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ABSTRACT
In this paper, we have developed the spectral theory for a conformable fractional Sturm-Liouville problem with boundary conditions which include conformable fractional derivatives of order α,
, and prove a completeness theorem and an expansion theorem. We obtain the canonical infinite product constructed by the zero set of the characteristic function of
. Also, we calculate the regularized trace formula of the eigenvalues and investigate the inverse nodal problem for this problem with real-valued coefficients on a finite interval. The oscillation of the eigenfunctions for sufficiently large n is established, and an asymptotic formula for elements constructed by of nodal points is obtained. The uniqueness theorem is proved, and an effective procedure for solving the inverse problem is given. Finally, we present two examples to illustrate our theoretical findings.
1. Introduction
The beginning of the fractional calculus is considered to be Leibniz's letter to L'Hôspital in 1695. L'Hôspital asked, ‘what does it mean if
?’. Since then, various types of fractional derivatives have been introduced, most of which use an integral form with different singular kernels for the fractional derivative. Due to the same reason, these fractional derivatives inherit some non-local behaviours which lead them to numerous interesting applications, including memory effects and future dependence. However, almost all the fractional derivatives used in this literature, such as Grünwald-Letnikov, Riemann-Liouville, Caputo and Jumarie, Marchaud and Riesz, fail to satisfy some of the basic properties owned by usual derivatives, e.g. the product rule, chain rule, Rolle's theorem, mean value theorem, composition rule and semigroup property. These inconsistencies lead to the development of the local fractional derivative whose most properties coincide with classical integer derivative. Recently, Khalil, Al Horani, Yousef and Sababhehb [Citation1] introduced a new local fractional derivative and fractional integral. This simple, well-behaved definition enables us to prove many properties analogous to those of integer-order derivative, probably because it includes a limit, instead of an integral. More basic properties and main results on conformable derivative can be found in [Citation2,Citation3]. Despite the numerous attractive properties the conformable derivative has, it has drawbacks and some unusual properties, e.g. the zero order derivative of a function does not return the function and the index law does not hold, that is,
for any α and β. Some authors (See [Citation4]) have argued that conformable fractional derivative is not a truly fractional operator. This question seems today to still be open and perhaps it is a philosophical issue. Because of its effectiveness and applicability, conformable derivative has been employed in various field such as the control theory of dynamical systems [Citation5], Newton mechanics [Citation6,Citation7], quantum mechanics [Citation8], variational calculus [Citation9], arbitrary time scale problems [Citation10,Citation11], anomalous diffusion [Citation12], diffusive transport [Citation13,Citation14] and stochastic process [Citation15]. Recently, a physical interpretation of the conformable derivative is provided by Zhao and Luo [Citation16]. They generalized the definition of the conformable derivative to general conformable derivative by means of linear extended
derivative, and used this definition to demonstrate that the physical interpretation of the conformable derivative is a modification of classical derivative in direction an dmagnitude. So, in our opinion, the interest in the conformable derivative has been increasing and it is worthwhile to explore in this new research area.
In recent years, much effort has focussed on a fractional generalization of the well-known Sturm-Liouville problems (See [Citation17–20]). Fractional Sturm-Liouville problems (FSLPs) are different from those usually defined in this literature, i.e. the ordinary derivatives in a traditional Sturm-Liouville problem are replaced with fractional derivatives or derivatives of fractional order. These types of FSLPs arise in various areas of science and in many fields in engineering, we refer to [Citation21–25]. Now, we consider on the closed interval the boundary value problem
:
(1)
(1) with boundary conditions
(2)
(2) known as a conformable fractional Sturm-Liouville problem (CFSLP). Here, λ is the spectral parameter,
, h and H are real, and
. Where
is the CF derivative of order α,
. The operator
is called the CFSL operator.
