1. Introduction
Let
be
d-dimensional Euclidian space,
,
;
; and
be the field of complex numbers. Let
be a bounded open domain in
with a smooth boundary
,
, and let
denote some Hilbert space. This paper is devoted to discussing time-fractional partial differential equations in the form of
with
for
, where
;
is the
Caputo fractional derivative from initial point 0 and
;
is an
-valued continuous linear operator;
for each
and it meets the
Caratheodory condition, i.e., it is continuous with respect to the first variable and measurable with respect to the other variables.
Bochner, in a study on differential geometry [
1], firstly proposed the conception of almost automorphy [
2], which is a generalization to almost periodicity [
3] and periodicity [
4]. The importance of almost automorphy in qualitative studies of dynamics is further illustrated by the fact that the conception of almost automorphy proves essential in the study of almost automorphic dynamics for a class of ordinary, parabolic, and generalized differential equations. First, in terms of the nature of the lift from the coefficient space to the solution space, the dynamics are usually closed, not in the category of almost periodicity, but in the category of almost automorphy. Second, the emergence of almost automorphic dynamics shows the main difference between periodic systems and almost periodic systems. For example, in a monotonic dynamical system, the “lift” from the period coefficient can never be almost automorphy. Another important implication of the study of almost automorphic dynamics is its connection with Levitan
N-almost periodicity. Because almost automorphic functions are essentially
N-almost periodic, the current study of almost automorphic dynamics is closely related to
N-almost periodic cases, please see refs. [
3,
5,
6,
7,
8,
9] for more details.
1.1. Almost Automorphic Mild Solutions
During the last two decades, numerous scholars have focused on investigating almost automorphic dynamics of evolution equations described by
where
for some constant
is a finite dimensional Banach space, and
is a bounded linear operator on
X. Under some suitable assumptions, Equation
(2) can be transformed into the parabolic equations with the Dirichlet boundary condition in the form of
where
, and
denotes the Laplacian operator.
By employing a mix of the semigroup theory and fixed point theorems, almost automorphic (
mild) solutions of Equations (
2) and (
3) have been widely discussed by a large number of scholars [
10,
11,
12,
13,
14,
15,
16,
17,
18,
19] during the last two decades.
Definition 1. A continuous function is said to be a mild solution of Equation (
2)
ifwhere is an exponentially stable evolution family on X. Researchers [
10,
11,
12] have obtained the existence of (compact) almost automorphic
mild solutions to Equations (
2) and (
3) by supposing
is the infinitesimal generator of a
semigroup. Researchers [
13,
14] have used the extrapolation methods to study the existence and uniqueness of (
pseudo) almost automorphic
mild solution to the boundary system depicted by
where
is a densely defined linear operator on some Banach space
X. Additionally, the results in [
13,
14] can be adopted to obtain the existence of a unique almost automorphic
mild solution to Equation (
3). So, letting
be a multivalued maximal monotone operator on some Hilbert space
, Es-sebbar et al. [
15] studied the existence of compact almost automorphic
weak solutions for some differential inclusion. For more details on the studies of almost automorphy for Equations (
2) and (
3), please see
-almost automorphic
mild solutions [
16], almost automorphic
mild solutions in neutral functional differential equations [
17], and Fréchet spaces [
18], square-mean weighted pseudo almost automorphic
mild solutions with stochastic factors [
19]. The interest in studying fractional order differential equations is strongly motivated by the knowledge that they have been demonstrated to be a valuable facility for modernizing a variety of processes in different aspects of science, physics, business, and technology [
20,
21,
22]. It has a wide range of possible usages in physical activities such as seismic nonlinear vibrations, porous media seepage, and fluid dynamics traffic models. Resembling the studies of almost automorphic
mild solutions to integer-order evolution Equation (
2), some scholars concentrated on investigating almost automorphic dynamics of fractional evolution equations. For instance, Wang and Xia [
23] obtained the existence and uniqueness of a
-pseudo almost automorphic
mild solution to fractional evolution equations with Caputo operators. Chen et al. studied almost automorphic
mild solutions to fractional evolution equations with Riemann–Liouville operators [
24]. Authors [
25,
26] have discussed (weighted pseudo) almost automorphic
mild solutions of fractional evolution equations with higher orders. Pardoa and Lizama [
27] considered (weighted pseudo) almost automorphic
mild solutions to fractional evolution equations with two different fractional orders. In addition, a (pseudo) almost automorphic
mild solution for stochastic fractional evolution equations was reported in the literature [
28,
29].
