This paper extends real Paley-Wiener theorems to ultradifferentiable function spaces and their transforms, providing new characterizations and analysis tools for functions with non-compact support.
Contribution
It introduces novel Paley-Wiener theorems for ultradifferentiable classes and their transforms, including Gabor, Fourier, and Wigner, in multiple variables.
Findings
01
Characterization of ultradifferentiable functions via Fourier and Wigner transforms
02
Extension of Paley-Wiener theorems to non-compact support using polynomials
03
New results for Gabor transform in the context of ultradifferentiable functions
Abstract
We develop real Paley-Wiener theorems for classes Sω of ultradifferentiable functions and related Lp-spaces in the spirit of Bang and Andersen for the Schwartz class. We introduce results of this type for the so-called Gabor transform and give a full characterization in terms of Fourier and Wigner transforms for several variables of a Paley-Wiener theorem in this general setting, which is new in the literature. We also analyze this type of results when the support of the function is not compact using polynomials. Some examples are given.
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Full text
Real Paley-Wiener theorems in spaces of ultradifferentiable functions
We develop real Paley-Wiener theorems for classes Sω of ultradifferentiable functions and related Lp-spaces in the spirit of Bang and Andersen for the Schwartz class. We introduce results of this type for the so-called Gabor transform and give a full characterization in terms of Fourier and Wigner transforms for several variables of a Paley-Wiener theorem in this general setting, which is new in the literature. We also analyze this type of results when the support of the function is not compact using polynomials. Some examples are given.
As stated in [4], “A Paley-Wiener theorem is a characterization, by relating support to growth, of the image of a space of functions or distributions under a transform of Fourier type.” This relation comes only in terms of a compact and convex set in which the support of the function or distribution is included. In fact, the growth of f^ on Cd enables to retrieve the convex hull of the support of f, but no more precise information can be obtained from it (see [4] and the references therein). In the last years, a new type of results called “real Paley-Wiener type theorems” has received much attention, which try to circumvent this theoretical obstruction for the classical Paley-Wiener theorems to “look inside” the convex hull of the support. The word “real” expresses that information about the support of f comes from growth rates associated to the function f^ on Rd rather than on Cd as in the classical “complex Paley-Wiener theorems”. This theory was initiated by Bang and Tuan, and here we follow the approach of Andersen and Andersen-De Jeu (see [2, 3, 4, 5, 26] and the references therein), who state results of “real Paley-Wiener” type in spaces of rapidly decreasing functions (the Schwartz class S(Rd)) or in Lp spaces in their most general version, using polynomials, where the support of the function (or distribution) could be non-compact or even non-convex.
Björck [6] introduced in 1966 global classes of ultradifferentiable functions Sω(Rd) using weights ω in the sense of Beurling to extend previous theorems of Hörmander about interior regularity of linear partial differential operators with constant coefficients. These weight functions permit to treat in a unified way a big scale of classes of functions or (ultra)distributions and are especially suitable for manipulations on the Fourier transform side. We recall here that when the weight function is the logarithm, i.e. ω(t)=log(1+t), the class Sω is the Schwartz class S. In the last 60 years, the classes of ultradifferentiable functions and their duals have been intensively studied for very different purposes and have become the right setting to study many different problems in analysis in a very general way (partial differential equations, Paley-Wiener theorems, Whitney jets, Borel theorems, etc.). We mention [14] as the reference for the modern point of view of the treatment of these classes where the authors get, under some conditions on the weight functions, to relate the growth of the functions in terms of their partial derivatives and the growth of their Fourier transforms, property that has many advantages.
As Andersen and De Jeu mention in [4], their theorems of “real” type can be extended to other transforms of Fourier type, where the classical theorems cannot. In fact, also to more general spaces of functions as we will show below. Our aim is to study real Paley-Wiener theorems in the spirit of Bang, Andersen and Andersen and De Jeu [2, 3, 4, 5] in the more general Sω-setting and related Lp-spaces. Moreover, we show that some transforms coming from the field of time-frequency analysis enter into the game, like the Gabor and Wigner transforms. We also study the case when the support of the Fourier transform is not necessarily compact or convex, extending some results in terms of polynomials in the spirit of [26, 4].
In Section 2 we give some preliminaries and definitions on weight functions, Fourier type transforms and the space Sω(Rd) especially when the seminorms are given in terms of Lp-norms. In Section 3 we extend [5, Theorem 1] for several variables in the Sω-setting in different ways (see Proposition 3.3). Also in this section we state a general version of [2, Theorem 1] for the ultradifferentiable setting and several variables (Theorem 3.2). Our main result in this section is Theorem 3.17, where we give a full characterization of the known “complex Paley-Wiener theorem” in the Beurling setting (see [14, Proposition 3.4(2)]) in terms of Wigner transforms; in this result, we assume that the support of the Fourier transform of the Sω-function is inside a hypercube in Rd. To obtain it, we need some preparation: to study the behaviour of the Gabor transform of a function f in Sω with respect to a window ψ∈Sω, in a suitable weighted mixed Lp,q-space, in terms of the support of the function f and the window ψ (Proposition 3.11). As a consequence, the symmetric properties of the Wigner transform give surprising results (Corollaries 3.14 and 3.15). We finish this section with an example about Hermite functions. In Section 4 we treat the case of arbitrary support and, following the lines of [4], we extend Theorem 2.2 and 2.5 of this paper (these are our Theorem 4.2 and Corollary 4.3). Finally, in Example 4.5 we analyze the relation of the definition of the generalized support (4.1) with the regularity of the corresponding polynomial.
2. Preliminaries
We begin with the definition of non-quasianalytic weight function in the sense of [14] suitable for the Beurling case, i.e. we consider the logarithm as a weight function also.
