Abstract
We show that Lie groups and their respective algebras, special functions and rigged Hilbert spaces are complementary concepts that coexist together in a common framework and that they are aspects of the same mathematical reality. Special functions serve as bases for infinite dimensional Hilbert spaces supporting linear unitary irreducible representations of a given Lie group. These representations are explicitly given by operators on the Hilbert space and the generators of the Lie algebra are represented by unbounded self-adjoint operators. The action of these operators on elements of continuous bases is often considered. These continuous bases do not make sense as vectors in the Hilbert space; instead, they are functionals on the dual space, , of a rigged Hilbert space, . In fact, rigged Hilbert spaces are the structures in which both, discrete orthonormal and continuous bases may coexist. We define the space of test vectors and a topology on it at our convenience, depending on the studied group. The generators of the Lie algebra can often be continuous operators on with its own topology, so that they admit continuous extensions to the dual and, therefore, act on the elements of the continuous basis. We investigate this formalism for various examples of interest in quantum mechanics. In particular, we consider and functions on the unit circle, and associated Laguerre functions, Weyl–Heisenberg group and Hermite functions, and spherical harmonics, and Laguerre functions, and algebraic Jacobi functions and, finally, and Zernike functions on a circle.
1. Introduction
Harmonic analysis has undergone strong development since the first work by Fourier [1]. The main idea of the Fourier method is to decompose functions in a superposition of other particular functions, i.e., “special functions”. Since the original trigonometric functions used by Fourier many special functions, such as the classical orthogonal polynomials [2], have been used generalizing the original Fourier idea. In many cases, such special functions support representations of groups and in this way group representation theory appears closely linked to harmonic analysis [3]. Another crucial fact is that harmonic analysis is related to linear algebra and functional analysis, in the sense that elements of vector spaces or Hilbert spaces are decomposed in terms of orthogonal bases or operators as linear combinations of their eigenvalues (i.e., applying the spectral theorem, see Theorem 1 in Section 2). On many occasions, continuous bases and discrete bases are involved in the same framework. Hence, the arena where all these objects fit in a precise mathematical way is inside a rigged Hilbert space. Hence, we have a set of mathematical objects: classical orthogonal polynomials, Lie algebras, Fourier analysis, continuous and discrete bases, and rigged Hilbert spaces fully incorporated in a harmonic frame that can bee used in quantum mechanics as well as in signal processing.
In a series of previous articles, we gave some examples showing that Lie groups and algebras, special functions, discrete and continuous bases and rigged Hilbert spaces (RHS) are particular aspects of the same mathematical reality, for which a general theory is needed. As a first step in the construction of this general theory, we want to present a compact review of the results which have thus far been obtained by us and that can be useful in applications where harmonic analysis is involved.
Special functions play often the role of being part of orthonormal bases of Hilbert spaces serving as support of representations of Lie groups of interest in Physics. As is well known, decompositions of vectors of these spaces are given in terms of some sort of continuous basis, which are not normalisable and, hence, outside the Hilbert space. The most popular formulation to allow the coexistence of these continuous bases with the usual discrete bases is the RHS, where the elements of continuous bases are well defined as functionals on a locally convex space densely defined as a subspace of the Hilbert space supporting the representation of the Lie group. This notion of continuous basis has been recently revised and generalised in [4].
Thus, we have the need for a framework that includes Lie algebras, discrete and continuous bases and special functions, as building blocks of these discrete bases. In addition, it would be desirable to have structures in which the generators of the Lie algebras be well defined continuous operators on. The rigged Hilbert space comply with the requirements above mentioned.
All the cases presented here have applications not only in physics but in other sciences. In particular, Hermite functions are related to signal analysis in the real line and also with the fractional Fourier transform [5]. In [6], we introduced a new set of functions in terms of the Hermite functions that give rise bases in and in where is the unit circle. Both bases are related by means of the Fourier transform and the discrete Fourier transform. In [7], we presented a systematic study of these functions as well as the corresponding rigged Hilbert space framework. Recently, spherical harmonics are used in three-dimensional signal processing with applications in geodesy, astronomy, cosmology, graph computation, vision computation, medical images, communications systems, etc. [8,9,10]. Zernike polynomials are well known for their applications in optics [11,12,13]. Moreover, all of them can be considered as examples of harmonic analysis where the connection between groups, special functions and RHS fit together perfectly.
The paper is organized as follows. A brief description of RHS and their use in physics and in engineering is given in Section 2. In Section 3, SO(2) is discussed in details, related to the exponential , where the technical aspects are reduced to the minimum. Section 4 considers how Associated Laguerre Functions allow constructing two different RHS’s, one related to the integer spin and the other to half-integer spin of SU(2). In Section 5, an analysis is performed of the basic case of the line, where the fundamental ingredient of the RHS are the Fourier Transform, the Hermite Functions and the Weyl–Heisenberg group. Section 6 is devoted to the RHS constructed on Spherical Harmonics in relation with SO(3). In Section 7, Laguerre Functions are used to construct another RHS related to SU(1,1). Jacobi Functions and the 15-dimensional algebra SU(2,2) are the foundation of a larger RHS, which is studied in Section 8. The last example we discuss (Section 9) is the RHS constructed on the Zernike Functions and the algebra (that should be used also in connection with the Laguerre Functions). Few remarks close the paper in Section 10.
