Abstract
We study functions generating Gabor Riesz bases on the integer lattice. The classical Balian-Low theorem (BLT) restricts the simultaneous time and frequency localization of such functions. We obtain a quantitative estimate on their Zak transform that extends both this result and the more general (p,q) Balian-Low theorem. Moreover, we establish a family of quantitative amalgam-type Balian-Low theorems that contain both the amalgam BLT and the classical BLT as special cases.
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1 Introduction
Let \(g \in L^{2}({\mathbb{R}})\). The Gabor system generated by g with respect to the lattice \({\mathbb{Z}}\times{\mathbb{Z}}\) is the set
Lattice Gabor systems play an important role in time-frequency analysis and its applications [6, 11, 16]. A central problem in this area is to describe the optimal time-frequency localization of generators of “good” Gabor systems, e.g., orthonormal bases and Riesz bases.
The classical Balian-Low theorem [1, 5, 13] is an uncertainty principle for generators of Gabor Riesz bases. It states that if G(g) is such a system, then
In the last 20 years, additional versions of this theorem were established. In particular we mention the (p,q) Balian-Low theorem and the Amalgam Balian-Low theorem (see discussion in Sect. 5). However, these versions do not include any quantitative estimate for the decay of the generator.
A quantitative version of the classical uncertainty principle states that there exist constants A,C>0 such that for \(g\in L^{2}({\mathbb{R}})\)
(Although not explicitly stated, this result follows from [8, Theorem 1], and is a special case of the uncertainty principle due to Nazarov [14]. See also the discussion in Sect. 6.) In light of the analogy between the classical uncertainty principle and the classical Balian-Low theorem, the following question was asked by K. Gröchenig: Is it possible to obtain a version of (2) for generators of Gabor Riesz bases?
Our main result is as follows.
Theorem 1
Let \(g \in L^{2}({\mathbb{R}})\). If G(g) is a Riesz basis, then for R,L≥1 we have
where C is a positive constant depending only on the Riesz basis bounds.
This result is sharp in the sense that, for functions with Riesz bounds A=B=1, the lower bound cannot be replaced by log(RL)/(RL).
Theorem 1 is strictly stronger than the classical Balian-Low theorem as well as its (p,q) version (see Sects. 5.1 and 5.2). The Amalgam Balian-Low theorem is independent of Theorem 1 (see Sect. 5.3). However, in Sect. 5.3, we find a scale of uncertainty estimates that interpolate Theorem 1 and the Amalgam Balian-Low theorem as (2,2) and (1,∞) endpoints.
The structure of the paper is as follows. In Sect. 2, we give some needed background. In Sect. 3 we prove Lemma 1, which is the main step in the proof of Theorem 1. We prove Theorem 1 in Sect. 4. Finally, as mentioned above, in Sect. 5, we discuss the connection between Theorem 1 and other Balian-Low type estimates.
2 Preliminaries
In this section, we recall the definitions of Riesz bases, the Zak transform, and quasi-periodic functions.
2.1 The Zak Transform
The following definition provides the main tool in the study of lattice Gabor systems (see, for example, [11, Chap. 8]).
Definition 1
Let \(g \in L^{2}({\mathbb{R}})\). The Zak transform of g is given by
For \(g \in L^{2}({\mathbb{R}})\), the function Zg is quasi-periodic on \({\mathbb{R}}^{2}\). Namely, it satisfies
In particular, this implies that Zg is uniquely determined by its values on [0,1]2. It is well-known that the Zak transform induces a unitary operator from \(L^{2}({\mathbb{R}})\) onto L 2([0,1]2), i.e.,
Similarly, by the triangle inequality, it satisfies the estimate
We will use some basic properties of the Zak transform (see e.g. [11, Chap. 8]): The Zak transform satisfies
where
is the Fourier transform for functions in \(L^{1}({\mathbb{R}})\), which has the usual extension to functions in \(L^{2}({\mathbb{R}})\). Furthermore,
for any Schwarz class function ϕ, where the convolution on the right-hand side is taken with respect to the first variable. This last property implies, in particular, that if |Zg|≤M on \({\mathbb{R}}^{2}\) then for all h>0 we have
Indeed, by (7), this follows from the corresponding well-known fact for \(F \in L^{\infty}({\mathbb{R}})\):
2.2 Riesz Bases
Let H be a separable Hilbert space. A system {f n } in H is called a Riesz basis if it is the image of an orthonormal basis under a bounded and invertible linear operator. This means that {f n } is a Riesz basis if it is complete in H and
where A and B are positive constants. The largest A and smallest B for which (9) holds are called the Riesz basis bounds. (The Riesz basis bounds are equal to the so called “frame bounds”, see e.g. [17, p. 189]).
