Modulated crystals and almost periodic measures
Jeong-Yup Lee, Daniel Lenz, Christoph Richard, Bernd Sing, Nicolae, Strungaru

TL;DR
This paper re-analyzes modulated crystals and quasicrystals using modern diffraction theory, revealing their stability and structure as a subclass of strongly almost periodic measures, thus providing a unified mathematical framework.
Contribution
It offers a modern mathematical diffraction analysis of modulated quasicrystals, clarifying their structure and stability properties.
Findings
Modulated quasicrystals form a subclass of strongly almost periodic measures.
They are stable under almost periodic modulations.
The analysis provides a coherent view of these structures.
Abstract
Modulated crystals and quasicrystals can simultaneously be described as modulated quasicrystals, a class of point sets introduced by de Bruijn in 1987. With appropriate modulation functions, modulated quasicrystals themselves constitute a substantial subclass of strongly almost periodic point measures. We re-analyse these structures using methods from modern mathematical diffraction theory, thereby providing a coherent view over that class. Similarly to de Bruijn's analysis, we find stability with respect to almost periodic modulations.
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††footnotetext: Key words: diffraction, modulated crystal, model set, cut-and-project scheme, almost periodic measure††footnotetext: MSC 2010 classification: 52C23, 37A25, 37B10, 37B50
Modulated crystals and almost periodic measures
Jeong-Yup Lee
Department of Mathematics Education, Catholic Kwandong University, Gangneung, Gangwon 25601, Korea and KIAS, 85 Hoegiro, Dongdaemun-gu, Seoul, 02455, Korea
,
Daniel Lenz
Fakultät für Mathematik und Informatik, Friedrich Schiller Universität Jena, 07737 Jena, Germany
,
Christoph Richard
Department für Mathematik, Friedrich-Alexander-Universität Erlangen-Nürnberg, Cauerstrasse 11, 91058 Erlangen, Germany
,
Bernd Sing
Department of Mathematics, University of the West Indies, Cave Hill, P.O. Box 64, Bridgetown, BB11000, Barbados
and
Nicolae Strungaru
Department of Mathematical Sciences, MacEwan University, 10700 “ 104 Avenue, Edmonton, AB, T5J 4S2, and Institute of Mathematics “Simon Stoilow”, Bucharest, Romania
Abstract.
Modulated crystals and quasicrystals can simultaneously be described as modulated quasicrystals, a class of point sets introduced by de Bruijn in 1987. With appropriate modulation functions, modulated quasicrystals themselves constitute a substantial subclass of strongly almost periodic point measures. We re-analyse these structures using methods from modern mathematical diffraction theory, thereby providing a coherent view over that class. Similarly to de Bruijn’s analysis, we find stability with respect to almost periodic modulations.
1. Introduction
In 1964, Brouns et al. performed an X-ray diffraction experiment on a washing soda crystal, which was expected to behave like a perfect crystal. Surprisingly, a slight anomaly in its diffraction pattern was found [18]. It was later suggested to describe such anomalies by modulated crystals [73, 32]. Over the years, the crystallography of such structures has been worked out and has found many applications including protein crystallography [44]. Numerous important contributions to the field have been made by Ted Janssen [67]. Recent overviews of modulated structures and of other types of aperiodic crystals are Janssen [35] and Janner and Janssen [33]. See also the monographs by Janssen et al. [34] and by van Smaalen [62] for a detailed discussion of aperiodic crystals from physical and crystallographic perspectives.
On the mathematical side, Bombieri and Taylor [16] suggested studying modulated lattices in 1985, as they appeared to have properties similar to quasicrystals, a fundamentally different type of aperiodic crystal that had been discovered shortly before. Models for quasicrystals were obtained by the so-called cut-and-project construction [41, 23]. De Bruijn introduced modulated quasicrystals in Euclidean space [19], a class of point sets that is nowadays subsumed by so-called deformed weighted model sets. Whereas this class comprises weighted cut-and-project sets, de Bruijn showed that it also includes certain modulated lattices [19, Sec. 5,6]. De Bruijn’s Fourier analysis relied on a particular class of smooth weight functions of unbounded support, which cannot readily be extended beyond Euclidean space.
Deformed weighted model sets have further been studied by Hof [31] and by Bernuau and Duneau [14], who coined the name. In the meantime, it was realized that cut-and-projects sets are in fact model sets as introduced earlier by Meyer [49, 51, 52]. Also Euclidean space was generalized to a locally compact abelian group, and dynamical systems techniques were introduced as a powerful tool [61, 63]. In that setting, deformed weighted model sets (in fact much more generally deformed weighted Delone sets) were analyzed by Baake and Lenz [8]. Modulated structures were studied by Sing [65, 72, 66], by reconstructing the internal space of the underlying deformed model set from the diffraction pattern of the modulated structure. Let us stress that there is no universally agreed definition of modulation or deformation at present.
As mathematical diffraction theory has now reached a certain maturity, see e.g. [3, 54, 48, 59] for recent expositions of various parts, it seems appropriate to re-analyze modulated crystals within that general framework. Whereas mean almost periodicity of the underlying point set emerges to be characteristic of pure point diffraction in general, modulated crystals are examples of more restrictive strongly almost periodic point sets. For that reason, we adopt the setting of strongly almost periodic (SAP) measures on locally compact abelian groups in our article [26, 54]. On a conceptual level, diffraction has recently been studied for more general weakly almost periodic measures [48]. In particular it is known that such measures are pure point diffractive, as their autocorrelation is strongly almost periodic [48, Thm. 7.5(a)]. Also, their diffraction amplitudes can be computed as the squared modulus of their Fourier–Bohr coefficients [48, Thm. 7.5(b)].
Although our motivation is modulations of lattices and of general ideal crystals, we will profit from the considerably more general setting of deformed weighted model sets. Hence in this article, we discuss deformed weighted model sets as a substantial subclass of SAP measures. We will prove that deformed weighted model sets with continuous and compactly supported weight and deformation functions are strongly almost periodic, thereby extending older results for weighted model sets [12, 46, 60, 68, 69]. We will then deform such structures using continuous almost periodic modulations. We will prove that such modulations of deformed weighted model sets stay within the class of deformed weighted model sets, which is in line with de Bruijn’s analysis [19]. We will also show that, in Euclidean space, the class of deformed weighted model sets in fact coincides with the class of modulated weighted model sets. In retrospect, this justifies de Bruijn’s terminology. Our diffraction analysis relies on dynamical systems techniques based on the so-called torus parametrization [6, 61, 63, 46, 39, 40]. In particular, it yields short alternative proofs of previous results.
Our examples also shed some light on Lagarias’ question [43]: Which Delone Dirac combs are strongly almost periodic? Whereas finite local complexity enforces crystallinity [38, Cor. 5.6], deformed weighted model sets provide many examples of infinite local complexity, e.g. almost periodic modulations of lattices or of ideal crystals.
Let us briefly mention two lines of problems within that context. It would be interesting to classify SAP measures. But at present we do not even know of a simple characterization of SAP Dirac combs. Note that such combs need not be modulated crystals: think for example of the incommensurate structure where is irrational [3, Ex. 9.6]. Whereas this point set is not uniformly discrete, it is possible to define uniformly discrete variants [3, Ex. 9.7] and [62, Ch. 4]. There are other examples on the line, arising as factors of the Kronecker flow on the two-dimensional torus [38, Sec. 6], which fail to be modulations of the integer lattice.