Definition 2.1**.**
A non-quasianalytic weight function is a continuous increasing function
ω:[0,+∞)→[0,+∞) satisfying the following properties:
(α)
There exists L≥1 such that ω(2t)≤L(ω(t)+1),∀t≥0;
(β)
∫1+∞t2ω(t)dt<+∞;
(γ)
there exist a∈R and b>0 such that
[TABLE]
(δ)
φ(t):=ω(et)* is convex.*
Then, for ζ∈Cd, we define ω(ζ):=ω(∣ζ∣).
Remark 2.2**.**
We recall some well-known properties on weight functions; the proofs can be found in the literature, we recall them here for the sake of completeness.
(i)
Condition (α) implies that for every t1,t2≥0
[TABLE]
indeed, since ω is increasing and positive we have
[TABLE]
(ii)
Since (2.1) trivially implies (α) with 2L instead of L, we have that (α) is equivalent to (2.1) (cf. **[14]**).
(iii)
By condition (α) and (2.1) we easily deduce that for every k∈N and t≥0,
[TABLE]
where Dk=L+L2+⋯+Lk−1.
(iv)
By (β) and the fact that ω is increasing, we have that ω(t)=o(t) as t→+∞ (cf. **[24]**). This can be deduced by the fact that
[TABLE]
(v)
By condition (γ) we have
[TABLE]
We denote by φ∗ the Young conjugate of φ, defined by
[TABLE]
We recall that it is an increasing convex function
satisfying φ∗∗=φ (see [21]). We will use throughout the next Lemma (easy to prove; see [14]).
Lemma 2.3**.**
Let ω:[0,+∞)→[0,+∞) be a continuous increasing function
such that φ(t):=ω(et) is convex. Then the following
properties hold:
(i)
φ∗(s)/s* is increasing.*
2. (ii)
φ∗(t)+φ∗(s)≤φ∗(t+s),t,s≥0.
3. (iii)
If there exist A≥0 and B≥1 such that
ω(et)≤A+Bω(t) for all t≥0, then for all
λ>0 and j,n∈N0=N∪{0}:
[TABLE]
Note that if ω is subadditive (that means it satisfies ω(t1+t2)≤ω(t1)+ω(t2) for every t1,t2≥0), then we can take A=0 and B=3.
4. (iv)
If there exist A≥0 and B≥1 such that
ω(et)≤A+Bω(t) for all t≥0, then for all
ρ,λ>0 and j∈N0:
[TABLE]
for all 0<λ′≤λ/B[logρ+1] and
Λρ,λ=eλBA[logρ+1], where
[x] denotes the integer part of x.
5. (v)
For all λ>0 and k∈N0:
[TABLE]
6. (vi)
If there exist a∈R and b>0 such that
ω(t)≥a+blog(1+t) for all t≥0, then for all σ,λ>0
and t≥1:
[TABLE]
7. (vii)
If ω(t)=o(t) as t tends to infinity, for every ℓ∈N there exists a constant Cℓ>0 such that
[TABLE]
8. (viii)
Assume that there exist A≥0 and B≥1 such that
ω(et)≤A+Bω(t) for all t≥0, and moreover ω(t)=o(t) as t tends to infinity.
Then, for all
D,λ>0 and n∈N0:
[TABLE]
for some CD,λ>0.
9. (ix)
For all j,h,r∈N0 and λ>0:
[TABLE]
In this paper we will consider classes of ultradifferentiable functions of Beurling type in the sense of Braun, Meise and Taylor [14], which are defined, for a weight function ω and an open subset Ω of Rd, by
[TABLE]
where Dα=D1α1⋯Ddαd with Dj=−i∂xj. Here, we relax condition (γ) of [14, Definition 1.1] in our Definition 2.1 since we consider only Beurling classes (as Björck [6], but considering more general weights that are not necessarily subadditive).
Then, the space of ultradifferentiable functions of Beurling type
with compact support in Ω is denoted by D(ω)(Ω), and its corresponding dual space by D(ω)′(Ω), which is called the space of ultradistributions of Beurling type.
We consider also the Fourier transform of u∈L1(Rd) denoted by
[TABLE]
with standard extensions to more general spaces of functions and distributions. The so-called short-time Fourier transform
(or Gabor transform) of u∈L2(Rd), for a window function
ψ∈L2(Rd), is denoted by
[TABLE]
The Wigner transform of u,v∈L2(Rd) is denoted by
[TABLE]
Then we write Wigu for Wig(u,u).
We refer to [18] for the classical properties of the
Gabor and Wigner transforms. The setting of this work is given by the following definition.
The space Sω(Rd) is the set of all u∈L1(Rd) such that u,u^∈C∞(Rd)
and for each λ>0 and each α∈N0d we have
[TABLE]
The corresponding strong dual of ultradistributions will be denoted by Sω′(Rd).
By condition (γ) of Definition 2.1 it is easy to deduce that Sω(Rd)⊂S(Rd). Hence, Sω(Rd) can be equivalently defined as the set of all u∈S(Rd) that satisfy the condition of Definition 2.4. By Björck [6], we know that the Fourier transform F:Sω(Rd)→Sω(Rd) is a continuous automorphism, that can be extended in the usual way to Sω′(Rd) and, moreover, the space Sω(Rd) is an algebra under multiplication and convolution. On the other hand, for u,ψ∈Sω(Rd) we have Vψu,Wigu∈Sω(R2d). Moreover, for u,ψ∈Sω′(Rd) the Gabor and Wigner transforms are well defined and belong to Sω′(R2d) [19, 11, 12]. We recall, for the reader convenience, the following result [11, 12].
Theorem 2.5**.**
Given u∈S(Rd), u∈Sω(Rd)
if and only if one
of the following conditions hold:
Given ψ∈Sω(Rd)∖{0}, ∀λ>0∃Cλ>0 s.t.