It should be noted that a
mild solution of (fractional) parabolic or evolution equations is not a real sense of a solution to the corresponding parabolic or evolution equations. In allusion to integer-order evolution Equation (
2), it possesses a classical solution
if
a mild solution of Equation (
2),
and
are local and global Lipschitz continuous with respect to the first and second variables, respectively [
30]. Here,
is a Banach space endowed with the graph norm
,
. However, it is different for fractional evolution equations. In [
31], Wang et al. considered the Cauchy problem of a fractional evolution equation with the
Caputo operator as described below
where
, and
is an almost sectorial operator defined in Definition 1.1 in ref. [
31]. In view of Theorem 5.2 in ref. [
31], Equation (
5) admits that
-smooth solutions requiring a few extremely strict conditions for
F, e.g.,
needs to fill the Lipschitz condition on
. For example, taking
, and
, (correspondingly, classical solution) or
(correspondingly, strong solution), then Equation (
5) is turned into the time-fractional parabolic equations below
where
. The definitions of the spaces
can be found in a book [
32]. By observing Example 6.2 in ref. [
31], Equation (
6) admits a
-smooth solution
u if
u is a
mild solution;
and
are continuously differentiable functions satisfying the Lipschitz condition. Here,
stand for the first and second (weak) derivatives for
, respectively.
Throughout history, almost all existing studies in this field concentrated on the examination of almost automorphic
mild solutions to time-fractional parabolic equations by utilizing the theory of operator semigroups and fixed point theorems [
23,
24,
25,
26,
27,
28,
29]. Motivated by this, we investigated the existence and uniqueness of an almost automorphic
strong solution of time-fractional partial differential Equation (
1) in some suitable function space by using a mix of the
Galerkin method and
Picard iteration.
1.2. Main Results
Assume that
,
and
are reflexible and separable Hilbert spaces;
denotes some dense linear space in
and
,
;
;
is compact. Furthermore,
fills Clarkson’s condition
in Theorem 3. Define
by
and
,
for each
. Equation (
1) is formulated by the operator equation as described below
where
.
Definition 2. is a global weak solution of Equations (
1)
or (
7)
if From Definition 2 and item (4) in Lemma 1, if the three items below hold,
- (1)
or , .
- (2)
- (3)
.
Therefore, the
global strong solution of Equations (
1) or (
7) ought to be defined by
satisfies Equation (
8).
The spaces mentioned here are introduced in
Section 2.
Definition 3. Operator is said to be weakly continuous if in for arbitrary , then Some necessary assumptions are listed here:
There exists an orthonormal basis of satisfying , . Here, is the real eigenvalue sequence with , .
is a weakly continuous operator meeting
where is constant for .
with respect to
and
fulfils the Lipschitz condition on
with respect to the first variable with a Lipschitz constant
, i.e.,
There exists
such that
Let us introduce some brief notations, which are frequently utilized in the following. Let
where with , and .
First, we obtain the existence result of a unique continuous global
strong solution to Equation (
1) as below.
Theorem 1. Let and – hold. Then, the following assertions hold:
- (i)
Equation (
1)
possesses at least one global strong solution . - (ii)
can be expressed by the Fourier series below where
and
.
- (iii)
holds if and .
- (iv)
is a unique solution in solving Equation (
1).