It is well-known that if a Gabor system
is a Riesz basis, then ab=1 [15]. Although the results in this paper are stated for the case a=b=1, they also hold for all systems G(g,a,b) with ab=1. This can be seen by appropriately dilating the generator function g.
The Zak transform allows one to characterize generators of lattice Gabor Riesz bases. Indeed, G(g) is such a system if and only if
where A and B are the Riesz basis bounds (see, e.g., [11, Corollary 8.3.2]). In this case, if the argument of Zg is discontinuous at a point, then so is Zg (when the values of the argument are considered modulo 1, see the beginning of Sect. 3). In Sect. 4, we make use of this fact.
3 Arguments of Quasi-Periodic Functions
It is known that an argument of a quasi-periodic function cannot be continuous (see, e.g., [11, Lemma 8.4.2] and the references therein). We now establish our main lemma, which is a stronger version of this statement.
First, we introduce some notation. Let G be a quasi-periodic function on \({\mathbb{R}}^{2}\) and H be a branch of its argument, i.e.,
Fix two integers K,N≥8, and a point (x,y)∈[0,1/K)×[0,1/N). Set
Note that for a given function G, the numbers h i,j are defined uniquely up to the addition of an integer. For \(h\in{\mathbb{R}}\) we denote by h (mod 1) its fractional part, i.e, the number \(0\leq\tilde{h}<1\) which satisfies that \(h-\tilde{h}\) is an integer. We say that
if \(\inf_{n \in{\mathbb{Z}}} |h - n| > \delta\).
Lemma 1
There exist two integers 0≤i<K and 0≤j<N such that either
or
Proof
Assume that neither (11) nor (12) hold (observe that these conditions are independent of the choice of branch).
For any choice of the branch H, by the periodicity of G in the y-variable, there exist integers L i such that h i,N =h i,0+L i , 0≤i≤K. We will choose a specific branch of the argument H, for which the conditions imply that, on the one hand, L K =L 0 while, on the other hand, they also imply that L K =L 0+1. By this, we will arrive at a contradiction.
Choose the branch of the argument H as follows (we keep the notation h i,j for simplicity):
-
First, fix the number h 0,0 and choose \(\{h_{i,0}\} _{i=1}^{K}\) to satisfy |h i+1,0−h i,0|≤1/8 for 0≤i<K.
-
Next, for each fixed 0≤i<K, choose \(\{h_{i,j}\}_{j=1}^{N}\) so that |h i,j+1−h i,j |≤1/8 for 0≤j<N.
-
Finally, recall that the point (x,y) was fixed and use the quasi-periodicity of G to observe that h K,0=h 0,0+y+M for some integer M. Now, choose, for 0<j≤N,
$$ h_{K,j}=h_{0,j}+\frac{j}{N}+y + M. $$(13)This implies that |h K,j+1−h K,j |≤1/4 for 0≤j<N.
All other values of the branch H may be chosen arbitrarily.
We claim that, with these choices, we also have
Indeed, to prove (14), first note that, since G is a quasi-periodic function, this inequality holds modulo 1. Now we may use a recursive argument. Indeed, for 0≤i<K−1, the above construction yields
while for i+1=K, we get
In both cases, since |h i+1,1−h i,1|≤1/8 modulo 1, it is clear that the inequality also holds without taking modulo 1. Repeating this argument N−1 times, one arrives at (14).
Recall that at the beginning of the proof we defined integers L i which satisfy h i,N =h i,0+L i . By (14), we have that |L i+1−L i |≤1/4. Hence, all L i are equal. In particular, L K =L 0.