2. Rigged Hilbert Spaces
The less popular among our ingredients is the concept of rigged Hilbert spaces, so that a short section devoted to this concept seems necessary. A rigged Hilbert space, also called Gelfand triplet, is a tern of spaces [14]
where: (i) is an infinite dimensional separable Hilbert space; (ii) is a dense subspace of endowed with a locally convex topology stronger, i.e., it has more open sets, than the Hilbert space topology that has inherited from ; and (iii) is the space of all continuous antilinear functionals on . Thus, is a mapping such that for any pair and any pair of complex numbers , one has
where the star denotes complex conjugation. The continuity is given with respect to the locally convex topology on and the usual topology on the complex plane . Instead, the notation in Equation (2), we henceforth use the Dirac notation, which is quite familiar to physicists:
In general, the topology on is given by a family of seminorms. In the examples we have studied thus far, the topology on is given by a countable set of seminorms, where by countable we mean either finite or denumerable. As the topology on is stronger than the Hilbert space topology, one of these seminorms could be chosen to be the Hilbert space norm.
Seminorms provide a nice criterion to determine whether a linear or antilinear functional over is continuous. The linear or antilinear functional is continuous if and only if, there exist a positive number and finite number of seminorms, , taken from those that define the topology on such that for any , we have [15]
A typical example of functional is the following one. Pick an arbitrary and define as
which is obviously antilinear on . Then, use the Schwarz inequality in , take , , for all and use Equation (4) so as to conclude the continuity of on . However, not all elements of lie in this category. A typical counterexample is the Dirac delta.
Analogously, assume that and are two locally convex spaces with topologies given by the respective families of seminorms and . A linear or antilinear mapping is continuous if and only if for each seminorm on there exists a positive constant and a finite number of seminorms, , from those defining the topology on such that
Both the constant K and the seminorms depend on , but not on . We use these results along the present article.
Less interesting is that the dual space may be endowed with the weak topology induced by . As is well known, the seminorms for this weak topology are defined as follows: for each , we define the seminorm as , for all .
Since the topology on is stronger than the Hilbert space topology, the canonical injection , with , for all , is continuous. Furthermore, one may prove that the injection given by in Equation (5) is one-to-one and continuous with respect to the Hilbert space topology on and the weak topology on [14].
RHS have been introduced in physics with the purpose of giving a rigorous mathematical background to the celebrated Dirac formulation of quantum mechanics, which is widely used by physicists. This mathematical formulation has been the objects of various publications [16,17,18,19,20,21,22]. In addition, rigged Hilbert spaces have been used in Physics or mathematics with various purposes that include:
- A proper mathematical meaning for the Gamow vectors, which are the non-normalizable vectors giving the states of the exponentially decaying part of a quantum scattering resonance [23,24,25,26].
- Using Hardy functions on a half-plane [25,26,27], we may construct RHS that serve as a framework for an extension of ordinary quantum mechanics that accounts for time asymmetric quantum processes. An example of such processes is the quantum decay [28,29,30,31,32,33].
- Providing an appropriate context for the spectral decompositions of Koopman and Frobenius–Perron operators in classical chaotic systems in terms of the so called Pollicot–Ruelle resonances, which are singularities of the power spectrum [34,35].
- Some situations that arise in quantum statistical mechanics demand the use of generalized states and some singular structures that require the use of rigged Liouville spaces [36,37,38].
- A proper definition of some of the structures that appear in the axiomatic theory of quantum fields, such as Wightman functional, Borchers algebra, generalized states, etc., require of structures such as the rigged Fock space [39,40,41]. Both rigged Liouville and Fock spaces are obvious generalizations of RHS.
- White noise and other stochastic processes may also be formulated in the context of RHS [42,43] as well as the study of certain solutions of partial differential equations [44].
- In the last years, the RHS have appeared associated to time-frequency analysis and Gabor analysis that have many applications in physics and engineering related to signal processing [45,46,47,48,49,50,51,52]. In particular, applications in electrical engineering have been introduced in [53,54,55,56].
- Finally, various problems in quantum mechanics require a mathematical description in terms of RHS. Let us quote the following references [57,58,59,60,61,62,63,64], although we do not pretend to be exhaustive.
One of the most interesting properties of RHS is the possibility of extending to the duals certain unbounded operators defined on domains including the space . Let us consider a linear operator and let its adjoint, which has the following properties:
- For any , then, . One says that reduces or, equivalently, that leaves invariant, so that . Note that we do not assume that , in general.
- The adjoint is continuous on .
Then, the operator A may be extended to a continuous operator on , endowed with the weak topology. For any , one defines by means of the following duality formula:
Moreover, the extension is continuous on when this space has the weak topology.
In particular, if A is a symmetric operator, Equation (7) read as . If A were self-adjoint, there is always a subspace with the following properties: (i) dense in ; (ii) is a subspace of the domain of A; and (iii) it is possible to endow with a locally convex topology, finer than the Hilbert space topology, such that A be continuous on . As a consequence, there exists a RHS, such that the self-adjoint operator A may be extended to the dual and, henceforth, to a larger space than the original Hilbert space where A is densely defined.
These ideas drive us to the important result known as the Gelfand–Maurin theorem [14,65] that gives a spectral decomposition à la Dirac of a self-adjoint operator with continuous spectrum. We present it here in its simplest form in order not to enter in unnecessary complications and notations.
Theorem 1.
(Gelfand–Maurin) Let A be a self-adjoint operator on a infinite dimensional separable Hilbert space , with simple absolutely continuous spectrum . Then, there exists a rigged Hilbert space , such that:
- 1.
- and A is continuous on Φ. Therefore, it may be continuously extended to .
- 2.
- For almost all , with respect to the Lebesgue measure, there exists a with .
- 3.
- (Spectral decomposition) For any pair of vectors , and any measurable function , we have thatwith .
- 4.
- The above spectral decomposition is implemented by a unitary operator , with and for any . This means that is the multiplication operator on .
- 5.