∥Vψu(z)eλω(z)∥Lp,q≤Cλ.
Proof.
(c)′⇔u∈Sω(Rd):
Let us assume u∈S(Rd) to satisfy (c)′ and prove that
u∈Sω(Rd).
To this aim we shall prove that u satisfies condition (h) of
Theorem 2.5, for some
fixed ψ∈Sω(Rd)∖{0}.
We fix σ≥(d+1)/bp′, where b is the constant in condition (γ)
of Definition 2.1 and p′ is the conjugate exponent of p. Let us first compute
[TABLE]
since ψ∈Sω(Rd) and because of (c)′(i), (2.1) and (2.3).
for some Cλ′′>0, i.e. condition (h) of Theorem 2.5 is
satisfied and u∈Sω(Rd).
Conversely, if u∈Sω(Rd) then condition (c) of Theorem 2.5
is satisfied and hence from (2.3)
[TABLE]
for σ≥(d+1)/bp, and analogously ∥eλω(ξ)u^(ξ)∥Lq≤Cλ for some
Cλ>0.
(a)′⇔u∈Sω(Rd):
If u satisfies (a)′, then it satisfies (c)′, so from the previous point u∈Sω(Rd). On the other hand, if u∈Sω(Rd), from (a) of Theorem 2.5 we have
[TABLE]
for σ≥(d+1)/bp, so (a)′(i) is satisfied; the proof of (a)′(ii) is similar.
(b)′⇔u∈Sω(Rd):
It is enough to prove that (b)′⇔(c)′. Since (b)′⇒(c)′ is trivial, let us suppose that u satisfies (c)′; from the condition (γ) of Definition 2.1, for c=1/b and Cα=e−a∣α∣/b, we have
[TABLE]
Hence, we obtain
[TABLE]
for some Cα,λ>0,
so that (b)′(i) is satisfied. Analogously we get (b)′(ii).
(f)′⇔u∈Sω(Rd):
Let u∈S(Rd) which satisfies (f)′. It is enough to see that u^∈Sω(Rd). For all ξ∈Rd, α,β∈N0d:
[TABLE]
for some Cn>0 if we choose n>d/(2p′). Therefore, by (f)′, it is easy to see (Lemma 2.3) that
for every λ>0 there exists Cλ>0 such that for each ξ∈Rd,
[TABLE]
In the other direction, if u∈Sω(Rd), we have, by Lemma 2.3,
[TABLE]
for some Cn,C2λ′,C2λ′′,Cλ>0 if we choose n>d/(2p).
(e)′⇔u∈Sω(Rd):
From the convexity of φ∗ we get that (e)′⇔(f)′, cf. Lemma 2.3(ii) and (ix).
(g)′⇔u∈Sω(Rd):
We assume (g)′ is satisfied and we prove (e)′. By Lemma 2.3(v), for all α,β∈N0d, λ,μ>0:
[TABLE]
for some Cμ,Cμ,λ>0.
Let us now assume u∈Sω(Rd). Then condition (g) of
Theorem 2.5 is satisfied, and hence for σ≥(d+1)/bp and for every α∈N0d
and μ>0:
Let u∈Sω(Rd); then u satisfies (e)′
for any p (or q) in [1,+∞]. Then (d)′ is trivially
satisfied for any 1≤p,q≤+∞.
In the opposite direction, we have that, using (d)′(i) it is not difficult to see that (Lemma 2.3)
[TABLE]
So u^ satisfies (d)(ii) of Theorem 2.5. In the same way, the fact that u satisfies (d)′(ii) implies that u^ satisfies (d)(i)
of Theorem 2.5. Then u^∈Sω(Rd).
(h)′⇔u∈Sω(Rd):
If u∈Sω(Rd) then u satisfies (h) of Theorem 2.5, and so
In the opposite direction, we prove that (h)′⇒(e) of Theorem 2.5. From the
proof of [12, Proposition 2.10], under condition (2.1) instead of subadditivity, we have
[TABLE]
for every σ>0; using Hölder’s inequality for Lp,q spaces we get
We observe that Theorems 2.5 and 2.6 provide equivalent systems of seminorms for the space Sω(Rd).
3. Real Paley-Wiener theorems for ω-ultradifferentiable
functions
Now, we prove different “real Paley-Wiener theorems” in the spirit
of [5, 2, 4] in spaces of ω-ultradifferentiable
functions. Moreover, we analyze the behavior of time-frequency
representations (Gabor and Wigner) of ω-ultradifferentiable functions which have Fourier transform with compact support.
We shall use in the following the notation ⟨f,g⟩ for the inner product in L2 when f,g∈L2, or (more generally) for the duality, that we consider as conjugate linear application of f to g.
Here, we consider, for R>0 and a non-quasianalytic weight function
ω, the space
[TABLE]
Lemma 3.1**.**
PWRω(Rd)⊆Sω(Rd).
Proof.
Let f∈PWRω(Rd) and let us first prove that f∈S(Rd).
Indeed, there exists a constant C>0 such that for every α,β∈N0d there exists Cα,β>0 such that
[TABLE]
by (2.2) and Lemma 2.3(v). Now, we prove conditions (c)(i) and (c)(ii) of Theorem 2.5. Condition (c)(i) trivially follows from the definition of PWRω(Rd) with
α=0. Let us prove condition (c)(ii). For ∣ξ∣≥1 and N∈N0 we have:
[TABLE]
where ν∈Nd and Dx2ν=Dx12ν1⋯Dxd2νd.