The present paper is composed of two main parts. In the first part, we prove the existence of infinitely many real eigenvalues of the CFSLP which are simple, and that the corresponding eigenfunctions are orthogonal (See parts 1, 2 and 3 of Theorem 3.7), and then, we provide the asymptotic behaviour of eigenvalues and the corresponding eigenfunctions (Theorem 3.10). The proof concerning the expansion theorem is established by means of contour integration and the calculus of residues (Theorem 3.12). Also, we obtain the canonical infinite product constructed by the zero set of the characteristic function of (Theorem 3.11). Then, we present an explicit formula of the regularized trace regarding the boundary condition parameters and the potential for the problem (Equation1
(1)
(1) )–(Equation2
(2)
(2) ) by using Levitan's method as in [Citation26] (See Theorem 4.3). The study of regularized traces for the Sturm-Liouville operator on a finite interval was initiated in [Citation27]. Later on, some authors turned their attention to trace theory and obtained exciting results [Citation28–31]. This research continued in many respects, such as Dirac operators, the matrix Schrödinger equation with energy-dependent potential, the linear damped wave equation, differential operators with abstract operator-valued coefficients, and the case of matrix-valued Sturm-Liouville operators, etc. (See for instance, [Citation32–36]). In the second part, we investigate the inverse nodal problem for the CFSLP (Equation1
(1)
(1) ) with boundary conditions (Equation2
(2)
(2) ) which includes the CF derivative of order α,
. At first, we obtain a detailed asymptotic formula for elements constructed by of nodal points (Lemma 5.1). Then, we demonstrate that the n-th eigenfunction of
has precisely n nodes in the interval
for sufficiently large n, which is an analogue of the classical Sturm's oscillation theorem for the Sturm-Liouville operator (Theorem 5.2). Further, we prove a uniqueness theorem and provide two algorithms to reconstruct the potential function q and the parameters h, H in the boundary conditions from elements constructed by of nodes and the length of those elements (See Theorem 5.5 and Theorem 5.9). The inverse nodal problem, which is different from the classical inverse spectral theory of Gelfand and Levitan [Citation37], was started by McLaughlin [Citation38]. Later, Hald and McLaughlin [Citation39] and Browne and Sleeman [Citation40] proved that it is sufficient to know the nodal points to determine the potential function of the regular Sturm-Liouville problem uniquely. Yang [Citation41] presented an algorithm to recover q from a dense subset of nodal points. Furthermore, the inverse nodal Sturm-Liouville problems have been considered recently in [Citation42–48].
This paper is organized as follows. In Section 2 some basic definitions and properties of CF calculus are given. Section 3 is devoted to the study of the spectrum of the CFSL operator. The regularized traces for the operator with boundary conditions is calculated in Section 4. Our main results are given in Section 5. We discuss the inverse nodal problem of reconstructing the potential from an arbitrary dense set of elements constructed by of nodes of the boundary value problem
. Finally, we summarize our results in Section 6.
2. Conformable fractional preliminaries
Here, we give some basic definitions and properties of the conformable fractional calculus theory which can be found in [Citation1,Citation2].
Definition 2.1
Let be a given function. Then, the conformable fractional derivative of f of order α is defined by:
(3)
(3) for all
. Note that if f is differentiable, then
(4)
(4) where
. If
exists and is finite, we say that f is α-differentiable at
. From now on, assume that
(i.e. the CF derivative of order α with respect to x).
Theorem 2.2
If a function is α-differentiable at
. Then, f is continuous at
.
Definition 2.3
Let be a given function. Then, the conformable fractional integral of f of order α is defined by:
(5)
(5) for all
. Where the integral is the usual Riemann improper integral.
Theorem 2.4
Let f, g be α-differentiable at x, x>0. Then
c is a constant
.
Lemma 2.5
Let be any continuous function. Then, for all
we have
.
Lemma 2.6
Let be differentiable. Then, for all
we have
Theorem 2.7
α-chain rule
Let be α-differentiable functions and
. Then,
is α-differentiable and for all
and
If
then
.
Proposition 2.8
Let such that
and f be a function defined on
. Then, the following semigroup properties hold:
If f be twice differentiable on
then
.
Note that if then
.
Theorem 2.9
α-integration by parts
Let be two functions such that fg is differentiable. Then
(6)
(6)
Definition 2.10
The space consists of all functions defined on the interval
which are continuously α-differentiable up to order n.
Definition 2.11
Let ,
. The space
consists of all functions
satisfying the condition
.
Lemma 2.12
The space associated with the norm function
is a Banach space. Moreover, if
then
associated with the inner product
is a Hilbert space
See [Citation49]).
Definition 2.13
Let be such that
. The Sobolev space
consists of all functions defined on the interval
, such that
is absolutely continuous, and
(See [Citation49] for more details).
Lemma 2.14
α-Leibniz rule
Let and
be continuous in x on some regions of the
-plane, including
. If
and
are both α-differentiable for
then
Proof.
From the Leibniz rule, the proof is clear.
Lemma 2.15
Assume that and
be real-valued, nonnegative on an interval
is a continuous function, and
. If
where c is a non negative constant, then
.
Proof.
This lemma can be proved by using an argument similar to that for Lemma 3.2.1. in [Citation30].
3. Conformable fractional Sturm-Liouville problems
In this section, we collect known results about the spectra of the regular conformable fractional Sturm-Liouville operator on a finite interval. Note that more general second-order equations
(7)
(7) where the function
is positive on
, are reducible to the form (Equation1
(1)
(1) ). If we assume that
and
, then (Equation7
(7)
(7) ) by the change of variables such as those of Joseph Liouville
(8)
(8) can be reduced to the canonical form
, where
3.1. Basic properties of the operator
Definition 3.1
Let be α-differentiable functions on
. The fractional Wronskian of y and z is defined as:
(9)
(9)
Lemma 3.2
Two solutions y, z of Equation (Equation1(1)
(1) ) defined an
are linearly independent if and only if
for all
See [Citation50]).