- For any pre-existent RHS , such that with continuity and A is an operator satisfying our hypothesis, then items 2–4 hold.
This result has some interest in our forthcoming discussion.
Two rigged Hilbert spaces and are unitarily equivalent if there exists a unitary operator such that: (i) U is a one-to-one mapping from onto ; (ii) is continuous; and (iii) its inverse is also continuous. Then, by using the duality formula
we extend U to a one-to-one mapping from onto , which is continuous with the weak topologies on both duals and which has an inverse with the same properties. Resumming, we have the following diagram
3. SO(2): The Basic Example
To begin with, let us briefly summarize the simplest case that contains some general ingredients to be used in other situations [66].
Consider the unit circle in the plane, defined by . As is well known, its group of invariance is .
The Hilbert space on the unit circle is the space of measurable functions , which are square integrable. We denote this space as . The set of functions
where is the set of integer numbers, is an orthonormal basis in . Then, each admits a span of the form,
with
where is the field of the complex numbers and is the norm of the function on .
3.1. Rigged Hilbert Spaces Associated to
To construct a RHS, let us consider the space of the functions having the property,
The countably family of norms generates a metrizable topology on . The fact that this family includes shows that the canonical injection is continuous. Let be the dual of (continuous antilinear functionals on ) with the weak topology induced by the dual pair . Then, is a RHS.
Along this particular and concrete RHS, we consider another one, unitarily equivalent to this and constructed as follows. Let us take an abstract infinite dimensional separable Hilbert space . We know that there is a unitary mapping , in fact continuous. The sequence of vectors , with , forms a orthonormal basis on . Then, following the comment at the end of Section 2, we may construct a RHS, unitarily equivalent to , just by defining and extending as a continuous mapping from onto , using the duality formula in Equation (9). More explicitly,
The mapping also transport topologies, so that if with
then the topology on is given by the set of norms .
One of the most important features of RHS is the possibility of using continuous and discrete bases within the same space. For any , we define the ket as a linear mapping from into , such that for any , with , we have
Note that is nothing but the evaluation functional , whenever the Fourier series converges pointwise to .
To prove that is continuous as an antilinear functional on , we use the Cauchy–Schwarz inequality as follows:
where the meaning of the constant K is obvious. Then, continuity follows from Equation (4) and, hence, . Then, let us write . It becomes obvious that is a continuous linear functional on . Note that
Let us consider two arbitrary vectors and their corresponding images in by U: , , respectively. Since U is unitary, it preserves scalar products, so that
Omitting the arbitrary , obtains a relation of the type
which is a resolution of the identity. Then, observe that
Now, let us compare Equation (14) with Equation (20). While Equation (14) is a span of any vector in terms of a discrete basis, Equation (20) is a span of the same vector in terms of a continuous basis. Both bases belong to the dual space , although the discrete basis is in both and and the continuous basis only in . The identity is obviously the canonical injection from into . It is interesting that it may be inserted in the formal product , which is
so that
Discrete and continuous bases have clear analogies. Since the basis is an orthonormal basis in , it satisfies the following completeness relation:
where I is the identity operator on both and , so that it is somehow different to the identity in Equation (19). The vectors are in , so that they admit an expansion in terms of the continuous basis as in Equation (20):
We have two identities in Equation (19) and I in Equation (23) and both are quite different. First, the definitions of both identities are dissimilar. Furthermore, cannot be extended to an identity on , since operations such as for any cannot be defined in general. As happens with the product of distributions, only some of these brackets are allowed. For example, if , for fixed in . Then, clearly,
On the other hand, I in Equation (23) can indeed be extended to the whole . Let us write formally for any and any ,
First, observe that both and are well defined. The question is to know whether the sum in the right-hand side of Equation (26) converges. To show that this is indeed the case, we need the following result:
Lemma 1.
For any , there exists a constant and a natural p, such that .
Proof.
It is just a mimic of the proof of Theorem V.14 in [15], page 143. □
After Lemma 1, we may show the absolute convergence of the series in Equation (26). For that, recall that and that . Then,
where times the second square root in Equation (27), which obviously converges. This shows the absolute convergence of Equation (26). In consequence, the formal procedure of inserting the identity in Equation (23) to as in Equation (26) is rigorously correct. Thus, we see that there exists a substantial difference between the identities in Equations (19) and (23). In addition, Equation (23) gives a span of in terms of the discrete basis as follows:
Compare Equation (28) with the converse relation given by Equation (24). It is easy to prove that the series in the right-hand side of Equation (28) converges in the weak topology on .
3.2. About Representations of
We define the regular representation of , , on as
This induces an equivalent representation, , supported on by means of the unitary mapping U as
These representations preserve the RHS structure due to the following result:
Lemma 2.
For any , is a bicontinuous bijection on Φ.
Proof.
Let with . Then,
Hence, . Since , we have that , so that and, consequently, .
The continuity of on is trivial for any and, thus, its inverse is also continuous. □
This result has some immediate consequences, such as: (i) can be extended to a continuous bijection on , as a consequence of the duality formula in Equation (9); and (ii) is a bicontinuous bijection on and also on . A simple consequence of (i) is the following: since for all , we have that
so that for any arbitrarily fixed ,
In addition to the regular representation, there exists one unitary irreducible representation, UIR in the sequel, on for each value of given by . This induces a UIR on given by , where J is the self-adjoint generator of all these representations. We know that for all , we have that
Obviously, J cannot be extended to a bounded operator on .
Proposition 1.
The self-adjoint operator J is a well defined continuous linear operator on Φ.
Proof.