- (v)
Equation (
1)
is global Mittag–Leffler convergent in the sense of strong solutions if , where .
Remark 1. In the proof of Theorem 1, the standard Galerkin method is utilized. In the literature [33], it was employed to investigate the existence of solutions of integer-order partial differential equations, e.g., parabolic equations, Navier–Stokes equations, etc. We discuss the existence of solutions of time-fractional partial differential equations via this method. As we know, some important properties with respect to integer-order derivatives are invalid for fractional derivatives, e.g., for . Superadding the complexity of nonlocal calculus (e.g., items (4) and (5) in Lemma 1), this greatly increases the difficulty of the study. Next, the main existence result is achieved as follows.
Theorem 2. Let , – hold. Then, the following assertions hold.
- (i)
is a unique asymptotically almost automorphic strong solution solving Equation (
1),
which possesses the Fourier series from (
25).
- (ii)
Equation (
1)
is global Mittag–Leffler convergent in the sense of strong solutions.
Remark 2. Refs. [23,24,25,26,27,28,29] investigated the almost automorphic mild solutions of time-fractional parabolic equations by employing the theory of operator semigroups and fixed point theorems. Based on the Fourier series expression in Equation (
23),
we are the first to investigate the almost automorphic strong solutions of time-fractional partial differential equations. Apparently, our study improves and extends the corresponding results in refs. [23,24,25,26,27,28,29]. 1.3. Structure of This Paper
In
Section 2, some essential function spaces are introduced, and a novel nonlocal
Sobolev space is set up. In
Section 3, the existence of a unique global Mittag–Leffler convergent
strong solution to Equation (
1) is discussed by means of the
Galerkin method. In
Section 4, the existence of a unique global Mittag–Leffler convergent asymptotically almost automorphic
strong solution to Equation (
1) is studied by an approach of
Picard iteration. As an application, a nonlinear time-fractional parabolic equation is considered in
Section 5.
2. The Setup of Function Spaces
Let , for some real constant , be a subset of some finite dimension metric space, and be some finite or infinite dimension metric space with the distance .
is the space of all m-order continuously differential mappings from to , endowed with the norm , or .
is a collection of all measurable mappings
with a finite norm
, where
and
Usually, is called the Lebesgue space. Additionally, represents the local Lebesgue space defined by
shows a family of all -order continuously differential functions , and is absolutely continuous.
denotes the
Hölder space by
where
is called the
Hölder constant and
.
is a
Banach space equipped with the norm
, where
For any
, the
Riemann-Liouville fractional integral and derivative of order
from initial point
are, respectively, defined as
where represents the Gamma function.
If
and
is a reflexible Banach space, then
is differential
a.e. in
by Theorem 1.2.9 in ref. [
34]. The
Caputo fractional derivative is given by
where , .
The definition of
is limited in the space of absolutely continuous functions, i.e.,
, which is rigorous compared with the Riemann–Liouville sense as described below. As a result, the Riemann–Liouville operator is adopted to define the
Caputo fractional derivative as
whenever the right side of exists, where , .
The readers can find more of the excellent properties for the fractional calculus in refs. [
35,
36,
37,
38,
39]. Here, we list several useful items for the subsequent segments.
Lemma 1. - (1)
is bounded from to for and .
- (2)
if .
- (3)
if for and .
- (4)
if or for .
- (5)
if or for and .
- (6)
has a unique solution given by Here, we use the Mittag–Leffler functions defined by - (7)
, and are increasing with respect to for .
- (8)
for .
- (9)
for , and , please see ref. [38] for details. - (10)
Let , be a constant, and a and b be nonnegative constants. If y is nonnegative and locally integrable for satisfying then for . This is the Gronwall inequality in fractional calculus.
- (11)
Let be measurable and meet where , , and . Then, Please see ref. [39] for details.
for
and
. For any
, it is endowed with the norm
Therem 3. is a Banach space endowed with the norm for . Furthermore, it is reflexible for if satisfies
- (C)
The Clarkson inequality holds for : where , .
