation spaces and Wiener spaces are done in terms of suitable bases.
Definition 1.1**.**
Let be an ordered basis of . Then denotes the basis of in which satisfies
[TABLE]
The corresponding lattices are given by
[TABLE]
The sets and are called the dual basis and dual lattice of and , respectively. If are ordered bases of such that a permutation of is the dual basis for , then the pair are called permuted dual bases (to each others on ).
Remark 1.2*.*
Evidently, if is the same as in Definition 1.1, then there is a matrix with as the image of the standard basis in . Then is the image of the standard basis under the map .
Two ordered bases on can be used to construct a uniquely defined ordered basis for as in the following definition.
Definition 1.3**.**
Let be ordered bases of ,
[TABLE]
and let from to , , be the projections
[TABLE]
Then is the ordered basis of such that
[TABLE]
In the phase space it is convenient to consider phase split bases, which are defined as follows.
Definition 1.4**.**
Let , , and be as in Definition 1.3, be an ordered basis of the phase space and let . Then is called phase split (with respect to ), if the following is true:
- (1)
the span of and equal and , respectively; 2. (2)
let and be the bases in which preserves the orders from and . Then are permuted dual bases.
If is a phase split basis with respect to and that consists of the first vectors in , then is called strongly phase split (with respect to ).
In Definition 1.4 it is understood that the orderings of and are inherited from the ordering in .
Remark 1.5*.*
Let and , be the same as in Definition 1.4. It is evident that and consist of elements, and that and are uniquely defined. The pair is called the pair of permuted dual bases, induced by and .
On the other hand, suppose that is a pair of permuted dual bases to each others on . Then it is clear that for in Definition 1.3 and , we have that and fullfils all properties in Definition 1.4. In this case, is called the phase split basis (of ) induced by .
It follows that if , and are the dual bases of , and , repsectively, then .
1.3. Invariant quasi-Banach spaces and spaces of
mixed quasi-normed spaces of Lebesgue types
We recall that a quasi-norm of order on the vector-space over is a nonnegative functional on which satisfies
[TABLE]
The space is then called a quasi-norm space. A complete quasi-norm space is called a quasi-Banach space. If is a quasi-Banach space with quasi-norm satisfying (1.3) then by [1, 20] there is an equivalent quasi-norm to which additionally satisfies
[TABLE]
From now on we always assume that the quasi-norm of the quasi-Banach space is chosen in such way that both (1.3) and (1.4) hold.
Before giving the definition of -invariant spaces, we recall some facts on weight functions.
A weight or weight function on is a positive function such that . The weight is called moderate, if there is a positive weight on such that
[TABLE]
If and are weights on such that (1.5) holds, then is also called -moderate. We note that (1.5) implies that fulfills the estimates
[TABLE]
We let be the set of all moderate weights on .
It can be proved that if , then is -moderate for some , provided the positive constant is large enough (cf. [13]). In particular, (1.6) shows that for any , there is a constant such that
[TABLE]
We say that is submultiplicative if is even and (1.5) holds with . In the sequel, and for , always stand for submultiplicative weights if nothing else is stated. The next definition is similar to [5, Section 3] in the Banach space case.
Definition 1.6**.**
Let , and let be a quasi-Banach space such that . Then is called -invariant on if the following is true:
- (1)
belongs to for every and . 2. (2)
There is a constant such that when are such that . Moreover,
[TABLE]
Let be as in Definition 1.6, be a basis for and let be the closed parallelepiped spanned by . The discrete version, , of with respect to is the set of all such that
[TABLE]
is finite.
An important example on -invariant spaces concerns mixed quasi-norm spaces of Lebesgue type, given in the following definition.
Definition 1.7**.**
Let be an ordered basis of , be the parallelepiped spanned by , and . If , then
[TABLE]
where , , are inductively defined as
[TABLE]
If is measurable, then consists of all with finite quasi-norm
[TABLE]
The space is called -split Lebesgue space (with respect to , and ).
We let be the discrete version of when .
Suppose that and are the same as in Definition 1.7. Then we let be the set of all formal sequences , and we let be the set of all such sequences such that at most finite numbers of are non-zero.
Remark 1.8*.*
Evidently, and in Definition 1.7 are quasi-Banach spaces of order . We set
[TABLE]
when . For conveniency we identify with when considering spaces involving Lebesgue exponents. In particular,
[TABLE]
respectively, with equivalent quasi-norms.