We define the action of J on any as
Then, for , we have that
which shows that, for any , is a well defined vector on . This also shows the inequality valid for any and all ,
which proves the continuity of J on , after Equation (6). □
All these properties show that J may be extended to a weakly continuous linear operator on . To determine its action on the functionals , let us consider the following derivation valid for all :
It is a very simple exercise to show that this derivation is a well defined continuous linear operator on . Then, we define as
The operator is continuous and linear on . Moreover, it is symmetric on , so that it may be extended to a weakly continuous linear operator on . In addition:
4. and Associated Laguerre Functions
In the previous section, we study the relations between the Lie group and the special functions , for . We construct a couple of RHS’s, one based on the use of these functions, and the other an abstract RHS unitarily equivalent to the former. In the sequel, we extend a similar formalism using instead the group and the associated Laguerre functions [67,68].
The associate Laguerre functions [69,70,71], are functions depending for on the non-negative real variable and a fixed complex parameter , which satisfy the following differential equation:
Note that, for , we obtain the Laguerre polynomials. In this presentation and for reasons to be clarified below, we are interested in those associated Laguerre functions such that is an integer number, .
4.1. Associated Laguerre Functions
It is also useful to introduce a set of alternative variables, such as and with and , being the set of non-negative integers. Observe that j is either a positive integer or a positive semi-integer, i.e., , and . Then, we define the following sequence of functions:
These functions are symmetric with respect to the exchange . In addition, they satisfy the following orthonormality and completeness relations:
It is also well known that, for a fixed value of m, the functions form an orthonormal basis for , .
The operators in Equation (45) can be extended by linearity and closedness to domains dense in .
Next, we formally define the following linear operators:
which give the following relations:
On the subspace spanned by linear combinations of the functions , we get from Equation (47) the following commutation relations:
which are the commutation relations for the generators of the Lie algebra . For each fixed value of j integer or half-integer and , the space of the linear combinations of the functions support a dimensional representation of .
4.2. Associated Laguerre Functions on the Plane
In RHS’s, the number of variables is equal to the number of parameters because of the properties of and . In Section 3.1, we discuss a RHS based on one parameter m and one continuous variable x. An alternative is to introduce a new continuous variable and construct a RHS with two parameters j and m and two variables, the old one x and this new one . This point will be discussed in general in Section 10.
Then, we introduce an angular variable and the new functions:
These functions satisfy the property . After Equation (44) and the change of variable , we obtain the following differential equation for :
It is not difficult to obtain the orthonormality and completeness relations for the functions , which are
This shows that the set of functions forms a basis of with . Observe the similitude with the set of spherical harmonics , which forms a basis of the Hilbert space .
Let be an abstract infinite dimensional separable Hilbert space and U a unitary mapping from onto , . An orthonormal basis in is given by , so that satisfy the conditions of orthonormality and completeness:
where for integer spins and for half-integer spins.
After the two last equations in Equation (45), we define
so that
where j is a non-negative integer or half-integer and .
4.3. Rigged Hilbert Spaces Associated to
On , we have already defined a pair of discrete bases , one for integer values of j and the other for half-integer values of j. To define continuous bases, we have to construct a suitable pair of RHS’s. Let us consider the space of all ,
where we have taken one of the choices for j, either integer or half-integer, such that they satisfy the following property:
where, again, we may use either the basis with j integer or with j half-integer. We call and the resulting spaces, where the indices I and H mean “integer” and “half-integer”, respectively. These spaces are rather small. Nevertheless, they are still dense in , since they contain the orthonormal basis . We need this kind of topology in order to guarantee the continuity of the elements of the continuous basis, as we shall see. Norms endow both and of a structure of metrizable locally convex space and give a pair of unitarily equivalent RHS’s
On these structures, it makes sense the existence of continuous bases, , as we can show right away. For each pair of values of r and , we define the following anti-linear mapping as follows. Let , so that
Then, define
Note that, for , we have that
As in the previous cases, we may define , so as to define two new RHS’s, which are unitarily equivalent to Equation (60). These are
Then, as in Equation (61) is in or in , if and only if the coefficients satisfy the relations in Equation (59). The kets , which are obviously linear on and , are also continuous under the topologies induced by the norms . This is a consequence of the next two results.
Lemma 3.
The functions have the following upper bound:
Proof.
To begin with, look at Equations (42) and (49). Then, we use the following inequality, which has been given in [72]:
Here, k and n are natural numbers, , and is the Pochhammer symbol.
We have to consider the cases and , as well as the condition , which is necessary for the validity of inequality in Equation (4). These two conditions are really only one since and the functions satisfy the following symmetry relation:
For this reason, we discuss . Here, we write with instead. Take Equation (42), where we replace m by and use Equation (66). First, we have
Then, complete so as to obtain
This result, along (67) and (49) gives (65). □
Theorem 2.
Each of the kets is a continuous anti-linear functional in both and .
Proof.
It is a consequence of the previous lemma. From Equations (62) and (65), we have the following inequalities, the first one in the second row being the Cauchy–Schwarz inequality,
The second row in Equation (70) is the product of two terms. The second one is the root of a convergent series. Let us denote this term by . The expression under the square root in the first factor is bounded by
so that
which, along the linearity of on , proves our assertion. □
Formal relations between discrete and continuous bases are easy to find. Let us go back to Equation (62). Due to the unitary relation between and , we conclude that , so that and, hence, omitting the arbitrary , we have that
The inverse relation may be easily found taking into account the unitary mapping between and , again. In fact, being given , their scalar product gives:
Then, if we choose and omit the arbitrary , we have the converse relation to Equation (73) as
Although this is implicit in the above expressions, it could be interesting to write the explicit spans of any in terms of the discrete and continuous basis. These are
and
The continuity of the linear operators , , and is rather obvious. For instance, for any , we define
so that, for any
This relation proves both that is in either and the continuity of in both spaces. Similar results can be obtained for the other operators: , and .
