Abstract
Several integrability problems of differential equations are addressed using the concept of a -structure, a recent generalization of the notion of solvable structure. Specifically, the integration procedure associated with -structures is used to integrate a Lotka–Volterra model and several differential equations that lack sufficient Lie point symmetries and cannot be solved using conventional methods.
Keywords:
symmetry of a distribution; solvable structure; MSC:
34A26
1. Introduction
Solvable structures appeared in the last decade of the 20th century as a generalization of the concept of solvable symmetry algebra [1,2,3,4], in order to characterize the integrability by quadratures of an involutive distribution of vector fields on a n-dimensional manifold [5,6,7,8]. Roughly speaking, a solvable structure for a distribution of rank r consists of a sequence of vector fields that gives rise to a chain of distributions such that each vector field in the structure is a symmetry of the previous distribution.
Almost at the same time, -symmetries were introduced as a generalization of the classical Lie symmetry method of reduction [1,2] for ordinary differential equations (ODEs) [9]. Since their introduction, -symmetries have been extended in multiple directions [10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25]. They are being extensively used [26,27,28,29,30,31,32,33,34,35,36,37,38,39], allowing to solve equations that may even lack Lie point symmetries [9,40,41].
The idea that allowed extending the notion of Lie point symmetry to -symmetry, in the context of ODEs, has been adapted in [42,43] for involutive distributions of vector fields. The condition for a vector field to be a -symmetry of a distribution is less restrictive than for a symmetry, which implies that in practice the -symmetries of a distribution are easier to find than its symmetries. When considering the notion of a solvable structure, we let the elements be -symmetries, instead of symmetries, of the chains of distributions mentioned above, and we obtain a more general structure, which has been called a -structure in [42]. The key point in this new theory is that once a -structure for an involutive distribution of corank k has been determined, then can be integrated by sequentially solving k integrable Pfaffian equations ([42] Theorem 3.5). These Pfaffian equations are defined in spaces whose dimensions decrease one unit at each stage. The Pfaffian equations are completely integrable, although, unlike solvable structures, they may not be integrable by quadratures. The well known outcome relating integrating factors and Lie point symmetries for first-order ODEs [1,3,4,44] has been recently extended in [43]. The extension applies to -structures and involutive distributions of arbitrary corank by introducing symmetrizing factors. Relevant results on the role played by these symmetrizing factors on the integrability by quadratures of the Pfaffian equations arising by the application of the -structure method have been also derived [43].
In this work, we present some new applications of the integration procedure associated with -structures. The paper is organized as follows: in Section 2 and Section 3 we recall the main definitions and results in the theory of -structures, by adapting some of the theoretical results that were obtained in [42] to the problems that we address in this paper. In Section 4, we explore the application of the -structure method to fully integrate two systems of first-order ordinary differential equations, one of which is a Lotka–Volterra system, frequently used to describe the dynamics of biological systems. Additionally, we investigate three scalar ODEs in Section 5, two of which are of the fourth order and one of the third order. Notably, the considered equations exhibit a lack of sufficient Lie point symmetries, and even powerful symbolic systems like Maple fail to provide explicit solutions for them. Nevertheless, our novel integration method based on -structures leads to the complete integration of equations that are difficult to solve using conventional methods.
2. Preliminaries
In this paper, we consider all functions, vector fields, and differential forms to be smooth (meaning ) within a contractible open subset U of In what follows, and are used to represent the -module of all smooth vector fields and k-forms, respectively, whereas stands for the algebra of exterior differentials encompassing all differential forms on U.
Given a set of pointwise linearly independent vector fields on by we denote the submodule of generated by In a similar way, the submodule of generated by a set of pointwise linearly independent 1-forms will be denoted by The submodule (resp. ) defines a distribution (resp. a Pfaffian system) of constant rank (resp. ).
The annihilator of is the set of the differential forms such that whenever This set, which will be denoted by is an ideal of locally generated by pointwise linearly independent 1-forms [45,46]. In this case, we will write It can be checked that the Pfaffian system can be characterized in terms of the interior product [46] or contraction ⨼ as follows:
Let us recall that the distribution is said to be involutive if for A well-known result states that is involutive if and only if the ideal is closed under exterior differentiation , i.e. if is a differential ideal (see, for instance, Proposition 2.30 and Definition 2.29 in [45]). In this case, Frobenius Theorem ([45] Theorem 1.60) guarantees that, for each the local existence of a unique connected integral manifold of of maximal dimension ([45] Definition 1.63). Such integral manifolds can be defined (locally) by the level sets of a complete set of first integrals for the distribution It is clear that, in this case, the independent 1-forms generate the corresponding Pfaffian system which is said to be completely integrable [45,46]. In this sense, integrating a completely integrable Pfaffian system is equivalent to integrating the corresponding involutive system of vector fields.