1.4. Modulation and Wiener spaces
We consider a general class of modulation spaces given in the following definition (cf. [4]).
Definition 1.9**.**
Let be such that is -moderate, be a -invariant quasi-Banach space on , and let . Then the modulation space consists of all such that
[TABLE]
is finite.
An important family of modulation spaces which contains the classical modulation spaces, introduced by Feichtinger in [3], is given next.
Definition 1.10**.**
Let , and be ordered bases of , , and let . For any set
[TABLE]
and
[TABLE]
The modulation space () consist of all such that () is finite.
The theory of modulation spaces has developed in different ways since they were introduced in [3] by Feichtinger. (Cf. e. g. [4, 9, 12, 22].) For example, let , , , and be the same as in Definition 1.9 and 1.10, and let and . Then is a quasi-Banach space. Moreover, if and only if , and different choices of give rise to equivalent quasi-norms in Definition 1.10. We also note that for any such , then
[TABLE]
Similar facts hold for the space . (Cf. [9, 22].)
We shall consider various kinds of Wiener spaces involved later on when finding different characterizations of modulation spaces. The following type of Wiener spaces can essentially be found in e. g. [5, 9, 12], and is related to coorbit spaces of Lebesgue spaces.
Definition 1.11**.**
Let , , , , be an ordered basis, and let be the closed parallelepiped spanned by . Also let and be invariant QBF-spaces on , and be measurable on respective , , and let be the discrete version of with respect to .
- (1)
Then is given by
[TABLE]
The set consists of all measurable on such that ; 2. (2)
Then , , are given by
[TABLE]
The set consists of all measurable on such that , .
The space in Definition 1.11 is essentially a Wiener amalgam space with as local (quasi-)norm and or as global component. They are also related to coorbit spaces. (See [2, 5, 6, 7, 17, 18].)
In fact, in Definition 1.11 (i. e. the case and is the standard basis) is the coorbit space of with weight , and is sometimes denoted by
[TABLE]
in the literature (cf. [12, 17, 18]).
Remark 1.12*.*
Let , , , , , , and be the same as in Definition 1.11. Evidently, by using the fact that is -moderate for some , it follows that
[TABLE]
for . Furthermore,
[TABLE]
Here and in what follows, is the set of all functions in with values in , which are equipped with the quasi-norm
[TABLE]
when and are invariant QBF-spaces.
Later on we discuss periodicity in the framework of certain modulation spaces which are related to spaces which are defined by imposing -conditions on the configuration variable of corresponding short-time Fourier transforms.
Definition 1.13**.**
Let , , and be the same as in Definition 1.11, and let . Then and ) are the sets of all such that
[TABLE]
are finite.
Remark 1.14*.*
For the spaces in Definition 1.11 we set , when
[TABLE]
and similarly for other types of exponents and for the spaces in Definitions 1.10 and 1.13. (See also Remark 1.8.) We also set
[TABLE]
when are ordered bases of and , for spaces in Definition 1.10, since these spaces are independent of .
In Section 2 we prove that if is an -split Lebesgue space on and which is constant with respect to the variable, then and are independent of and agree with modulation spaces of the form in Definition 1.9 (cf. Proposition 2.6).
The next result is a reformulation of [22, Proposition 3.4], and indicates how Wiener spaces are connected to modulation spaces. The proof is therefore omitted. Here, let
[TABLE]
for any submultiplicative and . It follows that is continuously embedded in , giving that . Hence if , is chosen such that is invertible on for every , , it follows that both and its canonical dual with respect to belong to . Notice that such exists in view of [11, Theorem S].
Proposition 1.15**.**
Let be a phase split basis for , , , be such that is -moderate, and be as in (1.8) with strict inequality when , and let . Then
[TABLE]
In particular, if , then
[TABLE]
In Section 2 we extend this result in such way that we may replace by for any .
1.5. Classes of periodic elements
We consider spaces of periodic Gevrey functions and their duals.
Let be such that , , be a basis of and let . Then is called -periodic if for every and .
We note that for any -periodic function , we have
[TABLE]
For any and basis we let and be the sets of all -periodic elements in and in , respectively. Evidently,
[TABLE]
which is a common approach in the literature.
Remark 1.16*.*
Let be an ordered basis on and be a topological space of functions or (ultra-)distributions on . Then we use the convention that ( as upper case index) denotes the periodic elements in , while ( as lower case index) is the space analogous to when is used as basis.