In fact, the topology in Equation (59) is too strong, if we only wanted to provide RHS’s for which the above operators be continuous. Take for instance the spaces of all such that
One of these spaces, , holds for j integer and the other, , holds for j half-integer. The above operators reduce both spaces and are continuous on them. The proof is essentially identical as in the previous case. Thus, we have two sequences of rigged Hilbert spaces one for j integer, labeled by I, and the other for j half-integer, labeled by H, where all the inclusions are continuous:
This type of sequences including several RHS’s are nothing else than a particular case of partial inner product spaces, which have been introduced by Antoine and Grossmann [73,74] (cf. [75,76]).
While the operators , , and are continuous on and , we have introduce the topology in Equation (59) just to make sure of the continuity of the functionals . All these operators can be continuously extended to the duals. Note that , and are symmetric, although are formal adjoint of each other.
5. Weyl–Heisenberg Group and Hermite Functions
Possibly, the better studied and the most widely used of the special functions are the Hermite functions. When properly normalized, the Hermite functions form an orthonormal discrete basis for and have the form
where are the Hermite polynomials [69,70,71].
5.1. Continuous and Discrete Bases and RHS
In quantum mechanics for one-dimensional systems [77], one often uses a pair of continuous bases: the continuous bases in the coordinate and momentum representation, denoted as and respectively, with . Kets and are eigenkets of the position operator Q and momentum operator P, respectively: and . To define these objects and the continuous bases they produce, we need a RHS [16]. Then, the ingredients in our construction are the following:
- The Schwartz space S of all complex indefinitely differentiable functions of the real variable , such as they and all their derivatives at all orders go to zero at the infinity faster than the inverse of any polynomial. The Schwartz space S is endowed with a metrizable locally convex topology [15]. It is well known that S is the first element of a RHS . Note that the Fourier transform leaves this triplet invariant.
- An abstract infinite dimensional separable Hilbert space along a fixed, although arbitrary, unitary operator . If and we transport the locally convex topology from S to by , we have a second RHS , unitarily equivalent to .
- For any and any , we define , where , so that . Analogously, for any , we defineVectors for any [78].
- Define and , for all , where the prime means derivative. Let and . Then, for given , , so that , which implies that . We use the same notation for Q and its extension to . Analogously, , for any .
- Since U is unitary, it preserves scalar products, so that, for arbitrary , we havewhich defines the following identity:that is the canonical injection with for any . Another representation of this identity isThis means that, for any , can be written asand
- The conclusion of the above paragraph is that both sets of vectors and form a continuous basis for the vectors in . In addition, we have a discrete basis on defined aswhich has the properties,where is the identity operator on . For any , we have thatso thatidentity that makes sense in . Considering Equations (85) and (91), and that , we may invert Equation (92). Take an arbitrary :so that, if we omit the arbitrary bra , we conclude thatidentity that makes sense in . Another property can be easily shown from Equation (69) and :
- Analogously, in the momentum representation, we have thatsince the Fourier transform of isand .
5.2. The Weyl–Heisenberg Lie Algebra
Let us consider the following operators, defined by their action on the normalized Hermite functions [79]:
for n = 0, 1, 2, …. These operators can be uniquely extended to S, and these extensions are essentially self-adjoint and continuous on S with its own topology, so that they are extensible to weakly continuous operators on
S×. The properties of these operators are very well known. Let us name
which have the same properties on . As usual,
so that,
Obviously, a and are continuous on and extended with continuity to . The extensions are defined using the duality formula in Equation (7). As a system of generators of the Weyl–Heisenberg Lie algebra, we may use either or . Note that
where the brackets mean anti-commutator. On , the Casimir operator vanishes:
In addition, the universal enveloping algebra of the Weyl–Heisenberg group is irreducible on the RHS .
6. The Group SO(3,2) and the Spherical Harmonics
Let us consider the hollow unit sphere in . Any point in is characterized by two angular variables and , with and . Let us consider the Hilbert space, , with , of Lebesgue measurable complex functions, , such that
An orthonormal basis for is given by , where are the spherical harmonics [69,70,71]
where , the set of natural numbers, the set of integers, with and are the associated Legendre functions. This means, in particular, that for any
and
From the fact that the set of spherical harmonics is an orthonormal basis, we obtain the following relations:
with .
6.1. RHS Associated to the Spherical Harmonics
The Hilbert space supports a representation of a UIR of the de-Sitter group with quadratic Casimir on the spherical harmonics [80,81]. The action of the generators of the Cartan subalgebra of the Lie algebra , L and M, is
Once we have established this Hilbert space which supports a representation of the Anti-de-Sitter group, let us consider a unitarily equivalent abstract Hilbert space , where U is unitary. An orthonormal basis for this space is given by the vectors , where for each pair (with ), . If we define
we have
The operators and on , as well as L and M on , are obviously unbounded and self-adjoint on its maximal domain as symmetric generators of a Lie algebra.