Another aspect concerns modulation functions beyond almost periodic ones. Consider the deterministic displacement model for , see [3, Ex. 9.8] or [19, Sec. 6], where denotes the fractional part of . This model is not strongly almost periodic, but it is a model set [3, Ex. 9.8]. It is tempting to ask whether there is some different type of almost periodicity to cover such examples. A candidate is almost automorphicity, see e.g. [70] and [39, Thm. 1]. More generally, the above problem might be analyzed using functions with prescribed continuity properties on the Bohr compactification [56]. The latter problem may of course also be analyzed from a dynamical perspective. Consider the hull of a point set, i.e., its translation orbit closure in a Hausdorff-type metric. The hull of any SAP point set is a group, see Lemma 4.1. One may now ask for which deformation functions the hull is sufficiently close to a group in order to retain pure point diffractivity.
Here is the structure of the article. As a motivating example, we discuss the diffraction of sine modulated integers. The succeeding general analysis uses mathematical diffraction theory and model sets in general locally compact abelian groups. Section 3 gives basic definitions and background on dynamical systems and diffraction theory. In Section 4, we treat dynamical and spectral properties of general SAP measures, from which we derive their diffraction. Although these results follow from the weakly almost periodic case, we decided to give specialized proofs for a self-contained presentation. Section 5 provides necessary background about cut-and-project schemes and model sets. Section 6 is devoted to modulations and deformations of lattices, which extend our motivating example. The examples of Section 6 are in fact deformed weighted model sets, which are shown to be strongly almost periodic in Section 7. Modulations of deformed weighted model sets are analyzed in Section 8. It is shown that the class of deformed weighted model sets is stable under modulation, and that in Euclidean space that class coincides with the class of modulated weighted model sets. The final Section 9 treats modulations of ideal crystals, a class which comprises many examples from conventional crystallography. Hence our results in that section extend the analysis from the lattice case and specialize those for deformed model sets. In the Appendix, we discuss almost periodic functions taking values in a topological group.
2. Sine modulated integers
2.1. Overview
Consider given by with positive and irrational. The point set is called sine modulated integers. It is a simple example of a modulated crystal [33, Sec. 3.3].111If is rational, then the modulation function is periodic, and is a so-called ideal crystal. Such structures do not differ much from a lattice and will be discussed in Section 9, see especially Remark 9.10. Since is irrational, the point set is dense in . This holds as the point set is dense in , a well-known fact that may be regarded as a consequence of Weyl’s equidistribution theorem, see e.g. [42, Ch. 1, Ex. 2.1]. In fact is an almost periodic function, see the Appendix for background.
For the distance between points arising from two consecutive integers and we compute
[TABLE]
We thus have . In particular for the set is uniformly discrete, and we may label the points in ascending order by . If , then fails to be uniformly discrete. In either case has infinite local complexity, i.e., is not uniformly discrete.
There is a topological dynamical system with shift action naturally assigned to , which is called its hull. It will be constructed in Section 2.2. The hull contains all translates of and certain additional point sets which, loosely spoken, do not differ much from the translates. The relation between the dynamical spectrum of and the diffraction spectrum of allows us to compute its diffraction explicitly in Section 2.3. In fact any point set of the hull has the same diffraction. This dynamical approach is complementary to the usual one of computing the Fourier–Bohr coefficients by a limiting procedure. It is reviewed in Section 3.3 in a general setting.
There is a simple parametrization of the hull of sine modulated integers by a two-dimensional torus with induced shift action. We call the corresponding factor map the torus parametrization222In the context of model sets, the name was coined in [6] for a suitable inverse of , see also [61] and [63]. For a historical discussion and a recent dynamical approach see [39, 40]. of . Since the induced shift action on is a dense rotation on the compact group , one can conclude that sine modulated integers are pure point diffractive [8, Sec. 3]. If , then the factor map is a homeomorphism, which implies that sine modulations are strongly almost periodic by Lemma 4.1. In Section 6 we will prove by a different method that general sine modulated integers are strongly almost periodic and hence pure point diffractive, if one properly takes into account multiplicities, compare Remark 6.2.
Before we do the calculations, let us describe the diffraction of sine modulated integers for . The Bragg peak positions lie dense in Fourier space and are explicitly given by . They have positive intensities
[TABLE]
The diffraction of sine modulated integers is depicted in Figure 1 for and , where denotes the golden mean.
In general, for small modulation strength one observes Bragg peaks of high intensity at the lattice positions, accompanied by Bragg peaks of small intensity. If a Bragg peak of small intensity is close to some lattice Bragg peak, it is sometimes called a satellite. In particular, this is the case if the modulation length is of a different order of magnitude than the lattice constant.
2.2. The hull and its torus parametrization
Recall that the point set is uniformly discrete if and only if . In general is locally finite, i.e., discrete and closed. In fact is translation bounded, i.e., there exists finite constants and such that any intersection with a ball of radius contains at most points.
The hull of is the translation orbit closure of in a suitable topology, which we now describe. Let us consider the collection of point sets that are translation bounded with constants . We equip with the local topology, a Hausdorff type uniform topology that is frequently used when studying point set dynamical systems [7, Sec. 4]. It is generated by the entourages
[TABLE]
where vary over the positive real numbers. Here denotes the centered closed ball of radius . In particular, for every , the collection of all , where vary over the positive reals, is a neighborhood system of . It turns out that is a compact metrizable Hausdorff space [7, Thm. 3]. In particular, we can use sequences for convergence arguments. Two point sets are close in the local topology, if they coincide on large centered balls up to small local shifts.
Consider the hull of in the local topology, with point set translation as natural -action. Since is irrational, it is not hard to see that , where and . Due to the symmetries , the hull is parametrized by a two-dimensional torus. We will describe in Section 4 how such a torus arises for strongly almost periodic structures in a natural way.
There is another natural construction of the torus, which will be central in Section 6 below: Consider the function space , where the closure is taken using the topology of uniform convergence. It carries a natural group structure defined via . The LCA group is a compactification of , since is almost periodic. In fact . Thus is homeomorphic to a one-dimensional torus. Now is a group and a Delone set, i.e., is lattice in . Consider with natural -action and define by
[TABLE]
Lemma 2.1**.**
The map is a factor map, i.e., it is continuous onto and commutes with the natural -actions on and on . If , then is a homeomorphism.
Proof.
We show that is well-defined, onto and continuous. We then show that is an -map. We finally show that is one-to-one if , which implies that is a homeomorphism in that case since is compact.
* is well-defined:* Take arbitrary and write for some integer sequence . Then since
[TABLE]
The latter limit indeed exists in , as any accumulation point of in the compact space coincides with . The definition is independent of the choice of representative: Let and note
[TABLE]
* is onto:* Consider any . For every choose such that
[TABLE]
By passing to a suitable subsequence of , we can find integers such that for some . Note that
[TABLE]
Using compactness of , we may assume that converges, by passing to a suitable subsequence. Now define . We then have . Thus satisfies .
* is continuous:* Consider an arbitrary member in the hull. Fix arbitrary and and consider and . By the triangle inequality, we then have
[TABLE]
In particular we have . As and were arbitrary, this shows that is continuous.
* is an -map:* Take any and note
[TABLE]
* is one-to-one for :* Consider and assume and without loss of generality. Write and , where and . Note that and whenever since due to irrationality of , and that we have
[TABLE]
for every . In particular either or . Assuming , we infer for all . Thus , which is impossible as . We thus have , which leads to for all . Thus , which implies and . Hence is one-to-one. ∎∎
2.3. Diffraction of sine modulated integers
We compute the diffraction measure of sine modulated integers via the dynamical systems approach. The torus parametrization can be used to embed isometrically into , compare [8, Thm. 1]. (For , the torus parametrization is a homeomorphism, and both spaces can be identified.) In particular, since has pure point dynamical spectrum, has pure point dynamical spectrum too, compare [8, Prop. 1]. The latter property is equivalent to having pure point diffraction [7, Thm. 7].