Proof. Let
be a Cauchy sequence belonging to
. Then
and
are Cauchy sequences in
. By the completeness of
, there must exist
such that
Noting that
is a continuous operator from
to
(see item (1) in Lemma 1), we have
in
, as
,
is a constant,
. Performing the differential operation in the above equality, we obtain
So, is the limitation of the Cauchy sequence of in , and is a Banach space endowed with the norm .
Next, the proof of reflexibility to is divided into two steps, as described.
Step 1.
Here, we need the following Clarkson inequality of Lebesgue–Bochner spaces
from the literature [
40,
41].
holds for
if and only if (C) holds.
Clarkson’s inequality also holds in
, i.e.,
Noting that
, so (
11) is valid.
Step 2. is uniformly convex. Let
,
,
, and
for some
. According to (
11), we obtain
where
. Inequality (
12) implies
is uniformly convex. By the Milman–Pettis theorem in Theorem 3.31 of ref. [
32],
is reflexible for
p ≥ 2. This achieves the proof. □
Remark 3. In Theorem 3, we only verify the reflexibility of for and . For or , interested readers may study this further. In refs. [42,43], Riemann–Liouville fractional Sobolev spaces were introduced, and some embedding properties were achieved. Note that there are few studies focusing on the reflexibility of nonlocal Sobolev spaces, Theorem 3 fills this gap. 4. Almost Autormorphic Strong Solution
Here, the conception of almost automorphic vector valued functions should to be introduced; please see [
45] for more details.
An
-valued function
is called an almost automorphic function if for every sequence
, there exists a subsequence
and a function
such that
are well-defined in for each . The set of all these -valued functions is represented by . Let be an arbitrary bounded set. A mapping , is said to be almost automorphic with respect to variable t when is almost automorphic with respect to variable t uniformly for . The set of the whole such mappings is denoted by .
Let
. An
-valued continuous function
is called an asymptotically almost automorphic function if there exist
and
satisfying
. The set composed by all these functions is represented by
. In particular,
is a Banach space endowed with the norm
where , and .
Let be the collection of the whole jointly continuous mappings satisfying uniformly for . A mapping , is said to be asymptotically almost automorphic with respect to variable t in the case where is asymptotically almost automorphic with respect to variable t uniformly for . That is, , where the principal term and . The set of the whole such asymptotically almost automorphic mappings is represented by .
The method of
Picard iteration is employed here. Based on Equation (
9), a Picard iterative sequence is constructed as
where and , , .
Proposition 1. Let and hold. is well-defined, -bounded and -continuous if the condition below holds:
Proof. According to Equation (
23) and by using
Minkowski and
Hölder inequalities, we have from items (7)–(9) in Lemma 1 that
Meanwhile,
is well-defined. Similarly,
By the method of mathematical induction, we obtain
where So, is well-defined, and for all , . The boundedness is verified.
Because
is bounded in
, there exists constant
so that
for all
. For any
, there exists a large integer
such that
. Without loss of generality, taking arbitrary
meeting
,
and
Given iterative sequence (
23) and the
Hölder inequality, we calculate
In the above calculations, items (7)–(9) in Lemma 1 are employed.
Summarizing the above results, for all . Then, is -continuous. This provides the proof. □
Consider the partial sum of
denoted by
where
It follows that
which contains , which converges to in uniformly for and .
Proposition 2. if , , and the assumption below hold.
for , and the principal term of F meets the Lipschitz condition with respect to the variable .
Proof. Owing to
and by Theorem 3.6 in ref. [
45],
for
. Thus,
for
, where
and
.
If
, then
, where
where and , , , .
Similar to Proposition 1,
is bounded in
,
. Similar to (
24),
(respectively,
converges to
in
uniformly for
,
. Furthermore, we compute
which contain .