Next, we construct a RHS on which they are, in addition, continuous [81]. Let us consider the subspace of all vectors , such that
The objects are indeed norms, which provides of a metrizable locally convex topology. For , we have the norm on , so that the canonical injection is continuous. Take the anti-dual space and endow it with the weak topology compatible with the dual pair . Thus, we have the RHS:
6.2. Continuous Bases Depending on the Angular Variables
Let us begin with and . For fixed angles with values , , almost elsewhere, define the following continuous anti-linear functional, , on : For arbitrary , one defines the mapping as
where the star denotes complex conjugation. The linearity of each on is obvious. To prove the continuity, take
where p is a natural number with . Then, take the modulus in Equation (117) and use the Schwarz inequality in the right-hand side. We have
The first factor on the right-hand side of Equation (117) is nothing else than , while the second factor converges due to the fact that for all [82]. If we call C this second factor, we finally conclude that
which, after Equation (4), guarantees the continuity of the functional on , so that for almost all , . These functionals have some interesting properties:
- For any , we can define the operator . One has that and is continuous on . Therefore, we may define , which is a symmetric continuous linear operator on and, hence, can be extended into the anti-dual by the duality formula in Equation (7). For almost all , , we can prove that
- Analogously, if we define the operator on as and , we have that
- Let . Their scalar product isThen, we may write the following formal identity:We give below the meaning of this .
Let us take the formal identity as in Equation (122) and let us apply it to the arbitrary vector . We have
This gives a span of in terms of the vectors of the form . This justifies the name of continuous basis for the set of vectors , , . Furthermore, the formal expression in Equation (123) is indeed a continuous anti-linear functional on . If we apply it to an arbitrary vector and take the modulus, it comes
with . Thus, the right-hand side of Equation (123) makes sense as an element of . Consequently, the identity represents the canonical identity from into . In particular, Equation (123) gives
Since is a basis for , the identity on may be written as
Thus, for each , we may write
so that, omitting the arbitrary , we have that
which may be looked as the inversion formula for Equation (123). If we multiply Equation (123) to the left by , an operation which is legitimate, we immediately realize that
which is a textbook formula.
6.3. Continuity of the Generators of
Along the present section, we use the following definitions for the generators of the Lie algebra, based on the action of these generators on the spherical harmonics [80]:
These operators can be extended to closed linear operators on suitable dense domains. In addition, we have the generators of the Cartan subalgebra, since the rank of the Lie algebra is 2 and and its dimension is 10. These generators are precisely the operators L and M defined in Equation (109). Correspondingly, we have analogous operators densely defined on as
The action of the operators in Equation (131) on the elements of the basis is obvious. The continuity of these operators on and has been established in [81,82]. For instance, assume that . Then, write
and
an expression valid for . This means that if . Due to Equations (6) and (133) and the linearity of , it is continuous. Since is symmetric, it is extensible to with continuity under the weak topology.
The proof for the continuity of the operators in Equation (131) on is similar. To extend these operators by continuity to , we have to realize first that all the operators with index + are the formal adjoints of the corresponding operator with index − and vice versa, for instance and are formal adjoint of each other. Therefore, to extend these operators to , we only have to use the duality formula in Equation (7). Needless to say, L, M and the operators in Equation (130) have the same properties on .
7. The Lie Algebra and Laguerre Functions
The associated Laguerre polynomials with index , , , are defined on the half-line [69,70,71]. An orthonormal basis on the Hilbert space is given by the following functions
and fixed.
Let us consider the space, , of vectors , such that
with the topology produced by the norms . With this topology, the space is a Fréchet nuclear space and is dense in . For , we have the Hilbert space norm, so that the canonical injection is continuous. In consequence, for any fixed ,
is a RHS.
7.1. Symmetries of the Laguerre Functions
The following operators defined on the functions as
admit closed extensions on . In addition, define the following operators [67]:
where I is the identity operator. The action of these operators on the functions of the basis is
Note that and are the formal adjoint of each other (i.e., ) and
The commutation relations of and are
which are the commutation relations for the generators of the Lie algebra [79]. The Casimir is
The next result concerns the continuity of these operators.
Proposition 2.
The operators , , Y and are continuous on for fixed .
7.2. RHS and Continuous Bases
To define the continuous basis, we need an abstract RHS, which is the usual procedure. Let us consider an abstract infinite dimensional separable Hilbert space and a unitary operator U from to . We choose the operator U as that given by the Gelfand–Maurin theorem (Section 2), where the role of A is played by the operator Y defined in Equation (140). This unitary operator U is not necessarily unique, although this is irrelevant, choose any one that makes this job.
Then, define for each the space and transport the topology from to by . Call . For any , the norms defining the topology are
We have the family of RHS’s given by for each . Let us define the operator , which is continuous on each of the . After the Gelfand–Maurin theorem, we conclude that there exists a set of functionals for , such that . In the kets , we omit the index for simplicity. Furthermore, according to Equation (7), for any pair of vectors , we have that
If we omit the arbitrary bra in both identities of Equation (146), we obtain the following information:
- For each , we have the decompositionwhich shows that the functionals , for all , form a continuous basis for .
- Vectors in the discrete and continuous basis are related by
- If, in addition, we omit the arbitrary ket in Equation (146), we obtain the following identity,which is the canonical injection .
8. The Lie Algebra and Algebraic Jacobi Functions
The Jacobi polynomials of order , , are usually defined as
with
which are the generalized binomial coefficients, a is an arbitrary number and s a positive integer [69,70,71]. They verify the following second order differential equation:
8.1. Algebraic Jacobi Functions
Jacobi polynomials yield to the main concept of this section, the algebraic Jacobi functions [80,83,84,85], defined as
where
Considerations derived from the theory of group representations force the following restrictions in the above parameters:
and the parameters are all together integers or half-integers. We may rewrite conditions in Equation (155) in terms of the original parameters as
The algebraic Jacobi functions verify the following differential equation:
where the symmetry under the interchange is evident. In addition, for fixed m and q, the algebraic Jacobi functions satisfy the following relations:
The indices j, m and q are either integer or half-integer. The relations in Equation (158) show that, for fixed m and q, the set of functions given by form an orthonormal basis of the Hilbert space .