Since f∈PWRω(Rd) we thus have, for ∣ξ∣≥1 and λ≥(d+1)/b:
[TABLE]
by Lemma 2.3(viii), for some Cλ,Cλ′,Cλ′>0. Taking the infimum over N∈N0 and applying Lemma 2.3(vi) we
have that, for all μ>0 there exists Cμ>0 such that for all ∣ξ∣≥1:
[TABLE]
Since the above inequality is trivial for ∣ξ∣≤1, we finally have (c)(ii) and hence f∈Sω(Rd).
∎
In the following result, we denote by
[TABLE]
where ξ∈Rd and ∣ξ∣∞ is its sup norm.
Theorem 3.2**.**
Let R>0 and ω a non-quasianalytic weight function.
The following conditions are equivalent:
(a)
The function f∈PWRω(Rd),
(b)
The Fourier transform of f,
f^∈D(ω)(Rd) and
suppf^⊆QR.
Proof.
(a) ⇒ (b). Let f∈PWRω(Rd).
We integrate by parts,
[TABLE]
By hypothesis, we have that for every λ>0 there exists Cλ such that
[TABLE]
for a constant Dλ independent of N and λ≥(d+1)/b.
Now, we observe that for any ξ∈Rd such that ∣ξ∣∞>R we have 2Nξ12N+⋯+ξd2N>R, and so suppf^⊆QR.
(b) ⇒ (a) Suppose that f^∈D(ω)(Rd)⊂Sω(Rd)
with suppf^⊆QR.
By Fourier inversion formula in S(Rd), for x=0 and N∈N0:
[TABLE]
where we denoted Dξ2ν−h=Dξ12ν1−h1⋯Dξd2νd−hd.
Since f^∈Sω(Rd), there exists
Cμ,λ>0 such that, applying Theorem 2.5(g) in (3.5),
for ∣x∣≥1 and N∈N0:
[TABLE]
for some Cλ>0, where we have fixed μ≥(d+1)/b.
Taking the infimum over N∈N0 and applying Lemma 2.3(vi)
we have therefore,
for ∣x∣≥2d(∣α∣+1)(1+R1),
[TABLE]
for a∈R,b>0 as in condition (γ) of Definition 2.1.
Let us consider now ∣x∣<2d(∣α∣+1)(1+R1). We have
[TABLE]
for C=∥f^∥L1(Rd). Since ω is increasing we have that (3.6) is true also for ∣x∣<2d(∣α∣+1)(1+R1), for a constant Cλ which depends on λ,a,b,R,d and ω(1). By (3.6) and (2.2) we
finally have that for every λ′>0
there exists Cλ′>0, depending on ω,λ′,d,R,a and b, such that
[TABLE]
This proves that f∈PWRω(Rd).
∎
Let us define, for a function g on Rd:
[TABLE]
The next result treats two different cases: the first one does not need weight functions and it is a natural extension of Theorem 1 of [5] for several variables; in the other case, we assume two different additional conditions on the weight function: subadditivity (condition (3.9)) or a “mild” condition introduced in [13] that guarantees that the weight does not increase too slowly (condition (3.10)). We shall use in the following the notation f(α) for Dαf.
Proposition 3.3**.**
Let 1≤p≤+∞ and f∈C∞(Rd). We have:
(1)
If f(α)(x)∈Lp(Rd) for all α∈N0d, we have
[TABLE]
2. (2)
Assume that eλω(∣α∣+1x)f(α)(x)∈Lp(Rd) for all α∈N0d and
for some λ>0, and that the weight function ω satisfies one of the following conditions:
(a)
It is sub-additive, i.e.,
[TABLE]
2. (b)
There is a constant H>1 such that
[TABLE]
Then
[TABLE]
Remark 3.4**.**
We observe that, in general, Rf^∈{t∈R;t≥0}∪{+∞}, so that f^
may not have compact support. Moreover, the limit (3.11) does not depend on μ.
**
It suffices to see (2), since (1) can be proved in the same way (it is statement (2) for λ=0). We can assume that p<∞, because the same proof is valid for p=∞ with some small modifications. First, we consider ϕ∈Sω(Rd) such that ϕ^ has
compact support.
Then, by Theorem 3.2, we have that
ϕ∈PWRϕ^ω(Rd) and hence, for every
1≤p<+∞, λ>0, and σ≥2/bp:
[TABLE]
So, if we take the maximum when ∣α∣=n and then the limit when n tends to infinity, we deduce
[TABLE]
Now, we consider f∈C∞(Rd) such that
eλω(∣α∣+1x)f(α)(x)∈Lp(Rd) for all α∈N0d.
We observe that f∈S′(Rd) and hence its Fourier transform is well
defined. Assume, for the moment, that
suppf^ is compact, so that Rf^∈R.
We observe that if the weight satisfies hypothesis (2)(a), i.e., it is sub-additive, we have
[TABLE]
for any x,y∈Rd,λ≥0 and n∈N. On the other hand, it is easy to deduce from hypothesis (2)(b) that for each k∈N,
[TABLE]
and hence, ω(x)≤2−kω(Hkx)+H, for all x∈Rd. Now, we take k∈N so that L≤2k, where L≥1 is the constant of condition (α) of Definition 2.1. Then, we select n∈N big enough with Hk≤n+1 to deduce, from (2.1),
[TABLE]
for all x,y∈Rd. Hence, under both hypotheses on the weight function ω, we have, by (3.13) or (3), for each x,y∈Rd and n big enough,
[TABLE]
for some constant Dλ that depends on λ≥0 and the weight function ω.
Let ε>0 and choose ϕ∈Sω(Rd) such that ϕ^≡1
in a neighborhood of [−Rf^,Rf^]d and ϕ^≡0
outside [−Rf^−ε,Rf^+ε]d. Then
f^=f^⋅ϕ^ and hence, by the properties of the Fourier transform, f=f∗ϕ. Now, by (3.15), we obtain
[TABLE]
since, by assumption, eλω(x)f(x)∈Lp(Rd) and, by the construction of ϕ, Rϕ^≤Rf^+ε. Now, as ε>0 is arbitrary, we obtain
[TABLE]
We remark that when suppf^ is not compact, Rf^=+∞ and, in this case, (3.17) is still valid.