In such integration procedures, the notion of solvable structure, introduced by Basarab-Horwath in [5], plays a fundamental role (see also [7]). This concept is based on the notion of symmetry of a distribution, which generalizes Lie point symmetries: [5,47,48]:
Definition 1.
A symmetry of an involutive distribution is a vector field X such that the set is pointwise linearly independent on U and .
Now we can recall the concept of solvable structure:
Definition 2
([5] Definiton 4). A solvable structure for consists of an ordered set of vector fields such that is a symmetry of and is a symmetry of the distribution for
The main result concerning solvable structures is that the knowledge of a solvable structure allows us to find the integral manifolds of , at least locally, by quadratures alone ([5] Proposition 3). A dual version of Definition 2, given in terms of differential 1-forms, was introduced in ([6] Defintion 4) by Hartl and Athorne. These authors also re-established the integrability result by Basarab-Horwath from a dual point of view (see [6] Proposition 5). We refer the reader also to [8,49,50] for further details on the integration procedure associated with solvable structures.
Solvable structures are very useful in the study of ordinary differential equations (ODEs), because such problems can be reformulated as the task of integrating systems of vector fields or 1-forms. For instance, consider a system of first-order ODEs
where are smooth functions on some open set and over dot denotes differentiation with respect to the independent variable Any solution of system (1) defines a one-dimensional integral manifold of the (trivially involutive) rank 1 distribution generated by the vector field
The extension to systems of ODEs of higher order is straightforward. Consider, for instance, a general mth-order ODE:
where denotes the dependent variable u and, for denotes the derivative of order k of u with respect to the independent variable By setting and for then Equation (3) can be transformed into a system of the form (1), whose associated vector field (2), written in terms of original variables becomes
In this case, any integral manifold of the distribution generated by the vector field (4) corresponds to the th-prolongation of a solution of Equation (3) [1,3,4].
Therefore, the method of solvable structures can be applied to integrate the given ODE (or the system of ODEs) by quadratures alone. This outcome extends the classical result stating that a system of m differential equations of order n, accompanied by a solvable Lie point symmetry algebra of dimension , can be solved using quadratures. We refer the reader to ([6] Proposition 6) and ([7] Section V) for further details on the application of solvable structures to the integration of differential equations.
3. -Structures and Integrability of Distributions
This notion of -symmetry for a distribution was introduced in ([42] Definition 3.2), as a generalization of the idea of -symmetry for ODEs [9]:
Definition 3.
A -symmetry of an involutive distribution is a vector field X such that the set is pointwise linearly independent on U and the distribution is involutive.
Note that by Definition 1 every symmetry X of an involutive distribution is also a -symmetry of .
The previous notion of -symmetry of a distribution was used in [42] to extend the concept of solvable structure as follows:
Definition 4
([42] Definition 3.3). Let be an involutive distribution on U. An ordered set of vector fields is a -structure for if is a -symmetry of and, for is a -symmetry of the distribution
Observe that a solvable structure for is a particular case of a -structure for where each a symmetry of instead of a -symmetry.
The main result concerning -structures is that they can be used to integrate the distribution solving Pfaffian equations which are completely integrable. Unlike solvable structures, such Pfaffian equations may not be integrable by quadratures:
Theorem 1
([42] Theorem 3.5). Let be an involutive distribution on Any structure for can be used to find the integral manifolds of by solving successively completely integrable Pfaffian equations.
The next subsection outlines a procedure that can be employed to integrate the distribution when we have a -structure of vector fields. This procedure will be used in subsequent sections to integrate various distributions that emerge in problems modeled by differential equations.