As is a dense rotation on a compact group, the space admits an orthonormal basis of eigenfunctions with eigenvalue , compare [71]. Every such is a potential Bragg peak position in the diffraction of . For explicit expressions, let us denote by the invariance lattice of and its dual lattice by . We have
[TABLE]
Eigenfunctions of the translation operator on , where , arise from lattice invariant plane waves , which restricts to elements in . Given , we will write instead of for , which will cause no confusion as can be reconstructed from . A simple calculation shows that is indeed an eigenfunction of the translation operator with eigenvalue , and is total and orthonormal in . Using the isometric embedding, we can apply the diffraction formula Eqn. (5) from Section 3.3. The diffraction intensity at is given by , where
[TABLE]
Here is any function satisfying , and we have used . If is a homeomorphism, then for all .
Let us now assume for simplicity. In order to compute for , we write
[TABLE]
As has compact support, only finitely many terms are nonzero in the above sum. Suppose now that is sharply concentrated about [math]. Then, up to an arbitrarily small error, the above expression simplifies to
[TABLE]
Consider the term corresponding to in the above sum. We can have for some only if . Thus, up to an arbitrarily small error, that term equals
[TABLE]
Next, consider the term corresponding to in the above sum. We can have for some only if . As we might choose a fundamental domain of arbitrarily for integration, that term equals
[TABLE]
Combining the latter two results, we get , compare Eqn. (1).
3. Setting and notation
Throughout will denote locally compact abelian groups (LCAG) [57, 24, 22]. The group operation on a LCAG will be written additively as or if necessary to avoid misunderstandings. Given an LCA group , we choose a Haar measure on and denote it by or by . The dual group of is denoted by , and the pairing between a character and is written as . As usual the Fourier transform of an integrable function is defined by . We always choose the Haar measure on such that the Plancherel theorem [22, Thm. 3.4.8] holds.
3.1. Complex Radon measures
Whenever is a topological space the space of continuous functions on is denoted by , the subspace of continuous functions with compact support by , the space of continuous bounded functions by , and the subspace of uniformly continuous and bounded functions by . The latter two spaces are complete normed spaces when equipped with the supremum norm . We will often deal with locally compact -compact spaces.
A topological space carries the Borel -algebra generated by all closed subsets of . By the Riesz-Markov representation theorem, the set of all complex Radon measures on a locally compact space can then be identified with the dual space of complex valued, linear functionals on which are continuous with respect to a suitable topology, see [55, Ch. 6.5] for details. For this reason we usually write for . The space then carries the vague topology, i.e., the weakest topology that makes all functionals , , continuous. If is metrizable, then is metrizable as well. The convolution of two finite measures and on is defined to be the measure .
By [55, Thm. 6.5.6], for each measure there exists a positive measure , called the total variation of such that for all with we have
[TABLE]
Now let be a LCAG. A measure is called translation bounded if there exist some and an open nonempty relatively compact set in so that
[TABLE]
for every . The set of all translation bounded measures satisfying (2) is denoted by . It carries the vague topology inherited from and is compact in that topology. The set of all translation bounded measures is denoted by .
3.2. Measure dynamical systems
Whenever the LCAG acts on the compact Hausdorff space by a continuous action
[TABLE]
where carries the product topology, the pair is called a topological dynamical system over . An -invariant probability measure on is then called ergodic if every measurable invariant subset of has either measure zero or measure one. The dynamical system is called uniquely ergodic if there exists a unique -invariant probability measure on , which then is ergodic by standard theory. is called minimal if, for all , the -orbit is dense in .
Given an -invariant probability measure on , we can form the Hilbert space of square integrable measurable functions on . This space is equipped with the inner product
[TABLE]
The action gives rise to a unitary representation of on by
[TABLE]
for every and arbitrary . An is called an eigenfunction of with eigenvalue if for every we have . An eigenfunction (to , say) is called continuous if it has a continuous representative with , for all and . The representation is said to have pure point spectrum if the set of eigenfunctions is total in . One then also says that the dynamical system has pure point dynamical spectrum.
Let two topological dynamical systems and under the action of be given. Then is called a (topological) factor of , with factor map , if is a continuous surjection with for all and .
We will be concerned with dynamical systems built from measures. These systems will be discussed next. They have been introduced in [7, 8], to which we refer for further details and proofs of the subsequent discussion. There is an obvious action of on , again denoted by , given by
[TABLE]
for . Here, denotes the unit point mass at and the convolution between and is defined by
[TABLE]
It is not hard to see that is continuous when restricted to a compact subset of .
Definition 3.1**.**
* is called a dynamical system on the translation bounded measures on (TMDS) if is a compact -invariant subset of for some open relatively compact and .*
Every translation bounded measure gives rise to a TMDS [7], where
[TABLE]
More precisely, if , then . We call the hull of .
3.3. Mathematical diffraction theory
We review elements of mathematical diffraction theory following [7, 8, 45]. Fix an LCA group and assume that is -compact. Then admits a van Hove sequence [63], i.e., a sequence of compact sets in such that for every compact we have
[TABLE]
Here for arbitrary compact we use the notion of van Hove boundary
[TABLE]
where the bar denotes the closure of a set and the circle denotes the interior. In , the closed -balls constitute a van Hove sequence. Fix , such as the Dirac comb of a point set in , and consider for arbitrary the average
[TABLE]
In this article, the above limit will always exist and will always be independent of the choice of the van Hove sequence. In crystallography, the number is called the scattering amplitude or the Fourier–Bohr coefficient. In a kinematic diffraction experiment [21], the intensity of diffraction at is given by .
Hof [30] suggested the following mathematical framework for diffraction. Given , one first computes the autocorrelation measure
[TABLE]
with respect to the given van Hove sequence . Here the limit is taken in the vague topology, denotes the restriction of to , and the reflected measure is, for , defined by , where . In this article, the above limit will always exist and will always be independent of the choice of the van Hove sequence. More generally, this is the case if the hull is uniquely ergodic.333In general, a limit will always exist on some subsequence of the given van Hove sequence. As is a positive definite measure by construction, its Fourier transform exists as a measure. It is called the diffraction measure of (see [24, 13, 1, 26, 54] for definition and background on Fourier transforms of complex Radon measures). Its point part is explicitly given by
[TABLE]
see e.g. [30, Thm. 3.4]. We say that is pure point diffractive (relative to the given van Hove sequence) if the autocorrelation exists and its Fourier transform is a pure point measure.
We now turn to a dynamical description of diffraction [7, 45]. Let be an arbitrary LCAG. Let be a TMDS, equipped with an -invariant measure . Let with be given. Then, defined by
[TABLE]
is a positive definite measure which does not depend on the choice of . The measure is called the autocorrelation measure of . If is a normalized eigenfunction of with eigenvalue , we then have
[TABLE]
where such that is arbitrary. The measure is called the diffraction measure of .
Assume now that is -compact and fix . If is uniquely ergodic, we have for every , compare [45, Thm. 3, Thm. 5].444If fails to be uniquely ergodic but is ergodic, then the latter equality only holds almost surely with respect to , by the Birkhoff ergodic theorem. In particular this means that the diffraction amplitudes can be computed in two different ways using Eqn. (4) or Eqn. (5). In this article, we will always deal with uniquely ergodic . We will always compute the diffraction measure using the dynamical approach. In particular, we do not need to impose -compactness of .