Take now 0=ξ0∈suppf^, and assume w.l.o.g. that 0<ε<∣ξ10∣=∣ξ0∣∞, where ξ0=(ξ10,…,ξd0)∈Rd. We take
ψ∈D(ω)(Rd) with Π1suppψ⊆[ξ10−2ε,ξ10+2ε] and ⟨f^,ψ⟩=0, where Π1:Rd→R is the projection in the first variable.
Then, for ξ∈Rd with ξ1=0, λ>0 and 1≤p<+∞ we have:
[TABLE]
We have
[TABLE]
Therefore, we obtain
[TABLE]
We then obtain
[TABLE]
for a constant C(ψ) that depends on ψ, the support of ψ and its partial derivatives up to the order 2d, and the dimension d. Hence, since ∣ξ10∣−ε/2∣ξ10∣−ε≤1,
By the arbitrariness of ε>0 and then of
ξ0∈suppf^:
[TABLE]
and, hence, there exists
[TABLE]
for λ>0 and 1≤p<+∞.
∎
Remark 3.5**.**
The condition
eλω(∣α∣+1x)f(α)(x)∈Lp for all λ≥0 is equivalent to
eλω(x)f(α)(x)∈Lp for all λ≥0 by (2.2). Therefore, if in Proposition 3.3 we ask that eλω(x)f(α)(x)∈Lp(Rd)
for all α∈N0d and all λ≥0, (3.11) is true without the additional assuptions
(3.9) or (3.10). Indeed, in (3.16) we can use (2.1) directly.
As we have already mentioned, Proposition 3.3 in the case λ=0 is [5, Theorem 1] for several variables, cf. [2, Theorem 3] also. On the other hand, we are interested in the case λ>0 in order to get Paley-Wiener theorems for ultradifferentiable functions; see Theorem 3.17 below. To this aim, first we prove that, under the assumptions of Proposition 3.3, if (3.11) is satisfied for some Rf^∈R and for all λ>0, then u∈Sω(Rd). We need some lemmas.
Lemma 3.6**.**
Let f∈C∞(Rd) such that eλω(x)f(α)(x)∈Lp(Rd) for all α∈N0d, λ>0, and some 1≤p≤+∞. Then f∈S(Rd).
Proof.
Since f∈S′(Rd), we can apply the Fourier
transform to f. We fix α,β∈N0d and choose λ>0 big enough such that
xβ−γe−λω(∣α−γ∣+1x)∈Lp′(Rd), for every
γ≤min{α,β} and for 1/p+1/p′=1, and we apply Hölder’s inequality to obtain
[TABLE]
which finishes the proof.
∎
Lemma 3.7**.**
Let 1≤p≤+∞ and f∈C∞(Rd) with
eλω(x)f(α)(x)∈Lp(Rd) for all α∈N0d and for all λ>0.
If f^ has compact support, we have
[TABLE]
Proof.
Assume that ξ=(ξ1,…,ξd)=0, and that ∣ξ∣∞=∣ξ1∣. Given n∈N0 and λ≥bp′d+1, where 1/p+1/p′=1, we can write
Since f^ has compact support by assumption, by Proposition 3.3 and Remark 3.5, we have that
(3.11) is satisfied with Rf^∈R. Therefore, there exists a constant
D∈R, depending only on f, such that, for all n∈N0,
Hence, it is suffices to take λ>1/b big enough to finish the proof.
∎
Lemma 3.8**.**
Let 1≤p≤+∞ and f∈C∞(Rd) such that
eλω(x)f(α)(x)∈Lp(R) for all α∈N0d
and λ>0. If f^ has compact support, then f∈Sω(Rd).
Proof.
By Lemmas 3.6 and 3.7
we have that f∈S(Rd) and, for every λ>0, there exists Cλ>0
such that
∥eλω(ξ)f^(ξ)∥L∞≤Cλ.
Moreover
∥eλω(x)f(x)∥Lp≤Cλ′
for some Cλ′>0 by assumption. It follows, from Theorem 2.6(c)′ with q=∞, that f∈Sω(Rd).
∎
3.1. Relation with the Wigner transform
Proposition 3.3 proves that the radius of the support of f^
can be computed with the limit
(3.11) for any λ≥0.
Now, we give a characterization of the support of f^ in terms of the Wigner
transform. First, we introduce the following real Paley-Wiener space defined by means of the Gabor transform:
Definition 3.9**.**
Let T,R>0 and define, for ψ∈PWTω(Rd),
[TABLE]
Proposition 3.10**.**
Let ψ∈PWTω(Rd). Then
[TABLE]
Proof.
Let f∈PWRω(Rd). Fix ξ∈Rd∖{0}.
Then ∣ξ∣∞=∣ξj∣ for some 1≤j≤d and hence
[TABLE]
Since f∈PWRω(Rd) and ψ∈PWTω(Rd), it is not difficult to see
that for every λ>0 there is Cλ>0 such that
[TABLE]
for all x,ξ∈Rd and N∈N0.
Moreover, since f,ψ∈Sω(Rd) by Lemma 3.1, then
Vψf∈Sω(R2d) also ([19, Thm. 2.7]) and, hence, for all
μ>0 there exists Cμ>0 such that
[TABLE]
since ω(x,ξ)≥ω(ξ).
By Theorem 3.2 we have that suppf^⊆QR,
suppψ^⊆QT and hence the projection on ξ of the support
of Vψf satisfies
[TABLE]
as it can be deduced for example from [18, formula (3.8)].