Theorem 3.3
For Equation (Equation1
(1)
(1) ) has a unique solution in
which satisfies
(10)
(10) Moreover,
is an entire function of λ for all
.
Proof.
The proof of this theorem is provided in Appendix A.1.
Let be the solutions of (Equation1
(1)
(1) ) under the conditions
(11)
(11) Clearly,
(12)
(12) We denote
(13)
(13) Using the formula for the fractional Wronskian (See [Citation51]),
,
, for two solutions y and z of (Equation1
(1)
(1) ) and some
. Hence,
does not depend on x. The function
is called the characteristic function of
. Now, putting
and
in (Equation13
(13)
(13) ), we get
(14)
(14)
Theorem 3.4
The zeros of the characteristic function coincide with the eigenvalues of the boundary value problem
. The functions
and
are eigenfunctions and there exists a sequence
such that
(15)
(15)
Proof.
The proof is very similar to the one proved in [Citation52, Theorem 1.1.1.] and thus omitted.
Lemma 3.5
Denote . Then, we have
where the numbers
are defined by (Equation15
(15)
(15) ), and
. The data
are called the spectral data of
.
Proof.
Since
we get
. Now, the α-integration over the interval
and using (Equation5
(5)
(5) ) and (Equation14
(14)
(14) ), we obtain
For
, this yields
. Using (Equation15
(15)
(15) ) and
concludes the proof.
Lemma 3.6
Let . Then the CFSL operator
is a self-adjoint on
. In other words,
(16)
(16)
Proof.
After applying α-integration by parts twice, we can write
(17)
(17) It follows from the boundary conditions (Equation2
(2)
(2) ) that
. Therefore,
is a self-adjoint operator on
.
Theorem 3.7
The eigenvalues and the eigenfunctions of the boundary value problem (Equation1(1)
(1) ), (Equation2
(2)
(2) ) have the following properties:
The eigenvalues are real.
Eigenfunctions related to different eigenvalues are orthogonal in
.
All eigenvalues are simple.
Proof.
Let and
be eigenvalues with eigenfunctions
and
, respectively. Lemma 3.6 imply that
, and consequently,
, and as
, we get
. Then,
and
are orthogonal on
. Also, let
be a complex eigenvalue with an eigenfunction
. Since
and H are real, we conclude that
is also the eigenvalue with the eigenfunction
. Since
, we derive as before
. Hence,
. Thus, all eigenvalues
of
are real, and consequently the eigenfunctions
and
are real as well. Since
,
, by Lemma 3.5 we have
.
Property 3.1
Property 3.2
3.2. Asymptotic behaviour of the eigenvalues and eigenfunctions
In this part, similar to the classical case (e.g. see [Citation30,Citation52] for more details), we can obtain the following asymptotic formulae for the eigenvalues and eigenfunctions of , and the conformable fractional derivative makes no essential complications.
Lemma 3.8
Let . Then
(19)
(19)
(20)
(20)
Proof.
Equations (Equation18(19)
(19) ) and (Equation19
(20)
(20) ) are called the conformable fractional Volterra integral equations. To prove (Equation18
(19)
(19) ), since
satisfies (Equation1
(1)
(1) ), we see that
After applying α-integration by parts twice, and using (Equation11
(11)
(11) ) and Property 3.2 yields
and consequently
which yields (Equation18
(19)
(19) ). The formula in (Equation19
(20)
(20) ) is similarly proved.
Lemma 3.9
Let . Then, for
the following asymptotic formulae are valid:
(20)
(20) and
(22)
(22)
All estimates are uniform with respect to
.
Proof.
Put . Since
, we have from (Equation18
(19)
(19) ) that for
,
Denote
. It follows form the last equality that
Hence,
. For sufficiently large
, this yields
, i.e.
. Substituting
into the right-hand side of (Equation18
(19)
(19) ), we get
Therefore, we arrive at the first formula in (Equation20
(20)
(20) ). Further, with CF differentiating (Equation18
(19)
(19) ), we calculate
(22)
(22) Thus, similarly, the second estimate (Equation20
(20)
(20) ) holds. It can be proved similarly for
, using (Equation19
(20)
(20) ).
The most important results concerning the existence and the asymptotic behaviour of the eigenvalues and the eigenfunctions and the properties of spectral characteristics of are given in the next theorems.
Theorem 3.10
The boundary value problem has a countable set of eigenvalues
. For
the following estimates hold:
(23)
(23)
(24)
(24)
where
(25)
(25) Here, the same symbol
denotes various sequences from
and symbol C denotes various positive constants which do not depend on
and n.
Proof.
By setting the asymptotic formula for from (Equation20
(20)
(20) ) into the right-hand side of (Equation18
(19)
(19) ) and (Equation22
(22)
(22) ), we calculate
(26)
(26)
(27)
(27)
where
. In accordance with (Equation14
(14)
(14) ), the relation
with the help of (Equation26
(26)
(26) ) and (Equation27
(27)
(27) ) is simplified to the form
(28)
(28) where
.