4. Strongly almost periodic measures
In Section 2 we discussed sine modulated integers. We showed that its hull is a compact abelian group, an insight which enabled us to infer the diffraction of sine modulated integers. The present section is devoted to a discussion of the general phenomenon, where we use measures instead of point sets. Note that diffraction has recently been studied for more general weakly almost periodic measures [48]. For the ease of the reader we include proofs adapted to our simpler setting.
Consider , such as the Dirac comb of a Delone set in . The following lemma characterises the situation that its hull is a group compactification of in terms of strong almost periodicity of . This is certainly well known, see e.g. [48, Prop. 3.6] and compare [38, Thm. 3.3] and [38, Thm. 4.2] for Delone sets. We include a proof based on [46] for the convenience of the reader.
Recall that a translation bounded measure is strongly almost periodic if the function is almost periodic for every . As usual, is almost periodic if is relatively compact in . See Proposition A.2 in Appendix A or [20, 36] for background.
Lemma 4.1**.**
Let be given. Then, the following assertions are equivalent:
- (i)
The hull of is a compact abelian group, with the addition satisfying for any .
- (ii)
The measure is strongly almost periodic.
- (iii)
Every is strongly almost periodic.
In this case, the map defined by is a continuous group homomorphism with dense range, and
[TABLE]
holds for any and any .
Proof.
The equivalence between (i) and (ii) can be inferred from [46, Lemma 4.2]. For the equivalence between (ii) and (iii), consider any and any . Then all functions , where ranges over , have the same -almost periods.
Finally, the map is continuous with dense range. It is a group homomorphism when carries the group structure defined in (i). It remains to compute the action in terms of : If , then for any ,
[TABLE]
Let , i.e., is a net converging to . Then
[TABLE]
∎∎
We can now readily derive basic spectral properties of dynamical systems associated to strongly almost periodic measures. For notation and basic results of mathematical diffraction theory, recall Section 3.
Theorem 4.2**.**
Let be strongly almost periodic and the canonical mapping described in Lemma 4.1. Then the following hold.
- (i)
* is uniquely ergodic and minimal.*
- (ii)
For the shift operator on , any character is an eigenfunction of to the eigenvalue . The set of continuous characters provides an orthonormal basis of . In particular, every character is continuous, and the measure dynamical system has pure point dynamical spectrum.
- (iii)
The measure has a unique autocorrelation . Its Fourier transform, the diffraction measure , is pure point and given by
[TABLE]
where the constants are given by
[TABLE]
and is any function satisfying .
Remark 4.3**.**
If is a Dirac comb, it is possible to interpret minimality geometrically in terms of the underlying point set. The underlying point set is almost repetitive [25, Thm. 3.11].
Proof.
(i) Let be any -invariant probability measure on the hull . Let be arbitrary. Then we have for every the equalities
[TABLE]
as is -invariant. Since is dense in and is continuous on , we have
[TABLE]
for every . Thus is a Haar measure. Since is a probability measure, is unique. This implies that is minimal, see e.g. [71, Thm. 6.17]. Here is a direct argument: Assume . Then by translation invariance and closedness of . It is also readily seen that , which implies . Thus for all , which shows minimality.
(ii) Let be any character. Then
[TABLE]
for every . Thus is an eigenfunction of to the eigenvalue . By the Peter–Weyl theorem [64], the continuous characters provide an orthonormal basis of . In particular, has pure point dynamical spectrum. As every eigenvalue is simple, compare [71, Ch. 3] for the case of -actions, this also shows that any character is continuous.
(iii) This is an application of the diffraction formula Eqn. (5) in Section 3.3. ∎∎
If is -compact, then both the autocorrelation and the diffraction measure can be computed via the usual limiting procedure.
Corollary 4.4**.**
Assume that is -compact and fix any van Hove sequence in . Let be strongly almost periodic. Then the following hold.
- (i)
The autocorrelation measure
[TABLE]
exists as a vague limit for all , and the limit is independent of the choice of . The autocorrelation is a positive definite strongly almost periodic measure and hence Fourier transformable as a measure.
- (ii)
The diffraction measure is pure point and given by
[TABLE]
In the above equation, we have , where
[TABLE]
and the limit has constant modulus, which we abbreviate by .
Proof.
Existence of and independence of the choice of is discussed in Section 3.3. Pure point dynamical spectrum of , which is shown in Theorem 4.2, implies that is a pure point measure, see e.g. [63]. The explicit expression for the amplitudes follows from Eqn. (4) in Section 3.3. ∎∎
5. Cut-and-project schemes and model sets
As a preparation for the following sections, we explain the cut-and-project construction. In the physics community, it has been invented to obtain point sets with unusual symmetries [41] and diffraction [23] such as models of quasicrystals, see e.g. [58] for a recent review. In fact that construction already emerged in Meyer’s work [49] within a harmonic analysis context. Meyer’s approach was later popularised by Moody. We will adopt his notation [51, 52].
A triple is called a cut-and-project scheme (or simply CPS) if and are LCAG and is a lattice in (i.e., a co-compact discrete subgroup) such that
- •
the canonical projection is one-to-one between and (in other words, ), and
- •
the image of the canonical projection is dense in .
The group is called the internal space. Given these properties of the projections and , one can define the so-called star map as follows. If , then there is a unique such that , and we set . If we denote the inverse map of by , we then have x^{\star}=\big{(}\pi^{H}\circ(\pi^{G}|_{\mathcal{L}})^{-1}\big{)}(x). The situation is summarized in the following diagram.
{G}$${G\times H}$${H}$${L}$${\mathcal{L}}$${L^{\star}}$$\scriptstyle{\pi^{G}}$$\scriptstyle{\pi^{H}}$$\scriptstyle{\star}$$\scriptstyle{1-1}$$\scriptstyle{\pi^{H}}dense
We fix Haar measures on and on . We then denote by the inverse Haar measure of a measurable fundamental domain for . If is -compact, it equals the density of lattice points in . Given a CPS, we can associate to any , called the window, the set
[TABLE]
If is relatively compact, then \mbox{\Large\curlywedge}(W) is called a weak model set. Any weak model set is uniformly discrete. If in addition , then \mbox{\Large\curlywedge}(W) is called a model set. Any model set is a Delone set, i.e., it is uniformly discrete and relatively dense.
A CPS gives rise to a dynamical system as follows. Define . Then is a compact abelian group by assumption on . Let
[TABLE]
be the canonical quotient map. There is a canonical continuous group homomorphism
[TABLE]
The homomorphism has dense range as is dense in . It induces an action of on via
[TABLE]
The dynamical system will play a crucial role in our considerations as it appears in the torus parametrization of the hull associated to (a weighted version of) \mbox{\Large\curlywedge}(W), see Theorem 7.1 and [46, 39]. The dynamical system is minimal and uniquely ergodic, as has dense range. Moreover, it has pure point spectrum. More precisely, the dual group gives a set of continuous eigenfunctions, which form a complete orthonormal basis by the Peter–Weyl theorem (see [64] and [63] for further details). By Pontryagin duality, the dual group can be naturally identified with the dual lattice
[TABLE]
Here we identify and if and only if for all . For a CPS , the situation simplifies as is also a CPS. As the projection is one-to-one, we can write
[TABLE]
and we may thus identify with . The potential Bragg peak positions in the diffraction of \mbox{\Large\curlywedge}(W) are elements of , compare Theorem 7.1.
