Abstract
It is shown that symmetric products of Heine–Stieltjes quasi-polynomials satisfy an addition formula. The formula follows from the relationship between Heine–Stieltjes quasi-polynomials and spaces of generalized spherical harmonics, and from the known explicit form of the reproducing kernel of these spaces. In special cases, the addition formula is written out explicitly and verified. As an application, integral equations for Heine–Stieltjes quasi-polynomials are found.
MSC:
33C50; 35C10
1. Introduction
Let S be a set and a finite dimensional vector space of real-valued functions defined on S. Suppose there is an inner product defined for which turns into a Hilbert space. In this situation, there exists a unique reproducing kernel for , see Aronszajn ([] §1.1–1.3). This kernel is a real-valued function defined on with the property that as a function of y belongs to for every , and
In fact, the existence of K is easy to see. We choose an orthonormal basis of , . Then,
is a reproducing kernel. In some applications, the basis functions are represented by special functions. Then, Equation (2) can be called an addition formula for these special functions if the kernel admits an explicit representation.
As an example, we consider , where is the unit sphere in and k is a positive integer. For a non-negative integer m, let be the space of spherical (surface) harmonics of degree m. A spherical harmonic of degree m is a harmonic polynomial in variables , homogeneous of degree m. The inner product of is given by
where we normalize the surface measure of to one:
In this case, there is an explicit formula for the reproducing kernel:
where denotes the Gegenbauer polynomial of degree m as shown by Hochstadt ([] §6.3 (25)). If , then , where denotes the Legendre polynomial. Using spherical coordinates, we construct the standard basis of employing associated Legendre functions, and we obtain the classical addition theorem for Legendre polynomials ([] §5.5).
In this paper, we treat another special case of Equation (2). In this instance, the special functions appearing on the right-hand side of Equation (2) are Heine–Stieltjes quasi-polynomials—see Section 2 for their definition. Heine–Stieltjes quasi-polynomials are solutions of a Fuchsian equation in the form , where is an explicitly known function and is a polynomial in one variable t. In the special case that they are also called Heine–Stieltjes polynomials. These polynomials were introduced by Stieltjes [] based on previous work by Heine ([] pp. 445–479). There exists a considerable amount of research on Heine–Stieltjes polynomials in mathematics and physics, for example, see [,,,]. Heine–Stieltjes polynomials also appear in the Digital Library of Mathematical Functions [] in Section 31.15 (they are called Stieltjes polynomials in []). The kernel on the left-hand side of Equation (2) involves an integral over a Gegenbauer polynomial, see Section 4. It is the reproducing kernel for a space of generalized spherical harmonics, see Section 3 for the definition of . This reproducing kernel was found by Xu ([] Theorem 3.3). This result is related to a product formula for Jacobi polynomials due to Dijksma and Koornwinder [].
In this way, we obtain an addition theorem for Heine–Stieltjes quasi-polynomials. In general, Heine–Stieltjes quasi-polynomials cannot be represented explicitly but they can be computed numerically as shown in the numerical example in Section 5. However, the kernel K has the explicit representation Equation (25). Therefore, we observe the remarkable fact that although Heine–Stieltjes quasi-polynomials do not allow an explicit representation, a certain combination of them does admit an explicit representation. In the theory of Heine–Stieltjes quasi-polynomials, such formulas of an explicit nature are very rare.
In the special case , Heine–Stieltjes polynomials reduce to Heun polynomials ([] A 3.6) and we find an addition formula for Heun quasi-polynomials which is still new. Lamé polynomials are special cases of Heun polynomials. The corresponding addition formula for Lamé polynomials can be found in Hobson ([] p. 475).
In Section 6, we apply equation Equation (1) to obtain nonlinear integral equations for Heine–Stieltjes polynomials. In the special case , we obtain integral equations for Heun polynomials comparable to but different from equations given by Arscott [] and Sleeman []. The reader is also referred to papers by Kalnins and Miller [,] which contain related results.