On the other hand, condition (13) implies that the sequence {b j }:={h K,j −h 0,j } satisfies
whence L K −L 0=b N −b 0=1. This gives the required contradiction. □
4 Proof of Theorem 1
In this section, we obtain some consequences of Lemma 1 which we then use to prove our main result.
4.1 Bounded Quasi-Periodic Functions
A basic measure theoretic argument yields the following consequence of Lemma 1.
Lemma 2
Fix D>0. There exists a positive constant δ=δ(D) such that, given any two integers K,N≥8 and any quasi-periodic function G with |G|≥D almost everywhere, one can find a set S⊆[0,1]2 of measure at least 1/NK such that all (x,y)∈S satisfy either
or
Proof
Given any two integers 0≤i<K and 0≤j<N, let
Lemma 1 implies that
Set
and note the equality of the measures \(|S_{i,j}|=|\tilde{S}_{i,j}|\). Since the sets S i,j are pairwise disjoint, it follows that
Hence, the set S:=⋃ i,j S i,j satisfies the required measure condition. We turn to the conditions (15) and (16). Let (x,y)∈S. This implies that there exists 0≤i<K and 0≤j<N such that (x−i/K,y−j/N) satisfies (11) or (12). Assume, without loss of generality, that it satisfies (11). Then,
whence
for some constant δ>0 depending only on D. □
Next, we use Lemma 2 to evaluate the difference between the Zak transform of a function and the Zak transform of its convolution with some smooth kernel.
Lemma 3
Fix m,M>0. There exist positive constants δ=δ(m) and η=η(m,M) such that, given any pair of Schwarz class functions ϕ,ψ on \({\mathbb{R}}\) and any \(g\in L^{2}({\mathbb{R}})\) with m<|Zg|<M almost everywhere, one can find a set S⊆[0,1]2 of measure at least η/(1+∫|ϕ′|)(1+∫|ψ′|) such that all (x,y)∈S satisfy either
or
Proof
Let δ 1>0 be the constant from Lemma 2, and set G=Zg and D=m. Choose the smallest integers N,K≥8 that satisfy
and let S 1 be the set described in Lemma 2. Note that the measure of the set S 1 now satisfies
It follows that the measure of S 1 is at least c/(1+∫|ϕ′|)(1+∫|ψ′|) for some positive constant c=c(m,M).
Observe that by (8) and (19), for all K>0, we have
Hence, if (x,y)∈S 1 satisfies (15) with δ=δ 1, then, in light of (20) and the triangle inequality, we find that
which implies that either (x,y) or (x+1/K,y) satisfy (17) with δ=δ 1/4.
On the other hand, if (x,y)∈S 1 satisfies (16), then (6), (19) and the quasi-periodicity of Zg imply that
Applying (8) in the same way as above, we find that either (1−y,x) or (1−y−1/N,x) satisfy (18) with δ=δ 1/8.
In conclusion, we found that for every (x,y)∈S 1 at least one of the four points (x,y), (x+1/K,y), (1−y,x) and (1−y−1/N,x) satisfies at least one of the inequalities (17) and (18). It follows that there exists a set S, (a translation of some subset of S 1), of measure at least |S 1|/4, with the required properties.
(It may happen that (x+1/K,y) or (1−y−1/N,x) fall outside of [0,1]2. However, as the functions discussed are quasi-periodic, the conclusion remains true if x+1/K and 1−y−1/N are taken modulo 1). □
4.2 Proof of Theorem 1
Proof
Let \(g \in L^{2}({\mathbb{R}})\) be such that G(g) is a Riesz basis with bounds A and B. By (10), we have m≤|Zg|≤M with \(m=\sqrt{A}\) and \(M=\sqrt{B}\).
Fix a Schwarz class function ρ such that \(\hat{\rho}\) is symmetric, satisfies \(|\hat{\rho}|\leq1\) and
Given R,L≥1, we apply Lemma 3 with ϕ(t)=Rρ(Rt) and ψ(t)=Lρ(Lt). We find that, for some constants C=C(A,B) and δ=δ(A,B), there exists a set S⊆[0,1]2 with measure at least C/RL such that all (x,y)∈S satisfy
From this and (6) it follows that
Since the Zak transform is a unitary operator from \(L^{2}({\mathbb{R}})\) to L 2([0,1]2), this gives
where C 1=Cδ 2 is a positive constant depending only on A and B.