We define . Let us show that
(29)
(29)
(30)
(30)
for sufficiently large
. Let
. It is sufficient to prove (Equation29
(29)
(29) ) for the domain
.
We denote . Let
. When
, we have
, and if
, then
. Thus, (Equation29
(29)
(29) ) is proved. Also, combining (Equation28
(28)
(28) ), (Equation29
(29)
(29) ) for
gives
and consequently (Equation30
(30)
(30) ) is valid. Take a circle
in the
plan. From (Equation28
(28)
(28) ), it follows that
,
,
, and using (Equation29
(29)
(29) ), we obtain
, for sufficiently large
. Then, by Rouchè's theorem, there are as many zeros of
inside
as of the function
, i.e. it equals
. Thus, in the circle
there exist exactly
eigenvalues of
. Consequently, in the circle
, there is exactly one zero of
and
. Since
is arbitrary, we conclude that
,
as
. By substituting this into (Equation28
(28)
(28) ), we obtain
This implies
(31)
(31) Then,
i.e.
. Using (Equation31
(31)
(31) ), once more we more precisely obtain
i.e. (Equation23
(23)
(23) ) is valid. Setting (Equation23
(23)
(23) ) into (Equation26
(26)
(26) ), we arrive at (Equation24
(24)
(24) ), where
(26)
(26)
In conclusion,
, and this completes the proof.
Theorem 3.11
The specification of the spectrum uniquely determines the characteristic function
by the formula
(33)
(33)
Proof.
It follows from (Equation28(28)
(28) ) that
is entire in λ of order 1/2, hence by Hadamard's factorization theorem, we have
. Consider the function
. Then
. Now, combining (Equation23
(23)
(23) ) and (Equation28
(28)
(28) ) yields
, and hence
. Combined with
, this implies (Equation33
(33)
(33) ).
3.3. Completeness and expansion theorems
In this subsection, we provide that the system of the eigenfunctions of the CFSL boundary value problem is complete and forms an orthogonal basis in
. The completeness and expansion theorems are important for solving various problems in mathematical physics by the Fourier method, and also for the spectral theory itself.
Theorem 3.12
The system of eigenfunctions
of the boundary value problem
is complete in
.
Let
be an absolutely continuous function. Then
(34)
(34) and the series converges uniformly on
.
Let
the series (Equation34
(34)
(34) ) converges in
and
Proof.
The proof of this theorem is similar to the proof of Theorem 1.2.1. from [Citation52, p.15] and will be given in Appendix A.2.
4. Regularized trace formulas
In this section, we obtain the regularized sum from the eigenvalues for problem . We follow the idea employed in the proof of the similar trace formula for the Sturm-Liouville operators in [Citation26,Citation31]. We first present a lemma that gives more precise asymptotic formulae for characteristic function
and other formulas (See the proof in Appendix A.3).
Lemma 4.1
If then one can obtain more precise asymptotic formulae as before:
(36)
(36)
(37)
(37)
(38)
(38)
where
(38)
(38)
Subsequent estimates are based on the following lemma.
Lemma 4.2
If then
(39)
(39)
Proof.
Let be the eigenvalues of the problem (Equation1
(1)
(1) )–(Equation2
(2)
(2) ). Applying Theorem 3.10, we thus obtain
(40)
(40) this yields
, i.e. there exists
such that
, and consequently
and the lemma is thus proved.
Theorem 4.3
Suppose that and let
be the sequence of the eigenvalues of the problem
. Then, the following trace formula is valid:
(45)
(45)
Proof.
Let , here μ is real, we obtain the sum of (Equation41
(45)
(45) ) with comparing the coefficients of the same powers of μ on the formulas (Equation33
(33)
(33) ) and (Equation37
(38)
(38) ) for
. We conclude from Theorem 3.11 that
(42)
(42) where
. To study the asymptotic behaviour of
for large positive μ, we consider
(43)
(43) The estimate (Equation39
(39)
(39) ) leads to
(44)
(44) Furthermore,
(49)
(49)
Since
, it follows from (Equation39
(39)
(39) ) that
(50)
(50)
Also, we know that
(47)
(47) Now, putting (Equation44
(44)
(44) )–(Equation47
(47)
(47) ) and (Equation41
(45)
(45) ) into (Equation43
(43)
(43) ), we get
Therefore
(53)
(53)
Combining (Equation48
(53)
(53) ) with (Equation42
(42)
(42) ), and using
as
yields
(49)
(49) Substituting
into (Equation37
(38)
(38) ) as
gives us
(55)
(55)
Moreover, comparing the coefficients (Equation49
(49)
(49) ) with (Equation50
(55)
(55) ) allows us to conclude that
, and using (Equation25
(25)
(25) ) and (Equation38
(38)
(38) ), we can write
Finally, since
holds, we have proved (Equation41
(45)
(45) ).