From (3.21) and (3.22) we have that
for some Cλ,μ>0 and for all x,ξ∈Rd, N∈N0, λ,μ>0. Therefore f∈PWGRω,ψ(Rd).
∎
Given the space defined in (2), we have the following result:
Proposition 3.11**.**
Let f,ψ∈Sω(Rd) and p,q∈[1,+∞].
Then, for every λ,μ≥0,
[TABLE]
Proof.
If suppf^ or suppψ^ are not compact, then Rf^=+∞ or,
respectively, Rψ^=+∞, so the inequality (3.24) is trivial.
So, we can assume that suppf^ and suppψ^ are compact, and hence
Rf^,Rψ^∈R.
By Theorem 3.2 and Proposition 3.10, we have
f∈PWRf^ω(Rd)⊆PWGRf^ω,ψ(Rd)
and hence for σ and τ sufficiently large, from (2.3) we obtain
[TABLE]
for some Cλ,μ>0, if p<+∞.
If p=+∞ the proof is similar.
∎
We introduce now the following notation for the translation and modulation operators; for
x,ξ,x0,ξ0∈Rd we denote
[TABLE]
Example 3.12**.**
The inequality (3.24) is strict, in general.
Let us consider, for instance, f∈Sω(R) with suppf^⊆[Rf^−μ,Rf^] for some 0<μ<Rf^<+∞.
Then
[TABLE]
since
[TABLE]
where f~(x)=f(−x),
by [18, Lemma 3.1.1]. Since ∥Vff(x,ξ)∥Lp,q does not depend on N, letting N→+∞ in
(3.25) we get that
[TABLE]
On the other hand, for the right choice of the window function we get the equality in (3.24), as the next result shows. This fact becomes crucial for the analysis of real Paley-Wiener theorems in terms of the Wigner transform. In the next result the number Rf^ could be +∞.
Proposition 3.13**.**
Let f∈Sω(Rd) and p,q∈[1,+∞]. Then, for all λ,μ≥0, we have
Formula (3.35) follows from [18, Prop. 4.3.2] and (3.34)
applied to f^:
[TABLE]
∎
If we consider formula (3.34) for p=q=2 in the one-dimensional case, the multiplication by ∣ξ∣N cannot be replaced by the derivatives DxN
of the Wigner transform of a real valued function f∈Sω(R).
Indeed, if we denote by
[TABLE]
the ambiguity functionAf of f, by [18, Lemma 4.3.4], we obtain
by hypothesis and (2.3), provided that λ≥(d+1)/bp′ and μ≥(d+1)/bq′.
Then, by applying the inverse partial Fourier transform with respect to ξ to Wigf(x,ξ) we get
[TABLE]
Then, the element f(x+2t)f(x−2t), that a priori belongs to Sω′(R(t,x)2d), is in fact a function in L∞(Rtd) for almost every x∈Rd, and is in L1(Rxd) for every t∈Rd. Now, suppose that f≡0 (otherwise the result is trivial), and let ϕ0∈Sω(Rd) such that ⟨f,ϕ0⟩=0. For a function ϕ∈Sω(Rd), consider
[TABLE]
and apply the two distributions in (3.37) to the test function Φ; on the right-hand side we can write the application as an integral, and then we obtain
[TABLE]
Then by the change of variables x+t/2=y, x−t/2=s and by Fubini Theorem we obtain
[TABLE]
and so we get that f is a function in L1(Rd) given by
[TABLE]
In order to prove that f∈Sω(Rd) we shall prove that f satisfies condition (c)′ of Theorem 2.6. Suppose that p<+∞. By (3.38) and Minkowski inequality, cf. for example [17, 6.19], we have
[TABLE]
Writing C0=((2π)d∣⟨f,ϕ0⟩∣)−1, using Hölder inequality in the ξ-integral and (2.1) we obtain, for μ≥(d+1)/bq′,
[TABLE]
by hypothesis and (2.3). In the case p=+∞ the same proof works, with small modifications, so (3.39) holds for every p and q.
Now, let ϕ1∈Sω(Rd) be such that ⟨f^,ϕ1⟩=0, and q<+∞. We apply (3.38) to f^ and use [18, Prop. 4.3.2] to get
[TABLE]
where C1=((2π)d∣⟨f^,ϕ1⟩∣)−1. We apply the change of variables (ξ+s)/2=η in the ξ-integral, −y=x, use condition (α) of Definition 2.1 and (2.1) and Hölder’s inequality in the x-integral to obtain, for μ≥(d+1)/bp′,
[TABLE]
by hypothesis, where Cλ=C12d/qeλ(L2+L)∫eλLω(s)∣ϕ1(s)∣ds∥e−μω(x)∥Lp′<+∞ by (2.3). If q=∞ the same proof works, with small modifications, so (3.40) holds for every p and q. By (3.39) and (3.40) the function f
satisfies Theorem 2.6(c)′.
∎
We can now prove the following theorem that, besides the classical result in ultradifferentiable classes (see [6, 14, 16]), contains real ultradifferentiable Paley-Wiener theorems in the spirit of [3] and a new equivalent condition on the Wigner transform. Given R>0, for the compact set QR, as defined in (3.3), we denote its supporting function HQR(x):=supy∈QR⟨x,y⟩ simply by HR(x) for all x∈Rd.
Theorem 3.17**.**
Let 1≤p,q≤+∞ and R>0.
Then the following conditions are equivalent:
(a)
f* is an entire function in Cd and for all k∈N0 there exists Ck>0 such that*
[TABLE]
(b)
f∈PWRω(Rd).