We may comment in passing the existence of a relation between the Legendre functions and some of the algebraic Jacobi functions, which is
8.2. Symmetries of the Algebraic Jacobi Functions
In addition, the ladder operators, that appear in the theory of algebraic Jacobi functions are generators of the Lie algebra [83,84]. Their action on the algebraic Jacobi functions is given by
The generators of the Cartan subalgebra, J, M and Q, act on the algebraic Jacobi functions as follows:
All these operators can be extended to unbounded closed operators on . In the case of J, M and Q, they admit self-adjoint extensions. Operators denoted with the same capital letter and different sign are formal adjoint (conjugate Hermitian) of each other (i.e., ). On functions with , one may define the following pair of mutually Hermitian formal adjoint operators:
so that
These operators along close a Lie algebra, since
and the set of functions with is a basis of the space supporting a UIR of the group with Casimir .
8.3. Algebraic Jacobi Functions on the Hypersphere
In the preceding analysis, we deal with situations in which the number of discrete and continuous variables is the same. This idea revealed to be of importance in the analysis of the spaces which make continuous the above operators, if we are really interested in a description encompassing the maximal generality. To this end, we define the following functions:
where and are two angular variables, and (x could be considered as with and in this case the Jacobi functions will live in the hypersphere ). Thus, the -functions defined in Equation (165) depend on the variables, , and the discrete parameters . The properties of the Jacobi functions yield to the following orthogonality relations valid for either j integer or j half-integer, with and :
These functions satisfy a completeness relation of the type:
where if j is integer and if j is half-integer and I is an identity. Note that we have two different situations, one when j is an integer and the other when j is a half-integer. In both cases, either or span respective vector spaces of dimension . These spaces, being isomorphic to , may be identified with it. Then, for either j integer or half-integer, the set of functions with is the basis for the following Hilbert spaces:
respectively. The subindices I and H stand for integer and half-integer, respectively. Then, let us take and , so that
8.4. RHS Associated to the Algebraic Jacobi Functions
Next, we define two new rigged Hilbert spaces. The spaces of test functions and are the functions in and , respectively, such that
and
respectively, with . Observe that Equations (170) and (171) define norms on and , respectively, and they generate respective topologies on and . For , we recover the Hilbert space topology, which shows that the canonical injections are continuous, so that
are rigged Hilbert spaces.
Analogously, we define the spaces and as the spaces of functions in and verifying the following relations:
and
respectively, with . These are also norms that endow respective topologies on and . Since
we conclude that and that the canonical injections are continuous. Thus, we have two new RHS’s, and, in addition, we have the following subordinate relations with continuity
where, in each sequence in Equation (176), we should keep either the subindex I or H.
8.5. Continuity of the Operators
The operators J, M and Q, defined above in this section, admit obvious extensions to respective dense subspaces of . For instance,
Thus,
for , which proves that with continuity. Analogously,
for , which proves that with continuity. It is the same for J on and and for M and Q in these four spaces. Since these operators are symmetric and self-adjoint on a proper domain, they may be extended by continuity to the duals. A similar proof is also valid to show the continuity of the ladder operators and , defined in Equation (160) and in Equation (162) on all the spaces and and therefore their extensions by continuity to the duals.
However, the ladder operators have a different nature, as they transform algebraic Jacobi functions of integer indices into the same type of functions with half-integer indices and vice versa. Under the assumption that and the same for , and , we can easily prove that all these operators are continuous from into and vice versa and the same from into and vice versa. As they are the formal adjoint of each other, we conclude that they can also be continuously extended as analogous relations between the duals.
8.6. Discrete and Continuous Basis
In the sequel, we omit the subindices I and H for simplicity. All results are valid for both cases. As done in all precedent examples, let us consider an abstract infinite dimensional separable Hilbert space and a unitary mapping . In fact, there are two of each: , although we omit the subindices, as mentioned. Take and , and endow and with the topologies transported by from and , respectively. Then, we have two new RHS’s, and . We focus our attention on the former.
For any , we define the action of the ket , , m and q being fixed, as
This definition shows that is an antilinear mapping on , which is also continuous since,
with
Next, let us define the kets for any j and any as
so that Equation (180) gives
since Equation (184) is real. Observe that there exists the following formal relation between and :
This is easily justified by multiplying Equation (185) by :
which coincides with Equation (184). There are some other formal relations that can be easily obtained. Proofs are published elsewhere [85]; they are simple notwithstanding. First, we have
For any , we have the following relation:
where if , we have that
so that
which shows that any may be written formally in terms of the elements of the set of functionals , which acquires the category of continuous basis due to this fact. Here, , being the set either of the integers or the half-integers, either positive or negative.
For , the functions are equal to that, after Equation (190), gives
which gives the inversion formula for Equation (185). We have completed the relation between discrete and continuous basis. Moreover, note that
and
where is the canonical injection relating this dual pair. We close here the discussion on Jacobi algebraic functions.
9. su(1,1)⊕su(1,1), Zernike Functions and RHS
The so-called Zernike polynomials were introduced by Zernike in 1934 in connection with some applications in the analysis of optical images [11]. These Zernike polynomials , also called Zernike radial polynomials [86], as usually one takes in applications, are the solutions of the differential equation,
verifying
Explicitly,
For each value of m, Zernike polynomials show orthogonality properties:
as well as a completeness relation such as
They are also related to the Jacobi polynomials according to the following formula:
Along Zernike polynomials, there exist the Zernike functions , which are defined on the closed unit circle
as follows:
with the conditions and .