Finally, we make a few remarks concerning notation. We denote the non-negative integers by and the real numbers by . Boldface letters denote vectors or multi-indices. Throughout, we use and , where k is a given positive integer. is an “oscillation multi-index” where for all . It counts the number of zeros of a Heine–Stieltjes quasi-polynomial in k disjoint intervals. is a “parity multi-index”, where for every . It determines the parity of a function . The function is said to have parity if it is an even function of when and an odd function of when for every . We use the standard notation , .
2. Heine–Stieltjes Quasi-Polynomials
Throughout the paper, two sets of parameters are given as
and
Consider multi-indices of non-negative integers and . We define the Heine–Stieltjes quasi-polynomial by
where is a normalization factor to be determined by Equation (22), and
with the first of ’s lying in , then the next of ’s lying in , and so on until the last of ’s lying in . The ’s are uniquely determined by the condition that is a solution of the Fuchsian Equation (2.1) []
for some suitable values of (which are also uniquely determined.) The constants in Equation (7) are defined by
Equivalently, the ’s are determined by the system of equations
For the existence and uniqueness statements, see Szegö ([] Section 6.8). Apart from the constant factor , the definition of agrees with the one given in ([] §2).
3. Generalized Spherical Harmonics
By definition, a generalized spherical harmonic of degree m ([] §4) is a polynomial , homogeneous of degree m, satisfying the equation
introduced by Dunkl [] and also by Dunkl and Xu []. In Equation (10) we use the generalized partial derivatives
where is the reflection at the jth coordinate plane:
Equation (10) contains the given parameters from Equation (5). If for all j then the equation reduces to the Laplace equation, and we are in the classical case.
Let denote the linear space of generalized spherical harmonics of degree m considered as functions on . Its dimension is
We introduce a weighted inner product on by defining
where the weight function is given by
with the constant M chosen such that
Since we assume that , for each , is integrable on .
Let , where
Its sphero-conal coordinates ([] §1.3), ([] §4) lie in
and they are determined by the equations
In Equations (16) and (17), we use the parameters in Equation (4).
This defines a bijective map from to Q with inverse
Let be a Heine–Stieltjes quasi-polynomial. We introduce the generalized sphero-conal harmonic ([] §4)
where denote sphero-conal coordinates for . It is shown in [] that
when is written in the form Equation (6),
and is defined in Equation (8). Moreover, is a generalized spherical harmonic of degree , , and it has parity , that is
By choice of in Equation (6), we have
using the inner product in , defined by Equation (13). The normalization can be carried out based on the formula ([] Appendix B)
where () denotes the Pochhammer symbol, and here and in the following we abbreviate
The following result is known from ([] Theorem 3).
Theorem 1.
Let . The system of all generalized sphero-conal harmonics of degree forms an orthonormal basis for with respect to the inner product Equation (13).
4. Addition Formula
For given m, k, and , we consider the space of generalized spherical harmonics equipped with the inner product Equation (13). Let be its reproducing kernel. If all are positive, Xu ([] Theorem 3.3) derived the following beautiful formula for :
Here, denotes the Gegenbauer polynomial, is from Equation (24), is defined by
and
The kernel can be calculated without carrying out a numerical integration. When we expand , we obtain a linear combination of monomials , where are non-negative integers. To carry out the integration in Equation (25), we use that, for all and ,
where
denotes the largest integer less than or equal to . The formula in Equation (25) can be used only for . However, using Equation (26), we see that is a well-defined polynomial in the variables whenever for all . Therefore, the function defined by Equation (25) can be extended analytically to the parameter domain , , and this extended function is the reproducing kernel for .
For illustration, let us compute . We start with the Gegenbauer polynomial
We substitute and use Equation (26). We obtain
We see that this kernel is well-defined when for all . If , reduces to the classical kernel Equation (3) through a limiting process using that
for every continuous function defined on .
We now obtain the following addition formula for generalized sphero-conal harmonics.
Theorem 2.
For every and all we have
where the summation extends over all pairs with .
Proof.