-Structure-Based Method of Integration
Given a -structure of vector fields for a method that can be used to integrate by applying Theorem 1 proceeds as follows. Consider local coordinates on and the volume form . We introduce the 1-forms
where indicates omission of and denotes interior product; and define
According to (5) we have that
Considering that the distribution is involutive and that, according to Definition 4, the distributions for are also involutive, then it can be deduced from (7) that the Pfaffian systems given in (6) are completely integrable. More explicitly, there exist 1-forms for such that
for certain 1-forms
Since the integration of the involutive distribution is equivalent to the integration of the Pfaffian system we describe below how to integrate step by step:
- For Equation (8) becomes which implies that the Pfaffian equation is Frobenius integrable. A first integral for is any particular solution to the system of linear first-order PDEs arising from the conditionFor the level set ofdefines an integral submanifold, of dimension of the distribution
- For we denote by the restriction of to Observe that The restriction to of Equations (8) for implies that is Frobenius integrable. As before, a corresponding first integral defined for x in some open set of is given by any particular solution to the system of linear homogeneous first-order PDEs arising from the conditionFor the submanifold of defined by the level set is an integral manifold of the Pfaffian equation , that will be denoted by
- We continue this process, taking into account that in each stage we integrate a 1-form defined in a space whose dimension is one unit lower than in the previous step. At the end, we obtain the integral manifold of expressed in implicit form as where denotes the first integral that arises after integrating the last Pfaffian equation
The theoretical foundation behind the procedure above is explained in ([42] Theorem 3.5). Readers interested in a closer exploration of the -structure integration process and related examples are referred to Sections 3.3 and 3.4 in [43].
In addition, if an element of the -structure is not merely a -symmetry of but also a symmetry, then the corresponding Pfaffian equation at the ith stage can be solved by quadrature using a (relative) integrating factor (see Theorem 4.1 and Remark 4.3 in [43] for details). The integrability of the distribution by quadrature via solvable structures turns out to be a special case of the more general -structure integration method.
In the following sections, we use the integration method described above to find exact solutions to several problems modeled by ordinary differential equations.
4. -Structures for Systems of First-Order ODEs
We are going to examine the application of the -structure method to systems of first-order ODEs.
The first system describes a Lotka–Volterra model previously considered by P. Basarab-Horwarth in their paper on solvable structures [5]. Their procedure requires three vector fields to produce two independent first integrals of the system. In the following subsection, we show that only one of these vector fields is needed to construct a -structure which can be used to completely solve the system.
4.1. A Lotka–Volterra Model
Lotka–Volterra models, or predator-prey models, are systems of first-order ODEs used to describe the dynamics between two or more interacting species in an ecosystem, typically a predator and its prey. The Lotka–Volterra model is a simple but powerful tool for understanding the dynamics of predator–prey interactions and has applications in fields such as ecology, biology, and economics (see, for example, [51,52,53,54] for further details).
P. Basarab-Horwath in ([5] Section 4) applied a method based on solvable structures to find two first integrals for a biparametric family of 3D Lotka–Volterra models
with arbitrary constants , . More specifically, he provided two vector fields
which are in involution with the vector field corresponding to the system:
as it can be checked through the corresponding commutation relationships. However, neither nor constitutes a solvable structure for because and For this reason, P. Basarab-Horwath had to provide an additional vector field
which is a symmetry of and commutes with and This implies that V is a symmetry of both involutive distributions and . Applying the theoretical results on solvable structures, the symmetry V was used in [5] to integrate, separately and by quadratures, the distributions and .
A first integral for is
while
is a first integral for . These first integrals are functionally independent because
It is interesting to note that only one of the vector fields or is necessary to integrate system (10) by the -structure method: since is an involutive distribution, can be chosen as the first vector field of a -structure for . The last element can be any vector field independent with such as Therefore, defines a -structure for and it can be used to integrate the system by the procedure described in Section 3. The same procedure could be followed using instead because is also a -structure for .
Nevertheless, instead of using one of these two -structures, which require the knowledge of at least one of the vector fields or , we show how to construct a -structure for directly, without using the vector fields provided by Basarab-Horwath. It is worth noting that the method used to obtain these vector fields was not explained in [5].
In order to find a -structure for we first observe that a if vector field is a -symmetry of then so is any vector field in This allows us to simplify the search for by assuming that its form is
According to Definition 4, must satisfy the condition Equivalently, the 1-form where satisfies , i.e., the Pfaffian equation is completely integrable. Any of these two equivalent conditions yields a determining equation for the function It can be checked that such PDE is of the form
where we omit the explicit expressions of the functions for because they are irrelevant for the following discussion. A particular solution of the determining Equation (15) arises immediately, the constant function
Therefore, the vector field
is a -symmetry of . As the second vector field of the -structure, we can choose any vector field , such that are linearly independent. For example, we can use the vector field .