6. Lattice modulations
We now generalize the example of Section 2 to (almost periodic) modulations of lattices in LCAG, see Appendix A for basics about almost periodic functions taking values in a group. We will show that any modulated lattice is a deformed weighted lattice model set, and vice versa that any deformed weighted lattice model set is a modulated lattice. We will further show that the class of modulations of a lattice is stable under modulation. In Section 7 we will show that general deformed weighted model sets are strongly almost periodic. This means, in particular, that any lattice modulation is strongly almost periodic.
Definition 6.1** (modulated lattice).**
Let be lattice in a LCAG , and let and be almost periodic functions. Then the weighted Dirac comb
[TABLE]
is called a modulation of . The functions are called the modulation functions.
Remark 6.2**.**
- (i)
We interpret a lattice modulation as a measure. We thus allow for multiplicities, i.e., the above sum may include terms satisfying . The measure setting also allows to incorporate a weighting of the lattice points.
- (ii)
If the modulation functions are almost periodic, then the resulting lattice modulations are strongly almost periodic. This can be seen from Proposition 6.5 and Theorem 7.1. In order to analyse the converse statement, restrict to and . In that situation, the converse can be shown to be true if has sufficiently small range. However the converse may not be true in general, as can be seen from the artificial example given by , and otherwise.
- (iii)
As any modulation function is bounded, any modulation is a measure of locally finite support. Some geometric properties of modulated lattices are discussed in **[25, Ex. 3.10]**.
6.1. Lattice modulations and deformations
We argue that modulated lattices are so-called deformed weighted model sets. Within that framework, we have a very good overview of structural properties of the modulated lattice. In fact, any deformed weighted lattice model set is a modulated lattice. Our arguments use the Bohr compactification of the lattice, see Appendix A.
There is a natural choice for a CPS, which has compact internal space: The triple , where is the Bohr compactification of , together with the lattice , where is the canonical dense embedding. The lattice is the model set whose window is the whole internal space.
Lemma 6.3**.**
The above CPS is well-defined.
Proof.
We argue that is a lattice. It is clear that is a group. To show uniform discreteness, take a zero neighborhood such that . Then . Indeed, if , then , which implies that is the neutral element in . Also, is relatively dense in as is relatively dense in and as is compact. Thus is a lattice in . By construction, is dense in . To see that is one-to-one on , consider any and such that . Then also . ∎∎
We next explain the notion of deformed weighted model set. Whereas the general definition will be analyzed from Section 7 onward, in this section we will consider the special case that the underlying model set is a lattice.
Definition 6.4** (Deformed weighted model set).**
Let be any CPS. Let and be weight and deformation functions and let .
- (i)
The weighted Dirac comb
[TABLE]
is called a deformed weighted model set in the CPS .
- (ii)
If is compact, then is a lattice in , as is both a model set and a group. In that case we speak of a deformed weighted lattice model set.
The following three results show that the class of deformed weighted lattice model sets coincides with the class of lattice modulations.
Proposition 6.5**.**
Any lattice modulation is a deformed weighted lattice model set in the CPS of Lemma 6.3.
Proof.
Use the Bohr compactification to write for and for . Define by , and define by . We then have
[TABLE]
∎∎
Remark 6.6**.**
The previous proposition states that any modulated lattice is a deformed weighted model set. As a consequence, any modulated lattice is strongly almost periodic by Theorem 7.1.
The above CPS is, in some sense, a universal CPS scheme for the lattice . This idea is further elaborated in Section 8. Here we note the following result.
Proposition 6.7**.**
Let be a CPS with compact and lattice . Then any deformed weighted lattice model set in is a deformed weighted lattice model set in .
Proof.
Let be the weight function and let be the deformation map. Since L=\mbox{\Large\curlywedge}(H), the star map is a continuous homomorphism from to the compact group . By the universal property of the Bohr compactification, we may find a continuous group homomorphism such that for all we have . Then and , and in the CPS we have
[TABLE]
∎∎
Proposition 6.8**.**
Any deformed lattice model set in is a modulation of .
Proof.
Assume that the deformed weighted lattice model set has weight function and deformation function . Then the deformed weighted lattice model set can be written as . Now , and is almost periodic by Proposition A.2. Also , and is almost periodic by Proposition A.2. Hence is a modulation of with modulation functions and . ∎∎
We gather the previous results in the following theorem.
Theorem 6.9**.**
The class of modulated lattices coincides with the class of deformed weighted lattice model sets. ∎
Remark 6.10**.**
The above general results have been obtained using the Bohr compactification of the lattice. However when analyzing particular examples, one might construct a “minimal” internal space using the modulation function, see the following example. This is in line with the experimental situation, where the number of Miller indices is determined and a torus of appropriate dimension is added to an underlying crystallographic model. This approach has been phrased in terms of model sets in [66, Sec. 3].
Example 6.11** (Sine modulated integers revisited).**
Consider the situation of a Dirac comb , i.e., the modulation function is constant. We will use the group compactification of by , where . Noting that is a lattice in , we can consider the CPS . Define by and by for . We then have
[TABLE]
i.e., the modulated lattice is a deformed weighted lattice model set in the CPS . This construction was used for sine modulated integers in Section 2.2.
6.2. Modulations of modulated lattices
We show that the class of modulations of a lattice is stable under modulation. We first extend the definition of modulation beyond the lattice case.
Definition 6.12** (modulated measure).**
Given , let and be almost periodic functions. Then the measure , defined by
[TABLE]
for , is called a modulation of . The functions are called the modulation functions.
Remark 6.13**.**
The above indeed extends Definition 6.1 of a modulated lattice. The domain of the modulation functions is chosen to be the group . Almost periodicity is inherited by passing to subgroups, compare Lemma A.4.
Proposition 6.14** (lattice modulations are modulation stable).**
Let be a modulation of , and let and be almost periodic functions. Then is a modulation of .
Proof.
Note first that by definition we have
[TABLE]
The statement follows if , given by , and , given by , are almost periodic on . We show this for , the argument for is analogous. Write for and for . Using the notation of Lemma A.3, we have
[TABLE]
Together with Lemma A.3 it follows that for some . Hence is almost periodic on by Proposition A.2. ∎∎
7. Deformed weighted model sets
We give a large class of strongly almost periodic measures arising from model sets. In general, Dirac combs of model sets are not strongly almost periodic. However weighted model sets [7] and more general dense Dirac combs [46] are strongly almost periodic. Here we show that also weighted versions of deformed model sets [14, 8] are strongly almost periodic. This comprises the weighted model sets with continuous weight functions of [12, 46, 60, 68]. Also ideal crystals and their modulations, which are discussed in Section 9, fall into this class.
Theorem 7.1**.**
Consider the setting of Definition 6.4 (i). Then the following hold.
- (i)
The deformed weighted model set is strongly almost periodic.
- (ii)
The hull is a compact abelian group, and the canonical action is continuous and onto. In particular, is minimal, uniquely ergodic with continuous eigenfunctions. The unique ergodic measure is the Haar measure on the group, and the set of continuous eigenfunctions is the group dual to .
- (iii)
Consider together with canonical -action . The topological dynamical system is a factor of with factor map given by
[TABLE]
for any . In fact is a group homomorphism.
- (iv)
The diffraction measure of any is given by , where
[TABLE]
Here is the inverse measure of a measurable fundamental domain for the lattice . In the -compact case, it coincides with the density of lattice points in .
Remark 7.2**.**
- (i)
The continuous map may be called the torus parametrization of . For undeformed weighted model sets, it has previously been used in **[46]**.
- (ii)
Consider (unweighted and undeformed) model set Dirac combs. In that case, continuity of fails in general. A torus parametrization is then often defined as a natural continuous map , which is a partial inverse of . On the other hand, is measurable in that case, which is sufficient in order to infer diffraction properties **[39, 40]**.