The space equipped with the inner product Equation (13) has the reproducing kernel given by Equation (25). By Theorem 1, the system of generalized sphero-conal harmonics, , is an orthonormal basis of . Then, Equation (28) follows from Equation (2). □
We may decompose the kernel as
where the sum extends over all and is the sum of all monomials appearing in that have parity , that is, is even for every . Therefore, using the reflections from Equation (12) we have
We note that is the reproducing kernel of the subspace of consisting of functions with parity . For example, Equation (27) yields
Since has parity , Theorem 2 implies
where m and are given and the sum extends over all satisfying .
Let , be sphero-conal coordinates for , respectively. Let be the reproducing kernel written in sphero-conal coordinates. The transformation formulas are given by Equation (18).
Then Theorem 2 and Equation (19) imply the following addition formula for Heine–Stieltjes quasi-polynomials.
Theorem 3.
For every and all we have
Similarly, let be the kernel written in sphero-conal coordinates. Then, using Equations (19) and (31), we obtain for any m and
In the special case , Equation (33) is an addition formula for Heine–Stieltjes polynomials and the kernel is a polynomial in , .
For illustration, let us write out the addition formula in detail if when
We begin by finding all pairs with . There are two cases: (1) , ; and (2) , . In the first case, we have and there are different ’s with . One of these is with , and all other components of equal to zero. Then, Equation (20) gives
From Equations (22) and (23), we obtain
so
and, by Equation (6),
From Equation (27), we find
Now, Equation (35) verifies Equation (31) because the sum on the right-hand side of Equation (31) contains only one term.
In the second case, we have and there are k different ’s with . One of these is with and all other components of equal to zero. Let us abbreviate as and as . Then,
where , and, by Equation (9), is the unique solution of the equation
lying in the interval . By Equation (20), we obtain
where
Using Equation (23), we calculate
Applying Equation (37), we simplify to
We introduce the polynomials
Then, we have
In order to prove Equation (41), we note that both sides are polynomials in t of degree k with leading coefficient 1, and, by Equation (37), both sides have the same zeros . Therefore, we have the partial fraction expansion
We first differentiate Equation (42), with respect to t, and then substitute to write Equation (40) as
By Equation (22), the integral on the left-hand side is equal to 1, so
It follows from Equation (39) and that for every . Therefore, Equations (38) and (44) give
From Equation (39), we find
so, by Equation (6),
If we replace the constant term on the right-hand side of Equation (30) by and compare coefficients, the addition formula Equation (31) with and holds, provided that
and
In fact, we may derive the formulas in Equations (47) and (48) from suitable partial fraction expansions. Therefore, combining both cases, we verified the addition formula Equation (28) for , and the reader might imagine the formidable task that would be required to verify the addition formula in this way for general m.
If , the addition formula Equation (32) can be written in a slightly different form using sphero-conal coordinates involving Jacobi elliptic functions ([] Ch. 22]), see ([] p. 24) and ([] 29.18.2).
These coordinates have the advantage that they are valid on the entire sphere . We choose a modulus and set
where , , and denote Jacobi elliptic functions corresponding to the modulus and is the complementary modulus. If and denote elliptic integrals ([] Ch. 19), then we obtain a coordinate system in by letting vary in and in , where . These coordinates are connected to sphero-conal coordinates in algebraic form by , when , , with , , .
If , then
so becomes a polynomial in , , of degree . We define to be this polynomial for all values of allowing for a slight abuse of notation. Similarly, if then
so becomes a polynomial in , , of degree .