Once the -structure for has been determined, we calculate the 1-forms and given in (5):
The Pfaffian equation is completely integrable and a corresponding first integral arises from the condition which yields the following system of PDEs:
The first equation in (19) implies that where and is, in principle, an arbitrary smooth function. Then the second equation in (19) becomes
from which the particular solution arises immediately. Therefore, a first integral for is given by
Observe that where is the first integral (13) provided by Basarab-Horwath. In order to find the remaining first integral, we restrict to the submanifold implicitly defined by where
The Pfaffian equation is completely integrable. It can be checked that
is an integrating factor for A corresponding primitive arises after integrating two rational functions:
If in (21) is replaced by the right-hand side of (20) we obtain the function
which, up to a constant, coincides with the first integral in (14), previously obtained in [5].
The orbits of the system (10) can be expressed in implicit form as follows:
4.2. Integration of a Non-Autonomous System through -Structures
In the following example, we study a system of first-order ODEs which, to our knowledge, cannot be easily solved by classical procedures. We will show how to construct a -structure for the system and how to use it to find its general solution, which will be expressed through a complete set of solutions of a linear second-order homogeneous equation.
Consider the system of first-order ODEs:
with associated vector field
defined on the open set
To find the first element of a -structure for the distribution we assume, as in the previous example, that is of the form The determining equation for the function can be obtained from the condition This is equivalent to the condition where for
In order to ease the search for a particular solution of this determining equation, we can begin by trying to find a particular solution of the form It can be checked that by canceling out the coefficients of y we obtain a system of determining equations for the functions and that, after some calculations, becomes
By choosing the particular solution
we obtain that the vector field is a -symmetry of the distribution and hence it can be selected as the first vector field of a -structure for As a second element, we can choose any vector field such that the set is linearly independent, so we take Therefore the vector fields
constitute a -structure for The corresponding commutations relationships become
It is crucial to emphasize that neither is a symmetry of , nor is a symmetry of . Specifically, and do not correspond to symmetries of the system (23). As a result, the integration method based on the -structure presented here provides a novel alternative to conventional symmetry procedures.
The integration procedure using the -structure defined by (25) proceeds as follows: the corresponding 1-forms given in (5) become
The Pfaffian equation is completely integrable; it can be verified that a corresponding first integral is given by the smooth function
The restriction of the 1-form given in (29) to the level set , denoted by becomes
In order to solve the Pfaffian equation we introduce the change which transforms the ODE associated to the Pfaffian equation into the Riccati-type equation
The standard change transforms the Riccati-type Equation (33) into the following linear second-order homogeneous ODE:
Let and be a fundamental set of solutions to the linear ODE (34). These functions can be used to express a first integral associated with the Riccati Equation (33) (see, for instance, Proposition 4.1 in [55]). As a consequence, a first integral of the Pfaffian equation defined by (32) becomes:
By replacing by the right-hand side of (31) we obtain the function , which is a first integral of :
From and where we obtain the general solution to system (23):
where and are two functionally independent solutions to the linear ODE (34).
Some Particular Families of Solutions
For particular values of the arbitrary constant the solutions to the corresponding linear ODE (34) are well-known special functions. For instance, for Equation (34) becomes
Through the change of variables
Equation (38) becomes the modified Bessel equation
A fundamental set of solutions to Equation (40) are the modified Bessel functions and of the first and second kinds, respectively, [56]. Therefore, according to (39), the functions
are two linearly independent solutions to Equation (38). As a consequence, a 1-parameter family of solutions to system (23), which corresponds to (37) when can be expressed in terms of the modified Bessel functions as follows:
The derivatives of the modified Bessel functions and can be expressed in terms of the modified Bessel functions and [56]:
5. -Structures for Scalar ODEs with a Lack of Lie Point Symmetries
In this section, we present a collection of ordinary differential equations whose symmetry algebras are either trivial or of lower dimension than the order of the ODE. In the latter scenario, the Lie method encounters certain obstacles when attempting to obtain the general solution. However, we demonstrate how the -structures method successfully overcomes these difficulties and provides exact solutions to the equations under investigation.
5.1. A Third-Order ODE with Two-Dimensional Algebra of Lie Point Symmetries
In this example, we consider a third-order ODE:
whose associated vector field is
The symmetry algebra of Equation (44) is two-dimensional and spanned by and , as can be checked. By employing the Lie method of reduction, the transformation
leads to the first-order ODE
Equation (46) is an Abel-type equation whose general solution can be expressed in an implicit form in terms of the modified Bessel functions of the first and second kinds and for [56]:
The recovery of solutions to Equation (44) from (47), by means of the transformation (45), seems to be infeasible.