- (iii)
The proofs of parts adapt arguments from **[46, Sec. 7]**. With more technical effort, the above setting could be extended to comprise deformations of dense Dirac combs **[46]**.
- (iv)
The formula for the diffraction measure in shows that, in comparison to the undeformed model set, the potential Bragg peak positions are unchanged, but their amplitudes are altered. In the Euclidean setting, the above result has been obtained in **[14]**, by calculating the autocorrelation of the deformed weighted model set and its transform using Eqn. (4). We will give a proof based on almost periodicity and dynamical systems, which uses Eqn. (5).
- (v)
If there are no extinctions (i.e., zero amplitudes at potential Bragg peak positions), then the result discussed in (iv) says that both hulls are spectrally isomorphic. In that case both hulls are also measure-theoretically isomorphic, by the Halmos–von Neumann theorem (see e.g. **[71]** for the case of -actions). Hence dynamical concepts stronger than measure-theoretic isomorphism are needed in order to distinguish the different types of diffraction.
- (vi)
The statements in and are also proved in **[8, Thm. 6]** and in **[45, Sec. 7.1]** by a different method. Diffraction calculations for deformed (unweighted) model sets also appear in **[14, 8]**. In particular, there are explicit calculations for the Fibonacci chain **[14, Sec. 5]** and the silver mean chain **[8, Sec. 7]**.
Proof.
(i) We show that is strongly almost periodic. This implies translation boundedness, compare Section 4. Consider any . Note first that for any and for any we have by a standard estimate
[TABLE]
Now take any compact zero neighborhood in and restrict to such that , i.e., restrict to t\in\mbox{\Large\curlywedge}(U). Then we may have non-vanishing summands only if , which is a compact set. In addition to the previous condition, we may have non-vanishing summands only if , which is a compact set. Hence the above sum may be restricted without loss of generality to \ell\in\mbox{\Large\curlywedge}(W)\cap(y+K), which is a finite set. Using the triangle inequality and standard estimates, we thus get for any t\in\mbox{\Large\curlywedge}(U) the estimate
[TABLE]
Now consider the first sum in the above estimate. As \mbox{\Large\curlywedge}(W) is uniformly discrete, the number of terms in the sum is bounded uniformly in . As is uniformly continuous, this implies that the first sum gets arbitrarily small if approaches zero, uniformly in . We can argue similarly for the second sum, using that is uniformly continuous and that is uniformly continuous when restricted to the compact set . Hence if arbitrary is given, we find a zero neighborhood such that
[TABLE]
for all and for every t\in\mbox{\Large\curlywedge}(V). As \mbox{\Large\curlywedge}(V) is relatively dense and as was arbitrary, this shows that is strongly almost periodic.
(ii) This follows from (i) and Theorem 4.2.
(iii) We first show that is well-defined and continuous. Consider the map , given by
[TABLE]
As is -invariant, the map is well-defined. The map is continuous: Let be any net in such that . Writing , we have and as the canonical projections are continuous. We show . As the factor map is continuous, this implies continuity of . Choose a compact neighborhood of and choose a compact neighborhood of . Then there is such that and for all . Using the triangle inequality and standard estimates, we obtain for the estimate
[TABLE]
As the above sums are finite, the rhs tends to zero with increasing as , and are continuous. This shows continuity of and of , as the projection map is continuous. By definition, we have for every and every . In particular we have
[TABLE]
By minimality of , continuity of and compactness of we thus have
[TABLE]
We have shown that is continuous, onto and commutes with the translation action. Hence is a factor map. Let the group homomorphism be given by Lemma 4.1. Then Eqn. (6) gives that . Using Lemma 4.1, we thus have
[TABLE]
for all and . Thus is a group homomorphism by minimality.
(iv) By (iii), the diffraction measure of is pure point. As the torus parametrization map is a factor map, it can be used to embed isometrically into , compare [8, Thm. 1]. Hence we can compute the diffraction using Eqn. (5). The normalized -eigenfunctions of the translation are given by and can be parametrized by their eigenvalue . Now by an application of Weil’s formula [57, Eqn. (3.3.10)], also called the quotient integral formula [22, Thm. 1.5.2], we get
[TABLE]
The factor reflects the non-canonical choice of Haar measure on . ∎∎
8. Modulations of deformed weighted model sets
In this section, we will prove that any modulation of a deformed weighted model set is a deformed weighted model set. We will also prove that, in Euclidean space, the class of deformed weighted model sets coincides with the class of modulated weighted model sets.
8.1. An extended CPS for modulations
Let be any CPS. The Bohr compactification of can be used to expand the internal space . In the resulting CPS , the lattice projects injectively to . We will use that scheme in order to describe modulations of a deformed weighted model set.
Lemma 8.1** (Extended CPS).**
Let be any CPS. Then there exists an extended CPS where is one-to-one with the following property: Every {weak, deformed, weighted} model set in is a {weak, deformed, weighted} model set in .
Proof.
Consider the Bohr compactification of together with the completion homomorphism . Note that is one-to-one, since is abelian. Setting , we extend the star map from to by defining for . We claim that the subgroup of is a lattice. To show discreteness of in , choose open such that , define and consider . Then due to discreteness of , which implies . Since is non-empty open, it follows that is discrete. But is also relatively dense in . To see this, take compact such that . Then is compact, and we have
[TABLE]
Injectivity of is inherited from injectivity of . If we now define , the lattice projects densely to by definition. Hence is a CPS. The above formulae can also be used to infer injectivity of on from injectivity of .
Now let \mbox{\Large\curlywedge}(W_{0}) be a weak model set in . Note that is relatively compact and that
[TABLE]
Assume that is a deformed weighted model set in , where and . Define by and by . As we have , we conclude is a deformed weighted model set in . ∎∎
8.2. Modulations of deformed weighted model sets
The class of deformed weighted model sets is stable under modulations. The argument is analogous to that of Proposition 6.14.
Theorem 8.2** (Deformed weighted model sets are modulation stable).**
Let be an extended CPS as in the previous subsection. Then any modulation of a deformed weighted model set in is a deformed weighted model set in .
Proof.
Consider , where we use the notation of the previous subsection. Write . Let be any deformed weighted model set in , where and where . Let and be almost periodic functions for the modulation. Choose such that . We then have for the equality
[TABLE]
We can now use the rhs of the above equation to define by . Similarly, we choose such that , and we get
[TABLE]
Let us define by . We then have
[TABLE]
∎∎
8.3. Modulations and deformations
Specializing Theorem 8.2 to the case , we get that modulations of weighted model sets are deformed weighted model sets.
Corollary 8.3**.**
Let be any CPS, and let be the extended CPS of Lemma 8.1, where . Then for any two almost periodic functions and there exist and such that
[TABLE]
for all . In particular, any modulation of a weighted model set in is a deformed weighted model set in . ∎
The following result states that for the converse also holds. Hence in Euclidean space the class of modulated weighted model sets coincides with the class of deformed weighted model sets.
Proposition 8.4**.**
Let be any CPS for . Conisder and . Then there exist almost periodic functions and such that
[TABLE]
for all \ell\in\mbox{\Large\curlywedge}(W) where . In particular, any deformed weighted model set in is a modulation of a weighted model set in .
Proof.
We construct by exploiting the -vector space structure of . We may assume without loss of generality that is constant outside a precompact neighborhood of . Indeed, pick some such that on , and define via . Then vanishes outside the precompact set , and we can replace by . In particular, can be assumed to be uniformly continuous without loss of generality.