Because
, for every sequence
, there exist a subsequence
and a function
such that
in
uniformly for
and for each
. Let
where
,
,
,
. As a consequence,
which induces, from the Lebesgue dominated convergence theorem:
Similarly, we readily verify
for
,
. Consequently,
. Because
uniformly converges to
in
, then
according to Theorem 2.7 in ref. [
45]. Consequently,
as . By a mathematical inductive approach, we easily prove that . This achieves the proof. □
Proposition 3. is a Cauchy sequence in under all the assumptions of Proposition 2.
Proof. Define an equivalent norm
of
,
(see page 34 in ref. [
45]). By the partial sum of
, we compute
Noting that
converges to
in
uniformly for
, then
where
. This induces
,
. So
For any
, we have
as . Hence, is a Cauchy sequence in . This achieves the proof. □
By Proposition 3 and the completeness of
, there exists
such that
converges to
in
. Define
for
. Similar to Proposition 1,
is well-defined. Let
be the partial sum of
denoted by
for , .
Similar to (
24),
converges to
in
uniformly for
. Then,
where
By the continuity of inner product
with respect to
and letting
and
in the last inequality successively,
,
. Hence,
Proof of Theorem 2. (i)
In accordance with Theorem 1,
is a unique solution of Equation (
1) in
filling the Fourier series (
9). Resembling item
(iv)
in Theorem 1, we have
.
(ii)
Suppose that
and
are arbitrary two strong solutions of Equation (
1) with initial values
and
for
respectively. According to items
(ii)–
(iv)
in Theorem 1,
and
are
-bounded and fulfill the Fourier series (
25). Let
and
be the partial sums of
and
described by
where
,
,
,
,
. Resembling Proposition 1 and (
24),
and
are
-bounded,
-continuous and converge to
and
in
uniformly for
, respectively.
Owing to
, there exists an
small enough such that
. We obtain
where
The above derivation uses the Bohr inequality
for
,
. Letting
in (
26) leads to
for all
. By adopting item (11) in Lemma 1 to (
27), we obtain
as . This achieves the proof. □
5. Time-Fractional Parabolic Equation
As an application, let us consider the nonlinear time-fractional parabolic equation with Dirichlet boundary condition as noted below:
where
,
denotes the Laplacian operator, κ is a positive constant, and
with
. The meanings of the other symbols in Equation (
28) are the same as those in before.
Take the space sequence in
Section 3 as follows:
Definition 4. is aglobal strong solutionof Equation (28) if it satisfies for all .
In the following, Theorems 1 and 2 are adopted to discuss the
global strong solution and
almost automorphic strong solution of Equation (
28), respectively.
Let
denote the whole eigenvalues of
with Dirichlet boundary condition and
be the corresponding sequence of the eigenfunctions filling
In accordance with Section 6.5 in ref. [
46] or Theorem 7.22 in ref. [
47],
has a finite multiplicity with
,
. Furthermore,
. So,
holds.
If
in
for arbitrary
, then we obtain from the Green formula in
(see page 316 in ref. [
32]) that
where
is defined the same as in Theorem 1. By the density of
in
,
is weakly continuous. Without loss of generality, the inner product and norm of
can be defined by
for all
. For another, there exists constants
such that
for all
. Then,
where
,
is the Sobolev constant in the embedding theorem, and
In the above calculation, the classical inequality is employed. Taking , , and , holds.
Third, for
and
, we have from Fubini theorem and Lebesgue convergence theorem that
Taking , then holds.
In item (v) of Theorem 1, .
Summarizing the above analyses and according to Theorems 1 and 2, we have
Theorem 4. Let , , and hold. Then, the following assertions hold:
- (i)
A unique global strong solution solving Equation (
28),
which possesses a Fourier series such as Equation (
9).
- (ii)
if holds.
- (iii)
Equation (
28)
is global Mittag–Leffle- convergent in the sense of strong solutions.