5. Inverse nodal problems
The main results of this section are the asymptotic formula for elements constructed by of nodal points, oscillation of the eigenfunctions, uniqueness theorem and reconstruction formula for any as a limit of nodal data.
5.1. Oscillation theorem. Asymptotic formula
Let be the set of eigenvalues of (Equation1
(1)
(1) )–(Equation2
(2)
(2) ) and
be the eigenfunction corresponding to the eigenvalue
. Using an analogue of the Sturm oscillation theorem, for sufficiently large n, we find that
has exactly n nodal points locating in
. Define
and the set
is called the nodal set of the boundary value problem
. In other words,
. Also, let
be the j-th domain of the n-th element of Y and let
be the length of the j-th domain, which is constructed by the n-th nodes. We also define the function
to be the largest index j such that
. Thus,
if and only if
.
The following lemma is, in fact, a refinement of [Citation53, Lemma 2.2]. Its proof is similar and will be given in Appendix A.4.
Lemma 5.1
Assume that . Then, as
(9)
(9)
(30)
(30)
for the problem (Equation1
(1)
(1) )–(Equation2
(2)
(2) ), where
for
.
Theorem 5.2
For sufficiently large n, the eigenfunction of the problem
has exactly n nodes in the interval
and
for
. Moreover, suppose that
. Then, the elements Y constructed by of nodal points have the following asymptotic form, as
(60)
(60)
uniformly with respect to j, where
for
.
Proof.
Let be the eigenvalues of the problem
. From (Equation23
(23)
(23) ), we obtain
Substituting back into (Equation51
(9)
(9) ), and using the following relation
we arrive at (Equation53
(60)
(60) ), which, in turn, gives
,
. Observing that for large n,
for positive n. Also, for
the formula (Equation53
(60)
(60) ) gives
Thus, we conclude that
, for
. Since
, then
, we can easily obtain
, for n>0. Hence, precisely n zeros of the eigenfunction
lie in
, and this completes the proof.
Corollary 5.3
From Theorem 5.2 it follows that the set Y is dense in .
5.2. Uniqueness theorem. A solution of the inverse nodal problem
Now, we are ready to formulate two explicit algorithms for the potential function and the parameters h, H in the boundary conditions in the CFSLP (Equation1(1)
(1) )–(Equation2
(2)
(2) ) by using elements constructed by of nodes and the length of those elements. We point out that our results are extensions to those in [Citation38,Citation44,Citation54–58]. We consider the following inverse problem.
Problem 5.1
Given a set Y, constructed by of nodal points X, or a subset of a set Y, where
is dense in
find the parameters
in the boundary conditions and the function
where
.
Theorem 5.4
For each . Let
be chosen such that
. Then, the following finite limit exists and the corresponding equality holds, for
.
(54)
(54) where
(55)
(55)
Proof.
Thanks to the Theorem 5.2 and the fact that implies that
, we have
(69)
(69)
Consequently, (Equation55
(55)
(55) ) follows from (EquationA15
(A15)
(A15) ) and (Equation56
(69)
(69) ).
Based on Theorem 5.4 we can now prove a uniqueness theorem and provide an effective procedure for the solution of the inverse nodal problem. We agree that if a particular symbol ϒ denotes an object related to , then
will denote an analogous object related to
.
Theorem 5.5
Let be dense set on
. Let
then
a.e. on
. Thus, the specification of Y uniquely determines the potential
on
and the coefficients of the boundary conditions. Furthermore, the function
and the numbers h, H can be constructed by the formulae
(70)
(70)
(71)
(71)
where
is calculated by (Equation55
(55)
(55) ).
Proof.
Taking α-CF derivative of (Equation55(55)
(55) ), we calculate
, and using (Equation25
(25)
(25) ), we arrive at (Equation57
(70)
(70) )–(Equation58
(71)
(71) ). If
, then (Equation54
(54)
(54) ) implies that
for
. By virtue of (Equation57
(70)
(70) )–(Equation58
(71)
(71) ), we get
a.e. on
.
Corollary 5.6
Let and
be a subset of nodal points which satisfy that
is dense in
. Then, the
uniquely determines the parameters h, H in the boundary conditions and the function
. Furthermore, the numbers h, H and the function
can be found by the following algorithm:
Algorithm 5.1
Let a subset of the nodal points be given. Then
Create a dense subset
in
by
,
.
For each
, choose a sequence
such that
.
Find the function
by (Equation54
(54)
(54) ), and calculate
.
Finally, calculate the function
by the formula (Equation57
(70)
(70) ), and determine
by (Equation58
(71)
(71) ).
Let us point out an alternative algorithm using the notion of the length of the elements constructed by of nodal points , which allows one to approximate
directly by a pointwise limit. First, we need the following assertion.
Theorem 5.7
Let be a continuous function. Then, there exists ξ in
such that
(59)
(59)
Proof.
Similar to the mean value theorem for integrals, we can easily obtain (Equation59(59)
(59) ).
Lemma 5.8
Let . Then
for almost every
with
for
.
Proof.