To see that the result is sharp, we use the function g defined in [2, Definition 2.3]. On the one hand, this function satisfies |Zg|=1 for all \((x,y) \in{\mathbb{R}}^{2}\), and therefore the system G(g) is an orthonormal basis. On the other hand, by following the proofs of Theorems 3.4 and 3.10 in the same reference, it follows that
This ends the proof. □
5 Theorem 1 in Comparison to Related Results
In this section, we discuss the connection between Theorem 1, the classical Balian-Low theorem and other results in this field. In particular, in Sect. 5.2, we study the connection to the (p,q) Balian-Low theorem, and, in Sect. 5.3, the connection to the Amalgam Balian-Low theorem.
5.1 The Classical Balian-Low Theorem
We begin by observing that Theorem 1 implies the Balian-Low theorem. Indeed, it is enough to notice that if \(g\in L^{2}({\mathbb{R}})\) satisfies (3), then for every R>0 we have
whence at least one of the integrals in (1) diverges.
This proves the first half of the following proposition.
Proposition 1
If a function in \(L^{2}({\mathbb{R}})\) satisfies condition (3), then it also satisfies condition (1). Moreover, there exists a function \(g\in L^{2}({\mathbb{R}})\) that satisfies condition (1) but does not satisfy condition (3).
Proof
Throughout the proof, we let C denote different constants that may change from line to line. Let
and note that its Fourier transform is compactly supported. Similar constructions are known in the literature, see, e.g., [3, Examples 3.3 and 3.4]. The function g satisfies
Given a positive integer n, set R n =[2n+2(n+1)]/2. To estimate
we write \(g=\sum_{k=1}^{n}+\sum_{k=n+1}^{\infty}\) and correspondingly I<2I 1+2I 2. By the Cauchy-Schwartz inequality, we have
which is smaller than \(C/R_{n}^{2}\) whenever n is large enough. We turn to estimating I 2. To this end, let w be the Fourier transform of (sint/t)2. By Parseval’s identity and the Cauchy-Schwarz inequality, we have
which is smaller than \(C/R_{n}^{2}\) whenever n is large enough. It follows that the function g satisfies condition (1), while condition (3) is not fulfilled. □
Remark 1
In fact, the function \(g + \hat{g}\) is an example of a function that does not satisfy condition (3), but for which both integrals in (1) diverge.
To better understand the relation between Theorem 1 and the classical Balian-Low theorem, we consider the symmetric case L=R. In this case, \(g \in L^{2}({\mathbb{R}})\) satisfies condition (3) of Theorem 1 if and only if
The classical Balian-Low theorem is related to a similar statement, with lim sup in place of lim inf. Indeed, the calculation (21) implies that if a function \(g \in L^{2}({\mathbb{R}})\) satisfies
then it also satisfies condition (1). Comparing conditions (22) and (23), the connection between Theorem 1 and the classical Balian-Low theorem becomes clearer. In fact, this was the main idea behind the construction of the function g in Proposition 1.
To conclude this discussion, we point out that condition (23) is only “slightly stronger” than condition (1). This follows from
Proposition 2
If a function \(g\in L^{2}({\mathbb{R}})\) satisfies ∫|x|2|g(x)|2 dx=∞ then, for every ϵ>0, we have
This claim is sharp in the sense that the ϵ in (24) can not be removed.
Proof
Assume that for some δ>0 we have
We use the formula of summation by parts given by
With the choices
this yields the identity
By our assumption, the first term on the right-hand side has limit equal to zero when N tends to infinity. Also, by assumption, the left-hand side satisfies
and therefore has also a finite limit. This implies that the second term on the right-hand side has a finite limit, whence ∫|x|2|g(x)|2 dx<∞.