(c)
f∈C∞(Rd),
eλω(x)f(α)(x)∈Lp(Rd) for all α∈N0d and
λ≥0 and
[TABLE]
(d)
f∈Sω(Rd)* and
suppf^⊆QR.*
(e)
f∈Sω′(Rd),
eλω(x)+μω(ξ)Wigf(x,ξ)∈Lp,q(R2d)
for all λ,μ≥0 and
[TABLE]
Proof.
(a)⇔(d):
This is Paley-Wiener theorem in D(ω)(Rd) (Beurling case) for the convex set QR; see [7, Theorem 2.14], or [6, Theorem 1.4.1] and [16, Satz 3.3], or [14, Lemma 3.3] when the weight
ω satisfies the additional assumption log(1+t)=o(ω(t)) as t→+∞.
(d)⇒(c):
It follows from Theorem 2.6(a)′, Proposition 3.3 and Remark 3.5.
(c)⇒(d): It
follows from Proposition 3.3, Remark 3.5 and Lemma 3.8.
(d)⇒(e):
It is Corollary 3.14, since for f∈Sω(Rd),
[TABLE]
for all λ,μ≥0.
(e)⇒(d):
Follows from Lemma 3.16 and Corollary 3.14.
∎
Corollary 3.18**.**
Given 1≤p,q≤+∞ and R>0, we consider f∈Sω′(Rd) such that eλω(x)+μω(ξ)Wigf∈Lp,q(R2d) for all λ,μ≥0. We have:
(a)
f∈Sω(Rd)* with suppf^⊆QR if and only if Rf^≤R and for all λ,μ>0 there exists Cλ,μ>0 such that*
[TABLE]
2. (b)
f∈Sω(Rd)* with suppf⊆QR if and only if Rf≤R and for all λ,μ>0 there exists Cλ,μ>0 such that*
[TABLE]
Proof.
(a) If f∈Sω(Rd) and suppf^⊆QR, by Theorem 3.17, we obtain that f∈PWRω(Rd). From
Proposition 3.10 we have f∈PWGRω,f~,
where f~(x)=f(−x), and hence
Conversely, if f∈Sω′(Rd) with eλω(x)+μω(ξ)Wigf∈Lp,q(R2d) and the inequality of (a) is satisfied, then f∈Sω(Rd) by Lemma 3.16 and suppf^⊆QR by
Corollary 3.14, since Rf^≤R.
(b) It follows from (a) because
[TABLE]
is equivalent to
[TABLE]
since Wigf^(x,ξ)=Wigf(−ξ,x) by [18, Prop. 4.3.2].
∎
If we consider ω(t)=log(1+t) we have that Sω is the classical
Schwartz space S
and hence Theorem 3.2 with d=1 coincides with
Theorem 1 of [2], while Proposition 3.3 for d=1 and λ=0 coincides with
Theorem 1 of [5].
We observe also that Lemma 3.6 for ω(t)=log(1+t) implies
The above remarks lead to the following corollary of Theorem 3.17
for ω(t)=log(1+t):
Corollary 3.19**.**
Let 1≤p,q≤+∞ and R>0.
Then the following conditions are equivalent:
(a)
f* is an entire function in Cd and for all k∈N0 there exists Ck>0
such that*
[TABLE]
(b)
f∈S(Rd)* and for all λ>0 there exists Cλ>0 such that*
[TABLE]
(c)
f∈S(Rd)* and*
[TABLE]
(d)
f∈S(Rd)* and suppf^⊆QR.*
(e)
f∈S(Rd)* and*
[TABLE]
Proof.
It follows directly from Theorem 3.17 with ω(t)=log(1+t)
and the observation that (3.41) and
(3.42) can be required just for λ=0 since we have
f∈S(Rd).
Note also that we can substitute
eλω(n+1x) with (n+1)λ(1+∣x∣)λ
instead of \big{(}1+\frac{|x|}{n+1}\big{)}^{\lambda} since
[TABLE]
∎
Example 3.20**.**
For k∈N0, let ek be the Hermite function on R defined by
[TABLE]
where the Hermite polynomial Hk(x) of degree k is given by
[TABLE]
The Hermite functions ek∈Sω(R) (see [23, Lemma 3.2] and
[11, Remark 4.17]).
Then the Wigner transform Wig(ej,ek)∈Sω(R2) and the
Fourier-Wigner transform
[TABLE]
is the inverse Fourier transform of Wig(ej,ek) (see [27]):
It is well-known that the Hermite functions are eigenfunctions of the
Fourier transform:
[TABLE]
for some λ∈C. Since ek does not have compact support,
we have therefore that e^k does not have compact support,
i.e. Re^k=+∞. Since ek∈Sω(R),
by Corollary 3.14 we have that for all p,q∈[1,+∞] and
μ,λ≥0:
[TABLE]
i.e. the eigenfunctions e^k,k=Wig(ek,ek) of L^
satisfy:
[TABLE]
Moreover, Proposition 3.3 and Remark 3.5 imply that the Hermite functions ek
satisfy
[TABLE]
for all λ≥0 and p∈[1,+∞].
**
4. Arbitrary support
In order to characterize the support of f^ in terms of the growth
of some derivatives
of f when suppf^ is not compact, we substitute,
in the definition of PWRω(Rd), the
derivatives Dα by the iterates P(D)n of a linear partial
differential operator with
constant coefficients and generalize some results of [4].
Given a polynomial P∈C[ξ1,…,ξd] we denote by P(D) the corresponding linear
partial differential operator with symbol P, where we use the standard notation Dj:=−i∂j. Following [4], we define for an ultradistribution T on Rd and a polynomial
P∈C[ξ1,…,ξd],
[TABLE]
with the convention that R(P,T)=0 if T≡0.
Lemma 4.1**.**
Let P∈C[ξ1,…,ξd] be a polynomial of degree m≥1.