If , are represented by coordinates , , respectively, we have
If we set
then we obtain the addition formula Equation (32) in the form
In particular, if we choose then Equations (3) and (53) imply
where is the Legendre polynomial of degree m and
and Equation (54) reduces to the addition formula for Lamé quasi-polynomials given by Hobson ([] p. 475):
5. A Numerical Example
Heine–Stieltjes quasi-polynomials do not admit an explicit representation. However, they can be computed numerically, then we can also verify the addition formula numerically in some examples. We consider the example , , and
The space has dimension 9. To calculate the 9 corresponding Heine–Stieltjes quasi-polynomials , we start by finding all and that satisfy . There are three pairs with , and six pairs with . These pairs are listed explicitly in Table 1. The next step is to solve Equation (9) numerically. If there will be two equations for and three pairs of solutions—the first for , the second for , and the third for . The equations can be solved easily with mathematical software (we use Maple). The three different solutions pairs can be found by choosing suitable initial values for the unknowns . If , there is only one equation, Equation (9), that we can also solve numerically (or exactly). Our results are listed in Table 1. The table also contains the values of the constants , . The computation of from Equation (21) is trivial. The computation of is a little more involved but also easy. We are using Equations (20), (22) and (23).
Table 1.
Zeros and norming constants for Heine–Stieltjes polynomials.
Using Table 1 we can numerically evaluate the right-hand side of the addition formula in Equation (28) (or Equation (32)). The left-hand side of Equation (28) is given by
It should be noted that the kernel is given explicitly. Choosing various points , one can verify numerically that the addition formula Equation (28) holds. Of course, there will be a small difference between the left-hand and right-hand sides of Equation (28) because the right-hand side cannot be calculated exactly.
6. Integral Equations
By Equations (1) and (13), we have, for ,
where is defined by Equation (14). Since , when , we obtain the following integral equation for generalized spherical harmonics.
Theorem 4.
If , then
which holds regardless of whether is normalized or not.
Noting that
with the reflection defined by Equation (12) and when , it follows that
with defined in Equation (15). We transform the integral on the right-hand side of Equation (58) to sphero-conal coordinates by using that
where
This transformation formula is derived from the metric tensor for sphero-conal coordinates given in ([] Equation (18)). Transforming the integral in Equation (58) to sphero-conal coordinates and using Equation (19) we obtain the following integral equation for Heine–Stieltjes quasi-polynomials.
Theorem 5.
If , then
with Q from Equation (16).
As a special case, consider , ; and , , and . Then, the polynomial with from Equation (9) is called a Heun polynomial ([] A 3.6). For example, for we employ the kernel
Sleeman ([] (4.35)) gave an integral equation for Heun polynomials in the form
This integral equation is similar to Equation (60) with . The difference is that Equation (62) contains an eigenvalue on the right-hand side and only one Heun polynomial on the left-hand side. The kernel functions are different because we use sphero-conal coordinates in while Sleeman ([] (4.1)) uses ellipsoidal coordinates in .
If , we may also employ the kernel introduced in Section 4. This allows us to use the same kernel for all Heun quasi-polynomials with . Using the sphero-conal coordinates in the form Equations (49)–(51), we obtain
where
Then, Theorem 4 and Equation (52) yield the following integral equation for Heun quasi-polynomials in Jacobi form.
Theorem 6.
Let and . Then,
In the special case , this is an integral equation for Lamé quasi-polynomials ([] Ch. IX) involving
and the kernel given in Equation (55).
Arscott ([] (5.6)) obtained a similar integral equation for Lamé polynomials, but of the type Equation (62). Comparison of the kernels shows that Arscott’s kernel is more complicated than . Moreover, our integral equation does not involve unknown constants. It is interesting to note that the kernel from Equation (55) also appears in linear integral equation for Lamé polynomials. In this setting, the kernel enters the theory as the Riemann function of a partial differential equation, see [].
7. Conclusions
We showed in Theorem 3 that Heine–Stieltjes quasi-polynomials satisfy an addition formula. The proof is simple because it is based on two known results, namely, Theorem 1 and Equation (3.1) for a reproducing kernel. However, it is a nontrivial task to define Heine–Stieltjes quasi-polynomials and the corresponding generalized sphero-conal harmonics. The addition formula is one of very few results of an explicit nature in the theory of Heine Stieltjes quasi-polynomials. We verified the correctness of the formula in special cases exactly () and numerically (). As a mathematical application, we found integral relations for Heine–Stieltjes polynomials that appear to be new.
Funding
This research received no external funding.
Conflicts of Interest
The author declares no conflict of interest.
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