To see that this claim is sharp put g(x)=1/(1+x 3/2log|x|). □
5.2 The (p,q) Balian-Low Theorem
Fix 1≤p≤2 and let q be such that 1/p+1/q=1. The (p,q) Balian-Low theorem states that if \(g\in L^{2}({\mathbb{R}})\) generates a Gabor Riesz basis on the integer lattice, then
For p=1, this should be interpreted as
For exponents p+ϵ and q+ϵ in place of p and q, the original proof follows by combining [7, Theorem 4.4] with [10, Theorem 1]. This was improved to (25) in [9] using methods from the theory of VMO functions.
The following proposition implies that the (p,q) Balian-Low theorem follows from Theorem 1.
Proposition 3
If a function in \(L^{2}({\mathbb{R}})\) satisfies condition (3), then it also satisfies condition (25). Moreover, there exists a function \(g\in L^{2}({\mathbb{R}})\) that satisfies condition (25), but does not satisfy condition (3).
Proof
Assume that \(g\in L^{2}({\mathbb{R}})\) satisfies condition (3). We first give the proof for 1<p≤2. Given R>0 and L=R p−1, (3) implies that
which means that at least one of the integrals in (25) diverges. We turn to the case p=1. Assume that \(\hat{g}\) is supported on some interval [−L,L]. For R>0, (3) implies that
which means that the integral in (26) diverges. The second part of the statement follows from Remark 1. □
5.3 The Amalgam Balian-Low Theorem
The Amalgam Balian-Low Theorem [12, Corollary 7.5.3] states that if \(g\in L^{2}({\mathbb{R}})\) generates a Gabor Riesz Basis on the integer lattice, then
This theorem is known to be independent of the classical Balian-Low theorem [3, Examples 3.3 and 3.4]. A straight-forward calculation shows that the same examples also yield that the Amalgam Balian-Low theorem is independent of Theorem 1:
Proposition 4
There exists a function \(g\in L^{2}({\mathbb{R}})\) that satisfies condition (3) but does not satisfy condition (27). On the other hand, there exists a function \(g\in L^{2}({\mathbb{R}})\) that satisfies condition (27), but does not satisfy condition (3).
We proceed to show that the Amalgam Balian-Low theorem and Theorem 1 are end-points of a more general Balian-Low type theorem.
Theorem 2
Let 1≤p≤2 and q be such that 1/p+1/q=1. If G(g) is a Riesz basis, then for R,L≥1 we have
where C is a positive constant depending only on the Riesz basis bounds.
Note that for p=q=2 we get Theorem 1, while for p=1 and q=∞ we get the Amalgam Balian-Low theorem.
Proof
Recall equations (4) and (5), which state that the Zak transform satisfies
and
By the method of complex interpolation for vector valued sequence spaces (see, e.g., [4, Theorem 5.1.2]), this implies that
We first prove the theorem for 1<p<2. Following the same technique as in the proof of Theorem 1, we use Lemma 3 to find that
By (28), this is smaller than
The desired inequality now follows from the fact that |x|β+|y|β≤C(|x|+|y|)β for all β≥0, with C>0 depending only on β.
The case p=1 is proved in much the same way. □
6 Open Problem
A much more general version of (2) was obtained by F. Nazarov [14]: There exist constants A,C>0 such that for \(g\in L^{2}({\mathbb{R}})\) and any two sets \(S,K\subset{\mathbb{R}}\) of finite measure the following inequality holds
Does this theorem have a version for functions g that generate Gabor Riesz bases on the integer lattice?
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Acknowledgements
This project started during the research program “Complex Analysis and Spectral Problems” 2010/2011 at the Center de Recerca Matemàtica (CRM), Bellaterra, Barcelona.
The authors wish to thank A. Aleman for inviting the first author to Lund University and M. Sodin for inviting the second author to Tel-Aviv University. These visits provided us with the best setting possible for completing this project.
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Communicated by Chris Heil.
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Nitzan, S., Olsen, JF. A Quantitative Balian-Low Theorem. J Fourier Anal Appl 19, 1078–1092 (2013). https://doi.org/10.1007/s00041-013-9289-y
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DOI: https://doi.org/10.1007/s00041-013-9289-y
Keywords
- Balian-Low theorem
- Riesz bases
- Frames
- Gabor systems
- Time-frequency analysis
- Uncertainty principles
- Zak transform