The proof follows from the same arguments as in the proof of Lemma 3.1 and Theorem 3.2 in [Citation53].
Theorem 5.9
The potential function satisfies
(60)
(60) for almost every
with
for
.
Proof.
From (Equation52(30)
(30) ), it is clear that
(88)
(88)
Passing to the limit as
in (Equation61
(88)
(88) ) and Lemma 5.8, we arrive at (Equation60
(60)
(60) ).
Lemma 5.10
For the set constructed by of nodal points X, the following limits exist for all
.
Corollary 5.11
Let j be fixed. If (i) exists, then
(62)
(62) and if (ii) exists, then
(63)
(63)
Proof.
Combining Lemma 5.10 with (Equation53(60)
(60) ) concludes the proof.
Remark 5.1
In practice, if the third term (i.e. ) appears in the asymptotic formula of
as defined in Theorem 5.2 for
, then the limit (Equation60
(60)
(60) ) with the approximation
takes the following form:
(64)
(64) If the third term does not appear in (Equation53
(60)
(60) ), then
.
Thus, we arrive at the following alternative algorithm for solving Problem 5.1, which, unlike the first one contains no differentiation.
Algorithm 5.2
Let a subset of the nodal points be given. Then
Generate a dense subset
in
by
,
.
Create a sequence
from the length of the elements
by
.
Find the function
by the formula (Equation64
(64)
(64) ).
Calculate the parameters
in the boundary conditions by (Equation62
(62)
(62) ) and (Equation63
(63)
(63) ).
Example 5.1
Let the potential function be given. Then, the eigenvalues and the eigenfunctions for the boundary value problem (Equation1
(1)
(1) )–(Equation2
(2)
(2) ) with
obtained from the relations (Equation40
(40)
(40) ) and (EquationA14
(A14)
(A14) ), respectively, are formulated in the following forms, for
, sufficiently large
,
(32)
(32)
(33)
(33)
The growth of eigenvalues of the CFSLP,
, is plotted in Figure , corresponding to six values of
(a) and
(b). As we see, the growth of the eigenvalues in CFSLP w.r.t. n is dependent on the fractional derivative order α, as shown in (Equation65
(32)
(32) ). Since
, there are several growth modes, the sublinear growth corresponding to
, the subquadratic growth mode which corresponds to
, and in other points of this interval, where a superlinear-subquadratic growth is observed. The case
leads to an exact quadratic growth. To visually get more sense of how the eigensolutions look like, in Figure we plot the eigenfunctions of this example,
of different orders and corresponding to different values of α used in Figure . We realize that, for α values very close to 0, e.g.
, most of the roots of the eigenfunctions are accumulated on a around of zero and have minimal values and so close to 0. Also, for α values sufficiently away from 0, especially as α approaches 1, e.g.
, the roots (the nodal points) are distributed in the interval
. We can see that the conditions of oscillation theorem 5.2 are provided.
Figure 1. Growth of the eigenvalues of CFSLP in Example 5.1, versus n, corresponding to different fractional-order ; (a): sublinear growth,
and 0.5; (a): superlinear-subquadratic growth, and
; (b): subquadratic growth,
; (b): quadratic growth. Here we compare the growth of the eigenvalues to the classical case, i.e.
with quadratic growth. The blue line denotes the linear growth. (a) The first ten eigenvalues for
. (b) The first ten eigenvalues for
.
![Figure 1. Growth of the eigenvalues of CFSLP in Example 5.1, versus n, corresponding to different fractional-order α=0.1; (a): sublinear growth, α=0.2 and 0.5; (a): superlinear-subquadratic growth, and α=0.6; (b): subquadratic growth, α=0.8; (b): quadratic growth. Here we compare the growth of the eigenvalues to the classical case, i.e. α=1.0 with quadratic growth. The blue line denotes the linear growth. (a) The first ten eigenvalues for α=0.1,0.2,0.5. (b) The first ten eigenvalues for α=0.6,0.8,1.0.](/cms/asset/6dbc1aeb-5323-4710-a68d-f493f242f82f/gipe_a_1615909_f0001_oc.jpg)
Figure 2. Eigenfunctions of CFSLP in Example 5.1, versus x, corresponding to the fractional order (first row),
(second row),
(third row), and
(last row), for
(left column),
(right column).