Let be such that , and . Then we recall that the duals and of and , respectively, can be identified with the -periodic elements in and respectively via unique extension of the form
[TABLE]
on . We also let be the set of all formal expansions in (1.9) and be the set of all formal expansions in (1.9) such that at most finite numbers of are non-zero (cf. [24]). We refer to [15, 24] for more characterizations of , and their duals.
The following definition takes care of spaces of formal expansions (1.9) with coefficients obeying specific quasi-norm estimates.
Definition 1.17**.**
Let be a basis of , be a quasi-Banach space continuously embedded in and let be a weight on . Then consists of all such that
[TABLE]
is finite.
If and , then
[TABLE]
because the -periodicity of when is periodic gives
[TABLE]
Proposition 1.18**.**
Let be a basis of , , be an -split Lebesgue space, be its discrete version, and let when . Then
[TABLE]
When proving that is independent of in Section 2, as announced earlier, it will at the same time follow that if is a suitable quasi-norm space of Lebesgue type, then
[TABLE]
for every .
Remark 1.19*.*
The link between periodic Gelfand-Shilov distributions and formal Fourier series expansions is given by the formula
[TABLE]
2. Estimates on Wiener spaces and periodic elements
in modulation spaces
In this section we deduce equivalences between various Wiener (quasi-)norm estimates on short-time Fourier transforms. Especially we prove that (1.13) holds for every .
2.1. Estimates of Wiener spaces
We begin with the following inclusions between the different Wiener spaces in the previous section.
Proposition 2.1**.**
Let be permuted dual bases of , , , , and let be such that
[TABLE]
*Then *
[TABLE]
and
[TABLE]
Remark 2.2*.*
For the involved spaces in Proposition 2.1 it follows from Hölder’s inequality that
[TABLE]
and
[TABLE]
increase with respect to and decrease with respect to .
We need the following lemma for the proof of Proposition 2.1.
Lemma 2.3**.**
Let , be an ordered basis of , the parallelepiped spanned by , , and let be measurable on . Then
[TABLE]
Proof.
Let be measurable on , be the same as in Definition 1.7, be the linear map which maps the standard basis into , , and let , when . Then
[TABLE]
This reduce the situation to the case that is the standard basis, and . Moreover, by replacing with and by , , we may assume that (and that each ).
By induction it suffices to prove that if
[TABLE]
since is equal to the left-hand side of (2.3), and is equal to the right-hand side of (2.3).
Let be fixed. We only prove (2.4) in the case . The case will follow by similar arguments and is left for the reader. By first using Minkowski’s inequality and then Hölder’s inequality we get
[TABLE]
Hence,
[TABLE]
By applying the -norm on (2.5) we get (2.4), and thereby (2.3). ∎
Proof of Proposition 2.1.
Since the map is homeomorphic between the involved spaces and their corresponding non-weighted versions, we may assume that . Furthermore, by a linear change of variables, we may assume that is the standard basis and . Then , and .
Let be measurable on ,
[TABLE]
Then
[TABLE]
and
[TABLE]
This implies that , and the first inclusion in (2.1) follows.
In order to prove the second inclusion in (2.1), we may assume that , since otherwise the result is trivial. Let
[TABLE]
Then
[TABLE]
By Minkowski’s inequality and the fact that we get
[TABLE]
Hence . By Lemma 2.3 it follows that , and the second inclusion of (2.1) follows by combining these relations.
It remains to prove (2.2). Again we may assume that , since otherwise the result is trivial. Let
[TABLE]
when . Then the fact that , Minkowski’s inequality and Lemma 2.3 give
[TABLE]
By applying the norm on the latter inequality we get
[TABLE]
and the second relation in (2.2) follows.
On the other hand, we have
[TABLE]
Again, by applying the norm with respect to the variable, we get
[TABLE]
and the first relation in (2.2) follows. ∎
2.2. Wiener estimates on short-time Fourier
transforms, and modulation spaces
Essential parts of our analysis are based on Lebesgue estimates of the semi-discrete convolution with respect to (the ordered) basis in , given by
[TABLE]
when and .