For this reason, we intend to integrate Equation (44) using the -structures method. Similar to the previous examples, finding the elements of a -structure can be significantly simplified by assuming some of the infinitesimals to be constant or linear in . By following this approach, we obtain the following independent vector fields
They form a -structure for as can be verified using the Lie brackets:
It is important to emphasize that neither is a symmetry of nor is a symmetry of In particular, neither nor correspond to symmetries of Equation (44).
We use the volume form to construct the corresponding 1-forms given in (5):
A first integral for the first Pfaffian equation , i.e., a function such that , is given by
Let denote, as before, the level set for The restriction of the 1-form in (48) to becomes
In order to continue the integration process, we need to distinguish the following cases:
- Case I:It can be checked that a function such that becomes:where are the Bessel functions of the first and second kind, respectively, [56].Let denote the submanifold of defined by where The restriction of the 1-form in (48) to becomesA function such that is given bywhere
- Case II:In this case a function such that is given by:where are the modified Bessel functions of the first and second kind, respectively, [56].
- Case III:It can be checked that a solution for the Pfaffian equation defined by the restriction of the 1-form in (48) to the level set is given byThe restriction of the 1-form in (48) to the submanifold implicitly defined by becomesThe solution of the Pfaffian equation is defined by the functionwhere denotes the exponential integral function [56]By setting for we finally obtain the following 2-parameter family of exact solutions for Equation (44):The graphs of some solutions, for different values of the integration constants, are presented in Figure 3:
5.2. A Fourth-Order ODE with a 1-Dimensional Algebra of Lie Point Symmetries
In this subsection, we consider the fourth-order equation
which has only the Lie point symmetry . It can be checked that the Lie reduction method leads to a third-order equation from which it seems difficult to recover the general solution of the initial Equation (52).
By proceeding as in the previous examples, a -structure for the distribution generated by the vector field
can be explicitly determined by the following vector fields:
Since where denotes the third-order prolongation of the Lie point symmetry [1], it is clear that is a -symmetry of in the sense of Definition 3. The vector field is a -symmetry of because
The vector field is a -symmetry of , since
Finally, X4 is a -symmetry of ({Z, X1, X2, X3}) because {Z, X1, X2, X3} are pointwise linearly independent. In this example, X2, X3, and X4 do not correspond to symmetries of Equation (52).
We use the volume form to calculate 1-forms given by (5):
- We begin by solving the Pfaffian equation . It can be checked that a smooth function such that is given by:
- The restriction of to the submanifold implicitly defined by becomesA smooth function such that can be expressed in the form:where denotes the error function defined by [56]
- The restriction of to the submanifold of implicitly defined by where becomesIt can be checked that a function such that is given bywhere and constitute a fundamental set of solutions to the following two-parameter family of Schrödinger-type equations:
- Finally, the restriction of to the submanifold of defined by , with , becomesA function such that can be calculated by a simple quadrature and becomes
As a result of the previous procedure of integration, using the -structure defined by (53), the initial fourth-order Equation (52) has been completely integrated. A fundamental set of solutions of and of (56) can be used to express the general solution of the given problem in the form:
where for
Some Particular Solutions in Terms of Elementary Functions
For some particular values of the arbitrary constants in (57), the general solution to Equation (52) can be expressed in terms of elementary functions. This is the case, for instance, when For these particular values, the Schrödinger-type Equation (56) turns out to be simply and therefore a corresponding fundamental set of solutions is given by and
In this case, the expression (57) provides the following two-parameter familiy of exact solutions for Equation (44):
The graphs of some solutions of this type are plotted in Figure 4:
5.3. A Fourth-Order ODE without Lie Point Symmetries
This example illustrates the success of the -structure-based method in solving ODEs for which the classical Lie method cannot be applied due to the absence of Lie point symmetries in the equation. This is the case of the fourth-order ODE
whose associated vector field is
It can be checked that the determining equations for a Lie point symmetry of Equation (58), in the form , yield the trivial solution . Therefore Equation (58) does not admit Lie point symmetries.
Finding a -structure for can be simplified by assuming that some of the infinitesimals of the corresponding elements are constant or linear with respect to and . This is similar to the approach used in the previous examples. In this way, we find the ordered set given by the following vector fields:
It can be verified that the vector field is a -symmetry of , since . On the other hand, the vector field is a symmetry of , because
Finally X3 is a -symmetry of ({Z, X1, X2}), since the following commutation relations are satisfied:
Thus, in accordance with Definition 4, and considering the pointwise linear independence of X1, X2, X3, X4, the ordered set forms a -structure for (Z).