![Figure 2. Eigenfunctions of CFSLP in Example 5.1, versus x, corresponding to the fractional order α=0.1 (first row), α=0.2 (second row), α=0.5 (third row), and α=0.8 (last row), for n=1,3,5 (left column), n=10 (right column).](/cms/asset/c14e116d-5a99-4048-92e1-eaf51e5c7c4b/gipe_a_1615909_f0002_oc.jpg)
The nodal points of the Equation (Equation1(1)
(1) )–(Equation2
(2)
(2) ) with
obtained from the relation (Equation51
(9)
(9) ), are given as
(67)
(67) where
We calculate in Table the numerical results of true nodal points and their predictions by the asymptotic formula (Equation67
(67)
(67) ). The true nodal points are calculated by Newton's method, and the values are precise in the first eight digits (which is set to
in our computation). We observe that, as α values away from 0, the asymptotic formula (Equation67
(67)
(67) ) is a good approximation not only for sufficiently large n but also for small spectral numbers, especially for α values close to 1. This is in stark coincidence with the classical case
, where the asymptotic formula is very accurate even for relatively small n, (See Figure and Table ). Also, we obtain the absolute errors,
, between the true (
, the roots of Equation (Equation66
(33)
(33) ) obtained by Newton's method) and explicit nodal points
, for n=2,5 and n=10,
, corresponding to the fractional-order
, and
which are seen in Table .
Table 1. Numerical values of nodal points and absolute errors between the true and predicted values, for ![](//:0)
(Part I), ![](//:0)
(Part II), ![](//:0)
(Part III), corresponding to the fractional order ![](//:0)
and ![](//:0)
in Example 5.1.
Example 5.2
Let be the dense subset of nodal points in
given by the following asmptotics:
(86)
(86)
where
. From (Equation68
(86)
(86) ), we deduce
(87)
(87)
Therefore, using (Equation54
(54)
(54) ) and (Equation55
(55)
(55) ), and Algorithm 5.1, we get
By virtue of (Equation57
(70)
(70) )–(Equation58
(71)
(71) ), we compute
,
,
. Another method for calculating the potential function
is using Algorithm 5.2. Theorem 5.9 with (Equation69
(87)
(87) ) imply
, which concludes
, and using (Equation68
(86)
(86) ) and Corollary 5.11, we obtain
.
6. Concluding remarks
We expanded the spectral theory for CFSL operator , and proved that the eigenvalues are all real, simple and the eigenfunctions corresponding to distinct eigenvalues are orthogonal in the
-space. Also, we presented asymptotic formulae for the eigenvalues and eigenfunctions, and then, we showed that every nontrivial solution u of (Equation1
(1)
(1) ) and its CF-derivative
in
are entire functions of λ of order 1/2, and consequently by Hadamard's factorization theorem we obtain the infinite product representation for the characteristic function
of
. Next, we indicated that the obtained eigenfunctions are complete in different Hilbert space, and provided sufficient conditions under which the Fourier series for the eigenfunctions converges uniformly on
. Moreover, we have presented a first analytical study of the theory of regularized traces and inverse nodal problems for CFSL operator
. The experimental and numerical observations lead to some interesting conjectures for the CFSLP:
Thanks to the asymptotic formula (Equation40
(40)
(40) ) of the eigenvalues, there are several modes of growth referred to as a sublinear mode corresponding to
, a quadratic mode which corresponds to
, and a superlinear-subquadratic mode corresponding to other values α of
.
The presented nodal points
set up the increasing sequence. On the other hand, one can observe that the nodal points decrease with decreasing the order of derivative α. Also, for sufficiently large n, numerical example confirm the validity of the oscillation theorem for this type of the FSLP. Therefore, only the location of the zeros of eigenfunctions depends on the conformable derivative order, i.e. when the fractional-order α sufficiently away from 0 and approaches 1, similar to the classic case, the distribution of the zeros of the eigenfunctions in the interval
is uniform.
For each
, any dense subset of the elements constructed by of nodal points, and the length of those elements completely determines the potential q and the coefficients of the boundary conditions in the CFSLP (Equation1
(1)
(1) )–(Equation2
(2)
(2) ). Also, by increasing the order of derivative α, the asymptotic formulas obtained for the nodal points are in good agreement with the exact ones.
The authors believe that the new conceptions of the theory of CFSLPs not only can be applied to solve other problems with CF derivatives such as CF partial differential equations, CF integro-differential equations, CF partial integro-differential equations and CF optimal control problems and so on but can be easily used to solve the mentioned problems with integer order derivatives. Apart from these theoretical aspects, the rigorous analysis of appropriate numerical schemes is also of immense interest. In particular, the error estimates for the eigenvalue approximations, the rate of convergence for numerical schemes, numerical solution of inverse nodal problems, etc.
Disclosure statement
No potential conflict of interest was reported by the authors.
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Appendix
A.1. Proof of Theorem 3.3
The functions and
are the solutions of
with zero potential and
, where
is defined with respect to the principal branch. For all
,
, we define the sequence
of successive approximations by
(A1)
(A1) where
. We prove that for each fixed
the uniform limit of
as
exists and defines a solution of (Equation1
(1)
(1) ) and (Equation10
(10)
(10) ). Let
be fixed. There exist positive numbers
and
such that
for
and
, where
, for all
. Let us show by induction that
(A2)
(A2) where
. Indeed, for
, (EquationA2
(A2)
(A2) ) is obvious. Suppose that (EquationA2
(A2)
(A2) ) is valid for a certain fixed
. From (EquationA1
(A1)
(A1) ), we get
(A3)
(A3) Substituting (EquationA2
(A2)
(A2) ) into the right-hand side of (EquationA3
(A3)
(A3) ), we calculate
It follows from [Citation49, Theorem 26] and
that
Consequently by Weierstrass M-test the series
(A4)
(A4) Since the n-th partial sums of the series is nothing but
, then
approaches a function
uniformly on
as
, where
is the sum of the series. Similarly, we can also prove by induction on n that
approaches a function
uniformly on
as
. Hence, both
and
are continuous, i.e.