Next, take any zero precompact neighborhood and take any zero neighborhood in such that the regular model set \mbox{\Large\curlywedge}(W_{0}+V_{0}) is -uniformly discrete. This is possible as is precompact, and hence \mbox{\Large\curlywedge}(W_{0}+V_{0}) is uniformly discrete.
Finally, choose such that , and and define by
[TABLE]
For given , the above sum consists of at most one non-zero term. By definition is uniformly continuous, and we have for all \ell\in\mbox{\Large\curlywedge}(W). Also note that if x\notin\mbox{\Large\curlywedge}(W_{0})+U_{0} as for all . We show that is almost periodic by showing that its almost periods are relatively dense. Fix arbitrary and choose any symmetric zero neighborhood such that and whenever , which is possible due to uniform continuity of . Here is any norm on . We show that \mbox{\Large\curlywedge}(V) is a set of -almost periods for , which proves the claim.
Fix any t\in\mbox{\Large\curlywedge}(V) and assume first x\in\mbox{\Large\curlywedge}(W_{0})+U_{0}. Then for some \ell\in\mbox{\Large\curlywedge}(W_{0}) and some . Moreover we have and \ell-t\in\mbox{\Large\curlywedge}(W_{0}+V_{0}). Hence we can estimate
[TABLE]
Similarly, assume x-t\in\mbox{\Large\curlywedge}(W_{0})+U_{0}. Then for some \ell\in\mbox{\Large\curlywedge}(W_{0}) and some . Moreover we have and \ell+t\in\mbox{\Large\curlywedge}(W_{0}+V_{0}). Hence we can estimate
[TABLE]
We are left with the case x\notin\mbox{\Large\curlywedge}(W_{0})+U_{0} and x-t\notin\mbox{\Large\curlywedge}(W_{0})+U_{0}. But then .
The function can be constructed analogously. In fact, for the above construction works on general LCAG. ∎∎
Let us summarize the above two results in the following theorem.
Theorem 8.5**.**
Every modulation of a weighted model set is a deformed weighted model set in the extended CPS from Lemma 8.1. In Euclidean space, the class of deformed weighted model sets coincides with the class of modulated weighted model sets. ∎
9. Ideal crystals and their modulations
Ideal crystals are mathematical models of physical crystals. Given a physical crystal, the fundamental problem of crystallography is reconstructing its period group and a decoration of the fundamental domain from diffraction data.
In this section we will show that ideal crystals and their modulations have a strongly almost periodic Dirac comb. Ideal crystals are model sets having a discrete internal space. We also show that the class of ideal crystals is stable under so-called commensurate modulation.
Definition 9.1**.**
A locally finite set is an ideal crystal if its period group is a lattice.
The period group of is given by . The above definition is in line with [38, Def. 5.1] and [43, Def. 1.3], see also the following lemma. An ideal crystal is called a crystallographic point set in [3, Def. 3.1].
9.1. Parametrization
The following characterization of ideal crystal is certainly well-known, see e.g. [3, Prop. 3.1]. We provide the short proof for the reader’s convenience, as the argument shows how to construct a torus parametrization for the hull of an ideal crystal.
Lemma 9.2**.**
Let be locally finite. Then is an ideal crystal if and only if there exist a lattice and a finite set such that .
Proof.
“”: Assume that the period group of is a lattice. Let be any relatively compact fundamental domain of . Choosing representatives within , we get
[TABLE]
As is a finite set due to local finiteness of , this shows with and .
“”: Note that the period group of satisfies . Hence the group is both discrete and relatively dense. This means that is a lattice. In particular is an ideal crystal. ∎∎
Remark 9.3**.**
The decomposition may not be unique. A simple example is , which satisfies . In general, we have , and the above proof shows that we may choose and , where is a relatively compact fundamental domain of in . In that case, is uniquely parametrized by and , i.e., we have the direct sum decomposition , compare [3, Prop. 3.1]. That decomposition is canonical from an experimental viewpoint.
It follows from the previous remark that we can parametrize the hull of by the compact group . Indeed, provides a homeomorphism which commutes with the natural shift action. Thus is strongly almost periodic by Lemma 4.1, and the Bragg peaks in the diffraction spectrum are indexed by the dual of .
Strong almost periodicity of ideal crystals was already proved in [38, Cor. 5.6] by a different method. That reference also gives a partial converse. Recall that has finite local complexity if is uniformly discrete.
Proposition 9.4**.**
[38, Cor. 5.6]** Let be a Delone set in a compactly generated LCAG . If has finite local complexity and is strongly almost periodic, then is an ideal crystal. ∎
9.2. Ideal crystals and model sets
Ideal crystals can be characterized as model sets having discrete internal space. The parametrization as a model set can be used to compute the diffraction of an ideal crystal by the diffraction formula for model sets.
Proposition 9.5** (Ideal crystals and model sets).**
- (i)
Any model set from a CPS with discrete internal space is an ideal crystal.
- (ii)
Any ideal crystal is a model set in some CPS with discrete internal space.
Proof.
“(i)” Consider any CPS with discrete and relatively compact non-empty window . The group \Gamma=\mbox{\Large\curlywedge}(\{0\}) is a model set as is discrete. Thus is a Delone set and hence a lattice in . Moreover, for all we have
[TABLE]
Therefore \Gamma\subset P(\mbox{\Large\curlywedge}(W))\subset\mbox{\Large\curlywedge}(W)-\mbox{\Large\curlywedge}(W). This shows that P(\mbox{\Large\curlywedge}(W)) is relatively dense and uniformly discrete, thus a lattice. As \mbox{\Large\curlywedge}(W) is locally finite, this shows that \mbox{\Large\curlywedge}(W) is an ideal crystal.
“(ii)” Assume that for some lattice and some non-empty finite set . Consider the group equipped with the discrete topology and let , where . We claim that is a CPS.
Let us first prove that the group is a lattice. The group is discrete: Since is a lattice in , we can find an open zero neighborhood such that . Since is open in by discreteness of , the set is an open zero neighborhood in . Now consider any point . Then , which implies . Thus , which implies . Thus is discrete. The group is relatively dense: Let be compact such that . Let be arbitrary. We can write for some and . Note that and . Then
[TABLE]
This shows that is relatively dense. We have shown that is a lattice.
It is obvious from the definition of that is one-to-one, and that is dense in . Hence is a CPS.
Now let . Then is compact as is finite. Furthermore we have \mbox{\Large\curlywedge}(W)=\{x\in G:\overline{x}\in\overline{F}\}=F+\Gamma. ∎∎
Consider an ideal crystal \Lambda=\Gamma+F=\mbox{\Large\curlywedge}(W) as in the proof of (ii). Then , with the period group of the window. As a simple consequence if and only if the window is aperiodic, i.e., . Hence any ideal crystal can be realized as a model set with aperiodic window. In that case, the torus parametrization of Theorem 7.1 is an isomorphism by [46, Prop. 13.2], which is in line with the results from Section 9.1. Injectivity properties of the torus parametrization in the case of nonzero window periods are discussed in [40].
9.3. Modulations and deformations of ideal crystals
As any ideal crystal is a model set, we can consider weighted and deformed variants of it. As the internal space can be chosen to be discrete, the following result is readily inferred from Section 8.
Theorem 9.6**.**
Let be an ideal crystal, described as a model set in the extended CPS from Lemma 8.1. Then any modulation of is a deformed weighted variant of the model set in . In particular, any modulation of is strongly almost periodic. In Euclidean space, the class of modulations of coincides with the class of deformed weighted variants of the model set in . The classes of deformed weighted model sets in and of modulations of are both modulation stable. ∎
The class of ideal crystals is stable under a restricted class of modulations, which is sometimes called commensurate modulations. A function on is called fully periodic or crystallographic, if its period group is a lattice in .