In what follows, we employ the integration method outlined in Section 3 to achieve our objective of solving Equation (58). The corresponding 1-forms provided in (5) yield the following expression when using
The results obtained after applying the integration procedure, as described in Section 3, are presented below.
- The Pfaffian equation is completely integrable and a function such that can be chosen as
- The restriction of the 1-form given in (59) to providesA function such that is
- We now restrict the 1-form in (59) to resulting inA function such that can be calculated by simple quadrature:
- Finally, the restriction of the 1-form given in (59) to turns out to be:The integration of the Pfaffian equation is equivalent to solve the following first-order ODE:which is of Riccati-type. Equation (61) can be mapped into the following Schrödinger-type equation by means of the standard transformation :
By setting where we obtain the general solution for Equation (58), expressed in terms of a fundamental set of solutions to Equation (62):
where , for In consequence, the -structure approach successfully solves the fourth-order Equation (58), despite the absence of Lie point symmetries.
Some Families of Exact Solutions in Terms of Special Functions
For particular values of the constants , and appearing in (62), a fundamental set of solutions to the Schrödinger-type Equation (62) can be expressed in terms of well-known special functions. For instance, when Equation (62) becomes
which admits the following linearly independent solutions:
where and denotes the corresponding Whittaker functions [56], i.e., two linearly independent solutions to the equation
Therefore, a two-parameter family of solutions that corresponds to (64) when is given by
Since Whittaker functions can be defined in terms of hypergeometric or Kummer functions, the family of solutions (66) could have alternatively been expressed using other special functions. Furthermore, by selecting different values for in (66), we can generate 1-parameter families of solutions that involve various types of special functions, such as the following examples:
- For (66) provides the next 1-parameter family of exact solutionswhere and denote the modified Bessel functions of the first and second kinds, respectively.
6. Concluding Remarks
In this work, the effectiveness of the -structure procedure as a novel tool to deal with integrability problems in differential equations has been demonstrated. By applying the integration method based on -structures, several models have been fully integrated, including a Lotka–Volterra model and equations for which the Lie method encounters certain obstacles when trying to obtain the general solution.
Consequently, -structures offer significant contributions to solving problems that cannot be solved by classical methods, expanding our understanding and analytical capabilities in tackling intricate mathematical problems.
Author Contributions
Conceptualization, A.J.P.-C., C.M. and A.R; methodology, A.J.P.-C., C.M. and A.R; investigation, A.J.P.-C., C.M. and A.R; writing—original draft preparation, A.J.P.-C., C.M. and A.R; writing—review and editing, A.J.P.-C., C.M. and A.R; visualization, A.J.P.-C., C.M. and A.R. All authors have read and agreed to the published version of the manuscript.
Funding
This research was partially funded by the Junta de Andalucía trough the research group FQM–377 and by Universidad de Cádiz through “Plan Propio de Estímulo y Apoyo a la Investigación y Transferencia 2022/2023”. A. Ruiz and C. Muriel thank the partial financial support by the grant “Operator Theory: an interdisciplinary approach”, reference ProyExcel_00780, a project financed in the 2021 call for Grants for Excellence Projects, under a competitive bidding regime, aimed at entities qualified as Agents of the Andalusian Knowledge System, in the scope of the Andalusian Research, Development and Innovation Plan (PAIDI 2020). Counseling of University, Research and Innovation of the Junta de Andalucía.
Data Availability Statement
No new data were created or analyzed in this study. Data sharing is not applicable to this article.
Acknowledgments
The authors thank the finantial support from Junta de Andalucía to the research group FQM–377 and from Universidad de Cádiz through “Plan Propio de Estímulo y Apoyo a la Investigación y Transferencia 2022/2023”. A. Ruiz and C. Muriel thank the partial financial support by the grant “Operator Theory: an interdisciplinary approach”, reference ProyExcel_00780, a project financed in the 2021 call for Grants for Excellence Projects, under a competitive bidding regime, aimed at entities qualified as Agents of the Andalusian Knowledge System, in the scope of the Andalusian Research, Development and Innovation Plan (PAIDI 2020). Counseling of University, Research and Innovation of the Junta de Andalucía.
Conflicts of Interest
The authors declare no conflict of interest.
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