. Because of the uniform convergence, letting
in (EquationA1
(A1)
(A1) ), we obtain
Then, by α-Leibniz rule 2.14, clearly,
satisfies (Equation1
(1)
(1) ) and (Equation10
(10)
(10) ). That
is an entire function of the variable λ follows from the uniform convergence of the series (EquationA4
(A4)
(A4) ) and the structure of the functions
. To prove that problem (Equation1
(1)
(1) ), (Equation10
(10)
(10) ) has a unique solution, suppose on the contrary that
,
, are two solutions of (Equation1
(1)
(1) ), (Equation10
(10)
(10) ). Therefore, for
, we can write
letting
, we have
. Thus, the fractional version of Gronwall's inequality (See Lemma 2.15) implies
, and consequently
for all
. This completes a proof of the theorem.
A.2. Proof of Theorem 3.12
We denote , and consider the function
The function
is called Green's function for
.
is the kernel of the inverse operator for the CFSL operator, i.e.
is the solution of the boundary value problem
. From (Equation15
(15)
(15) ), Theorem 3.7 and using Lemma 3.5, we obtain
(A5)
(A5) Let
be such that
, then (EquationA5
(A5)
(A5) ) implies that
, and consequently for each
, the function
is entire in λ. Moreover, it follows from Lemma 3.9 and (Equation30
(30)
(30) ) that for a fixed
, and sufficiently large
,
,
,
. Using the maximum principle and Liouville's theorem, we conclude that
. Hence,
a.e. on
. Thus (1) is proved. Let now
be an arbitrary absolutely continuous function. Applying the same arguments as in the proof of [Citation52, Theorem 1.2.1.], we obtain
(A6)
(A6) where
Using Lemma 3.9 and (Equation30
(30)
(30) ), we get for a fixed
, and sufficiently large
,
(A7)
(A7) Let now
. Fix
and choose an absolutely continuous function
such that
(See [Citation49, Definition 16]), where
Then, we have
for
,
. Hence
(A8)
(A8)
Consider the contour integral
It follows from (EquationA6
(A6)
(A6) )–(EquationA8
(A8)
(A8) ) that
,
. On the other hand, we can calculate
with the help of the residue theorem. From (EquationA5
(A5)
(A5) ), we get
If
, we arrive at (Equation34
(34)
(34) ), where the series converges uniformly on
, i.e. (2) is proved. Moreover, by virtue of (1), the Parseval's equality is clear.
A.3. Proof of Lemma 4.1
Let . Then, α-integration by parts yields
(A9)
(A9)
(A10)
(A10)
It follows from (Equation26
(26)
(26) ), (EquationA10
(A10)
(A10) ) that
By putting this asymptotic into the right-hand side of (Equation18
(19)
(19) ) and from Property 3.2 and (Equation6
(6)
(6) ), we conclude that
(A11)
(A11)
where
(A12)
(A12)
Since
, then
(A13)
(A13) Hence, by substituting (EquationA12
(A12)
(A12) ), (EquationA13
(A13)
(A13) ) into (EquationA11
(A11)
(A11) ), and applying (EquationA10
(A10)
(A10) ) we arrive at (Equation35
(36)
(36) ). The formula in (Equation36
(37)
(37) ) is proved similarly. Finally, by using (Equation35
(36)
(36) ), (Equation36
(37)
(37) ) and (Equation14
(14)
(14) ), the desired result for
can be concluded, i.e. (Equation37
(38)
(38) ) are valid.
A.4. Proof of Lemma 5.1
For arbitrary , let
. By virtue of Lemma 3.8, the function
with the initial conditions
and
is a unique solution of the CF integral equation (Equation18
(19)
(19) ). Setting
in Lemma 3.8 into the right-hand side of (Equation18
(19)
(19) ), we have
Thus, by considering
and trigonometric calculations, and using (EquationA9
(A9)
(A9) ) and (EquationA10
(A10)
(A10) ), we can write
(A14)
(A14)
If
equal to zero and
is not close to zero, then by using (EquationA14
(A14)
(A14) ), we get
Since
, the above equality yields
and obtain
. Set
, by the change of variable
, we obtain
(A15)
(A15) Therefore
. Now, we take
and
. Since the Taylor's expansion for the arccotangent function is given by
, for some integer j, we then have
which yields (Equation51
(9)
(9) ). Finally, the asymptotic formula for
follows from (Equation51
(9)
(9) ) for
.