Proposition 9.7**.**
Let be an ideal crystal, and let be any function such that is fully periodic. Then is an ideal crystal.
Proof.
Given , let be the period group of in . As is fully periodic, is a lattice. In particular, has finite index in . To see the latter statement, write for some compact set . We then have
[TABLE]
For the first inclusion, assume for and . Then , and the inclusion follows. As is a finite set, this shows that has finite index in . We can thus write for a lattice and a finite set . Now define the finite set
[TABLE]
Then we have
[TABLE]
This shows that is an ideal crystal. ∎∎
Remark 9.8**.**
If is fully periodic, then is finite. The converse is true if is almost periodic since for finite, any -almost period is a period for sufficiently small in that case. Sometimes, the case finite is referred to as commensurate modulation.
Remark 9.9**.**
By Remark 9.3, we may canonically write , where is a relatively compact fundamental domain of the lattice . The lattice used in the above proof might not coincide with .
Remark 9.10**.**
The previous result shows that any commensurate lattice modulation with trivial weight function is an ideal crystal. In this sense, ideal crystals naturally arise from lattices by commensurate modulation. Conversely, in it is not too difficult to see that any ideal crystal is a commensurate lattice modulation.
Appendix A Group valued almost periodic functions
We discuss almost periodicity for functions which take values in a topological abelian group. This subsumes real or complex-valued almost periodic functions, see [15, 20, 36] for standard treatments. It also subsumes almost periodic functions with values in Euclidean space [74], see also [29, Sec. 33.26-27].555In that context, let us mention methods of sampling along almost periodic sequences [5], which complement dynamical systems techniques and may also be put into a group setting. Our results are natural extensions from the case of complex-valued functions. In view of our applications, we restrict analysis to uniformly continuous and bounded functions.
A.1. Function space topology
The topology on our function spaces is induced by the uniform structure of uniform convergence. For background about topologies on function spaces, see e.g. Chapters 6 and 7 in [37] or Chapters II, III.3 and X.1 in [17].
Let be LCAG, where is complete. Consider the set of all maps from to . For each zero neighborhood define
[TABLE]
and consider \mathcal{U}=\{U_{W}:\text{WH}\}. The following facts are standard.
Lemma A.1**.**
- (i)
* is a fundamental set of entourages for a uniformity on .*
- (ii)
* is complete with respect to the above uniformity.*
- (iii)
The subspaces of continuous functions, of continuous and bounded functions and of uniformly continuous and bounded functions are closed in .
Note that for with its usual topology, the topology on the function space induced by coincides with the topology induced by the supremum norm.
A.2. Almost periodic functions
From now on, we restrict to uniformly continuous and bounded functions. In that setting, almost periodicity can be described in three equivalent ways.
For consider its hull , i.e., the closure of the translation orbit of in the topology of uniform convergence. We write
[TABLE]
where we use the notation for function translation. We say that is Bochner almost periodic, if its hull is compact.
We say is Bohr almost periodic, if for every zero neighborhood the set
[TABLE]
of -almost periods of is relatively dense. Here is relatively dense in if there is a compact set such that .
Almost periodicity can also be defined using the Bohr compactification of . This is the dual group of the dual group of , equipped with the discrete topology. See [24, Sec. 4.7] for background. We denote by the canonical injection map.
Proposition A.2**.**
Consider . Then the following are equivalent.
- (i)
* is Bochner almost periodic.*
- (ii)
* is Bohr almost periodic.*
- (iii)
There exists such that .
A proof can be given by properly adapting the arguments from the case , which are given e.g. in [54]. As arguments based on the Bohr compactification appear throughout the article, we write out the proof for the reader’s convenience, assuming that we have established .
Proof.
: Consider the map given by . It is a continuous group homomorphism. As is a compact by assumption, we can use the universal property of the Bohr compactification to infer the existence of a continuous group homomorphism satisfying . Let us consider the evaluation map , which is defined by for . We then have . The situation is summarized in the following commutative diagram.
{G}$${H}$${G_{\mathsf{b}}}$${G_{f}}$$\scriptstyle{f}$$\scriptstyle{i_{\mathsf{b}}}$$\scriptstyle{Tf}$$\scriptstyle{(Tf)_{\mathsf{b}}}$$\scriptstyle{\delta}
Now define by . Then .
: Consider such that . Consider any zero neighborhood and choose some zero neighborhood such that . As is a compact group, the function is Bohr almost periodic and hence also Bochner almost periodic by . For some finite set we thus have
[TABLE]
Now observe and . Hence the above implies
[TABLE]
where is some finite set. For the second inclusion we used that is dense in . As was an arbitrary zero neighborhood, this shows total boundedness of the hull. As is complete, this implies compactness of the hull [37, Ch. 6.32]. ∎
A.3. Almost periodic functions on subgroups
Let be a closed subgroup of an LCAG , and let be an LCAG. We discuss the relation between almost periodic functions and . It is advantageous to perform the analysis on the Bohr compactifications and , since we can then work with continuous functions on compact groups. The natural continuous injection maps lead to the following commutative diagram.
{L}$${G}$${L_{\mathsf{b}}}$${G_{\mathsf{b}}}$$\scriptstyle{i}$$\scriptstyle{i_{L}}$$\scriptstyle{i_{G}}$$\scriptstyle{i_{\mathsf{b}}}
Lemma A.3**.**
The above continuous group homomorphism is uniquely defined. It is an embedding of into .
Proof.
Consider the following commutative diagram.
{\widehat{L}}$${\widehat{G}}$${({\widehat{L}})_{d}}$${({\widehat{G}})_{d}}$$\scriptstyle{\widehat{i}}$$\scriptstyle{id}$$\scriptstyle{id}$$\scriptstyle{{\widehat{i}}_{d}}
Here denotes the character restriction map, and resp. denote the groups resp. equipped with the discrete topology. As and , dualizing this diagram yields the first part of the claim. We show that is one-to-one: Note first that the character restriction map is onto [57, Thm. 4.2.14], which follows from Pontryagin duality , where is the annihilator of , compare [57, Thm. 4.2.21]. Then is a continuous onto group homomorphism. In particular, has dense range. Now we get by Pontryagin duality that is one-to-one. ∎∎
Using Proposition A.2, we can derive the following two results.
Lemma A.4**.**
Let be an almost periodic function and let be a closed subgroup of . Consider the restriction of to . Then is almost periodic on .
Proof.
The almost periodic can be written as for a unique continuous . Then , defined by , is continuous. Then is almost periodic on and satisfies . We have shown , with the restriction of to . ∎∎
Lemma A.5**.**
Let be a closed subgroup of . Consider and let be an almost periodic function. Then there exists an almost periodic extension of to .
Remark A.6**.**
The above extension might not be unique.
Proof.
The almost periodic function can be written as for a unique continuous function . Consider . We can define a continuous function by , where is uniquely determined by , as is a homeomorphism, compare Lemma A.3. As is closed, we can invoke Tietze’s extension theorem [22, Thm. A.8.3] on each component of to infer that admits a continuous extension . Hence defined by is an almost periodic extension of to . ∎∎
acknowledgments
J.-Y. Lee would like to thank to Hyeong-Chai Jeong for motivating this work. J.-Y. Lee was supported by NRF grant No. 2019R1I1A3A01060365. N. Strungaru was supported by NSERC with grants 03762-2014 and 2020-00038, and he is grateful for the support. We thank the referees for very detailed suggestions for improvement.
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