Then, for all k∈N0d and n∈N:
[TABLE]
for polynomials Pℓ,k(ξ) independent of n and of degree
degPℓ,k≤ℓ(m−1).
Proof.
Let us prove it by induction on ∣k∣. If ∣k∣=0 then the statement is trivial with P0,0≡1. Assume (4.2) to be valid for ∣k∣, and let us prove it for ∣k∣+1, i.e. for a multi-index k+ej
for some 1≤j≤d, where ej is the vector with all entries equal to 0 except the
j-th entry equal to 1.
By the inductive assumption
[TABLE]
with deg(Pℓ,k(ξ)DξjP(ξ))≤ℓ(m−1)+(m−1)=(ℓ+1)(m−1).
We can thus write
[TABLE]
for some polynomials Pℓ~,k+ej not
depending on n and of degree degPℓ~,k+ej≤ℓ~(m−1).
∎
Theorem 4.2**.**
Let P∈C[x1,…,xd] be a polynomial of degree m≥1. Let
f∈Sω(Rd) and let R(P,f^) be defined as in (4.1).
Then the following conditions are equivalent:
(a)
∀λ>0* ∃Cλ>0 such that ∀n∈N0, x∈Rd*
[TABLE]
(b)
R(P,f^)≤R.
Proof.
Let us first prove that (a)⇒(b).
Let ξ0∈Rd and ε>0 such that ∣P(ξ0)∣≥R+ε>0.
We have to prove that f^(ξ0)=0.
For every λ>0 and n∈N0 we have, from (a):
[TABLE]
for some Cm′>0, choosing λ sufficiently large in such a way that
e−λω(∣y∣1/m)∈L1(Rd), cf. (2.3).
Letting n→+∞ we have that f^(ξ0)=0 since ∣P(ξ0)∣≥R+ε.
Therefore (b) is satisfied.
Conversely,
let us prove that (b)⇒(a). By the Fourier inversion formula, for x=0 and N∈N0:
[TABLE]
for polynomials Pℓ,k(ξ) with degPℓ,k≤ℓ(m−1) independent of n,
by Lemma 4.1.
Since f^∈Sω(Rd) we thus have that for every
μ,λ>0 there exists Cμ,λ>0 such that
We use now (4.5), (4.6) and (4.7) in (4.4) to obtain that for every
λ>0 there exists Cλ>0 such that
[TABLE]
Taking the infimum over N∈N0 and applying Lemma 2.3(vi), we have
that for all ∣x∣≥(4d)m(n+1)(1+R1)m
[TABLE]
for a∈R,b>0 as in condition (γ) of Definition 2.1.
For ∣x∣<(4d)m(n+1)(1+R1)m we have
[TABLE]
with C=∥f^∥L1(Rd) (observe that C is finite since f^∈Sω(Rd)).
Since ω is increasing, we then have that (4.8) is satisfied for ∣x∣<(4d)m(n+1)(1+R1)m
with Cλ=Ce∣λ−b2m∣ω(1)+b2ma, and so (4.8) is satisfied for every x∈Rd. From (2.2)
we finally have that for every μ>0 there exists Cμ>0, depending on
μ,m,a,b,d and R, such that
Based in some known results of Andersen [4], we can deduce easily the following corollary:
Corollary 4.3**.**
If P∈C[x1,…,xd] is a polynomial of degree m≥1, f∈Sω(Rd) and 1≤p≤∞, we have, for all λ≥0,
[TABLE]
Proof.
On one hand, from [4, Proposition 2.4], it is obvious that
[TABLE]
for all λ≥0. Hence, it is sufficient to prove that
[TABLE]
for any λ≥0. To see this we fix λ≥0 and consider μ>0 big enough such that
[TABLE]
Now, we assume that R(P,f^)<+∞. By Theorem 4.2, for every R≥R(P,f^) and every n∈N, we have
[TABLE]
We deduce that
[TABLE]
for each R≥R(P,f^), which concludes the proof.
∎
Remark 4.4**.**
Let us remark that Theorem 4.2 gives an estimate, in terms of R,
of the upper bound of ∣P(ξ)∣ for ξ∈suppf^. This is interesting because
{ξ∈Rd:∣P(ξ)∣≤R} can be not compact, so that we have some estimate
on the support of f^ for f∈Sω(Rd), with arbitrary support
of f^. Our results should be compared with [22]. See also [8, 9, 10].
Example 4.5**.**
Let P∈C[ξ1,…,ξd] be a polynomial of degree m≥1. If P is hypoelliptic,
then
[TABLE]
is compact.
Indeed, if P is hypoelliptic then there exist c>0 and 0<σ≤m such that
[TABLE]
Therefore there exists M>0 such that
[TABLE]
and therefore
is bounded and hence compact, since its trivially closed.
On the contrary, the fact that VR is compact does not imply that P is hypoelliptic.
Take, for instance,
[TABLE]
In this case
[TABLE]
is compact since ∣P(ξ)∣≤R implies
[TABLE]
However, P(ξ) is not hypoelliptic since the following necessary and sufficient condition
for hypoellipticity (see [25, Prop. 2.2.1]) is not satisfied:
[TABLE]
for
[TABLE]
where ±−1+4z12 denote the two complex roots of 4z12−1.
Taking, for instance,
[TABLE]
we have that ∣ξ∣→+∞ for ∣ξ1∣→+∞, but
[TABLE]
Acknowledgments.
The authors were partially supported by the INdAM-Gnampa Project 2017
“Equazioni a Derivate Parziali, Analisi di Gabor ed Analisi Microlocale”,
by the Projects FAR 2014 and FAR 2017 (University of Ferrara),
by the Project FFABR 2017 (MIUR). The research of the second author was partially supported by the project MTM2016-76647-P.
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