9.1. W-Zernike Functions
From Equation (201), we define the W-Zernike functions, , using the following procedure [87]. First, introduce the parameters u and v, defined as
which are positive integers and independent of each other, . With this notation,
The W-Zernike functions, , are functions on the closed unit circle , verifying the relation
In addition, the W-Zernike functions have some interesting properties:
- They are square integrable on , so that they belong to the Hilbert space .
- They fulfill some symmetry relations such aswhere the star denotes complex conjugation.
- They are orthonormal on :where denotes scalar product on .
- A completeness relation holds:
- The fact that Zernike polynomials are bounded, , on the interval , implies an interesting upper bound for the W-Zernike functions:
9.2. Rigged Hilbert Spaces and W-Zernike Functions
The set of W-Zernike functions forms an orthonormal basis for so that, for any square integrable function , we have that
with
Let us define two different spaces, which are the spaces of test functions for respective RHS. The first one is
The space is endowed with the Frèchet topology given by the following family of norms
The second space of test functions is defined by the following condition:
Its topology is given by the following sequence of norms:
Let us consider a sequence of complex numbers such that the series . Clearly,
which shows that
for . This shows that and that the canonical injection is continuous. This gives a couple of RHS’s where injections in all inclusions are continuous:
An important property for the span of the functions in terms of the W-Zernike functions is given by the following result:
Theorem 3.
For any , the series
converges absolutely and uniformly and hence pointwise.
9.3. Continuity of Relevant Operators Acting on the W-Zernike Functions
In the discussion on the continuous basis below, we see the relevance of the following operator on :
In [87], we prove that
with
Note that and .
We want to show that with continuity. Let us take , so that
Since , the first term of the second row in Equation (205) gives
The second term in the same row gives,
Equations (224) and (225) together show that
which shows our claim.
Other important operators are the generators of the Lie algebra , U, V, , , and . Their commutation relations are the following:
All the A operators commute with all the B operators. The Casimirs are
with .
On the W-Zernike functions, all these operators act as follows [87]:
All these operators are densely defined and unbounded on . Furthermore,
Proposition 3.
The operators U, V, and are continuous on . In addition, and are formal adjoint of each other and same for and and U and V are essentially self-adjoint on .
Proof.
That and and also and are formal adjoint of each other is obvious from Equation (212). The proof of the continuity on of all these operators is the same. Take for instance . The formal action of on is given by
Then,
which proves that with continuity. It is the same for all other operators. Finally, U and V are obviously symmetric on and the ranges of and on are itself, so that U and V are essentially self-adjoint with domain . □
9.4. Continuous Bases and RHS
Let be an arbitrary infinite dimensional separable Hilbert space and U a unitary operator . As in previous cases, we define , (217), and transport the topologies on to by . We have a couple of RHS’s in correspondence. Thus, we have the following diagram
Nevertheless, our rigged Hilbert space of reference here is: . Take any vector , and for (almost with respect to the Lebesgue measure) each and define the mapping by . Clearly, is linear for each r and . In addition, this is continuous so that . To prove the continuity, note that transports the given topology from to . Let for each . Then, if , we have that the norms defining the topology on are identical to Equation (214). Thus, considering Equation (208), we have
The scalar product of two vectors is given by
so that we have the identity
which should be interpreted as the canonical injection . In particular, if we apply Equation (234) to , we have that
which may be looked as a relation between the discrete basis in and the continuous basis . Note that, according to our definition, . If we multiply Equation (235) to the left by , we have:
so that
The relation in Equation (237) suggests an inversion formula for Equation (235). As is an orthonormal basis for , we may write the identity on as
As , we may write
This inversion formula is totally consistent, as one may check by formal multiplication to the left by and the comparison of the given result with Equation (237) on one side and Equation (207) on the other. In conclusion, each admits two different expansions in terms of the discrete basis and the continuous basis . They are, respectively,
and
As a final remark, all operators in Equation (227) have their counterparts as operators on with exactly the same properties. In particular, they are continuous on .
10. Concluding Remarks
Specific RHS’s are constructed starting from well defined special functions and a particular UIR of a Lie group, which is the symmetry group of the corresponding special functions. The Lie generators of these groups are continuous operators with the topologies carried by the RHS’s.
It is a general property that in a RHS the variables and the parameters are one-to-one related. This implies that, starting from special functions with parameters and continuous variables, it is possible to construct different RHS’s. Indeed, when , we can construct not only a RHS involving all parameters and variables but also RHS’s involving subsets of equal number of parameters and variables, saving the role of spectators for the remaining ones. If , the possible RHS’s are limited to and the exceeding parameters remain spectators (as happens with j in Section 4 and in Section 7) but it is impossible to construct a RHS based on the functions where we do not have parameters at all. An alternative is shown by the Spherical Harmonics where a new variable is added to the Associated Legendre polynomials, by the extension of Jacobi polynomials to the Jacobi functions defined on the hypersphere in Section 8.3 and by the generalization of Zernike polynomials defined on the interval to Zernike functions defined on the unit circle in Section 9.
Special functions are transition matrices between discrete and continuous bases (for instance, generalization of the exponential, i.e., , in Section 3 and spherical harmonics, given by , in Section 6).
The UIR of the corresponding Lie group defines the basis vectors of the discrete basis in the space , while the regular representation of the Lie group defines the basis vectors of the continuous basis in of the RHS .
Special functions determine a basis in the related space of square integrable functions. As they define a basis also of a unitary irreducible representation of the group, all other bases of the space are simply obtained applying on them an arbitrary element of the group.
Funding
This research is supported in part by the Ministerio de Economía y Competitividad of Spain under grant MTM2014-57129-C2-1-P and the Junta de Castilla y León (Projects VA137G18 and BU229P18).
Conflicts of Interest
The authors declare no conflict of interest.
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