The next result is an extension of [22, Proposition 2.1] and [9, Lemma 2.6], but a special case of [23, Theorem 2.1]. The proof is therefore omitted. Here the domain of integration is of the form
[TABLE]
Proposition 2.4**.**
Let be an ordered basis of , , be given by (2.7), be such that is -moderate, and let be such that
[TABLE]
Also let be measurable on such that is -periodic and . Then the map from to extends uniquely to a linear and continuous map from to , and
[TABLE]
for some constant which is independent of and measurable on such that is -periodic.
We have now the following result, which agrees with Proposition 1.15 when .
Proposition 1.15′.**
Let be a phase split basis for , , , be such that is -moderate, and be as in (1.8) with strict inequality when , and let . Then
[TABLE]
In particular, if , then
[TABLE]
We need the following lemma for the proof.
Lemma 2.5**.**
Let , , be fixed, and let be a Gaussian. Then
[TABLE]
where the constant is independent of and .
When proving Lemma 2.5 we may first reduce ourself to the case that the Gaussian should be centered at origin, by straight-forward arguments involving pullbacks with translations. The result then follows by using the same arguments as in [9, Lemma 2.3] and its proof, based on the fact that
[TABLE]
is an entire function for some choice of the constant (depending on ).
Proof of Proposition
1.15.
Let , , be the (closed) parallelepiped which is spanned by , and let
[TABLE]
Also choose small enough such that
[TABLE]
The result holds when , in view of Proposition 1.15. By Hölder’s inequality we also have
[TABLE]
We need to prove the reversed inequality
[TABLE]
and it suffices to prove this for for some in view of Hölder’s inquality.
First we consider the case when . If is small enough and , then Lemma 2.5 gives for some that
[TABLE]
Hence,
[TABLE]
and (2.10) holds for .
Next suppose that is arbitrary and let be a large enough integer such that if
[TABLE]
then
[TABLE]
is a frame. Since , it follows that its canonical dual also belongs to (cf. [11, Theorem S]). Consequently, any possess the expansions
[TABLE]
with suitable interpretation of convergences.
Let
[TABLE]
As in the proofs of [9, Theorem 3.1] and [22, Proposition 3.1] we use the fact that
[TABLE]
which follows from
[TABLE]
Here we have used (2.11) with in place of , in the inequality. By using that
[TABLE]
(2.12) gives
[TABLE]
If we set
[TABLE]
integrate (2.13) and use the fact that , we get for that
[TABLE]
where is the discrete convolution with respect to the lattice .
Let . Then , and Young’s inequality applied on the last inequality gives
[TABLE]
In the last steps we have used Hölder’s inequality and
[TABLE]
We have
[TABLE]
, and are lattices such that contains , and is times as dense as . From these facts it follows by straight-forward computations that
[TABLE]
Here the second relation follows from the fact that when and , which follows from (1.5). By combining these relations with (2.14) we get
[TABLE]
Hence, Proposition 1.15 and the fact that we have already proved (2.10) when equals gives
[TABLE]
By combining Proposition 1.15′ with Proposition 2.1 and Remark 2.2 we get the following.
Proposition 2.6**.**
*Let be a basis for , be its dual basis, , , be such that is -moderate, , , be as in (1.8) with strict inequality when , and let . Then *
[TABLE]
2.3. Periodic elements in modulation spaces
By a straight-forward combination of Propositions 1.18 and 2.6 we get the following. The details are left for the reader.
Proposition 2.7**.**
*Let be a basis for , be its dual basis, , , be such that is -moderate, , , be as in (1.8) with strict inequality when , and let . Then *
[TABLE]
As an immediate consequence of the previous result we get the following extension of Proposition 1.18. The details are left for the reader.
Proposition 1.18′.**
Let be a basis of , , , be an -split Lebesgue space, its discrete version, and let . Then
[TABLE]
Remark 2.8*.*
Let
[TABLE]
, and be the same as in Proposition 2.7, and let and with Fourier series expansion (1.9). Then (1.10)–(1.12) and (2.15) imply that
[TABLE]
Let be the quasi-norm on the left-hand side of (2.16), after the orders of the involved and quasi-norms have been permuted in such way that the internal order of the hitting quasi-norms remains the same. Then
[TABLE]
by repeated application of Hölder’s inequality. A combination of (2.16) and (2.17) give
[TABLE]
In particular, if are the same as in Remark 1.5, is the ordered basis of ,
[TABLE]
and , then
[TABLE]
Remark 2.9*.*
With the same notation as in the previous remark, we note that if is the standar basis of , , , and , then (2.19) is the same as
[TABLE]
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