Identification of a space-dependent source term in a nonlocal problem for the general time-fractional diffusion equation
Introduction
Anomalous diffusion processes are modeled by employing different types of fractional partial differential and integro-differential equations (see [1] and the references cited there). In particular, the power-law dependence on time of the mean squared displacement can be captured by time-fractional diffusion equations. However, most of the anomalous diffusion phenomena in complex systems do not show a mono-scaling behavior. Instead, transitions between different diffusion regimes in course of time are observed. One way to capture such multi-scaling behavior is by replacing the relatively simple operators of fractional derivatives by more general operators with specific memory kernels [2], [3], [4].
A large number of different generalizations of the classical fractional calculus operators have been proposed and extensively discussed recently, see e.g. [5], [6] for some general unifying models of fractional calculus.
In this work we adopt the definition of generalized fractional derivative of Caputo type introduced in [7] (see also [8]) in the form where is a nonnegative locally integrable kernel. The exact assumptions imposed on the kernel will be specified later. Here we list some basic particular cases.
The Caputo fractional derivative of order is recovered from (1) for the power-law memory kernel , where with being the Gamma function. Other basic examples of memory kernels are the multi-term power-law memory kernel the distributed-order memory kernel where is a nonnegative weight function, and the truncated power-law memory kernel
The time-fractional diffusion equation with the general integro-differential operator (1) is discussed in [2], [3], where its relevance for describing a broad class of anomalous nonscaling patterns is pointed out. The Cauchy problem for the general diffusion equation on an unbounded space domain is studied in detail in [7]. In [9] some uniqueness and existence results, as well as a maximum principle, are established for the initial–boundary-value problem. Optimal estimates for the decay in time of solutions to the general time-fractional diffusion equations on a bounded domain subject to homogeneous Dirichlet boundary condition are deduced in [10], where it is shown that the different kernels can have very different kinds of decay, e.g. exponential, algebraic, or logarithmic. An initial value problem for a semilinear differential equation with the general fractional derivative (1) is studied in [11], where by using the Schauder fixed point theorem, the uniqueness and the local/global existence of solution are established.
Inverse problems for various types of fractional evolution equations are extensively studied recently, see e.g. [12], [13], [14]. Different kinds of inverse problems for the diffusion equations with the Caputo time-derivative are considered in [15], [16], [17], [18], [19], [20]. For a comprehensive tutorial on inverse problems for anomalous diffusion processes we refer to [21]. Inverse problems for subdiffusion equations with a more general time-derivative, such as multi-term and distributed-order time-fractional equations, are also considered. Uniqueness for two kinds of inverse problems of identifying the orders of fractional derivatives in multi-term time-fractional diffusion equation is established in [22]. Uniqueness results for the recovering of weight function in distributed-order diffusion equations from one interior point observation of the solution are obtained in [23], [24]. An inverse problem for the general fractional derivative is studied in [25] and the results are applied to determine time- and space-dependent sources in general time-fractional diffusion and wave equations. Existence, uniqueness and stability for the inverse source problem with final overdetermination for a generalized subdiffusion equation are established in [26].
In this work, we are concerned with the problem of determining a space-dependent source and the solution to the following nonlocal boundary-value problem with final overdetermination where the operator acting with respect to the time variable is defined in (1), is a known square integrable function and is the final time.
Due to the nonlocal character of the second boundary condition in (4), the corresponding spatial differential operator is non-selfadjoint and standard eigenfunction expansion technique does not apply. Non-selfadjoint operators appear e.g. in the modeling of processes with dissipation [27]. In many cases a nonlocal condition is more realistic in treating physical problems than the classical local conditions, which motivates the study of nonlocal boundary-value problems. Direct problems for diffusion equations with nonlocal boundary conditions are considered e.g. in [28], [29], [30], [31]. Inverse source problems with nonlocal boundary conditions are studied e.g. in [32], [33], [34], [35], [36]. The papers [32] and [33] are concerned with particular cases of the inverse source problem (3)–(5) with and , the Caputo time-fractional derivative of order , respectively. Inverse source problems for diffusion equations with other types of time-fractional operators and boundary conditions (4) are studied in [34], [35].
The aim of this work is to construct spectral expansions for the source function and solution of problem (3)–(5) and to prove that these expansions provide a unique solution in the classical sense, based on estimates for the impulse-response solution of the -relaxation equation. Explicit expressions for the time-dependent components in the spectral expansions are derived for the basic memory kernels, with the main emphasis on the multi-term and the truncated power-law memory kernels. To this end we propose a Prabhakar-type generalization of the multinomial Mittag-Leffler function, introduced in [37]. To illustrate the analytical findings, numerical results are presented.
The rest of this paper is organized as follows. Section 2 contains preliminaries on Bernstein functions and functions of Mittag-Leffler type. In Section 3 the assumptions on the memory kernel in the definition of the general fractional derivative are formulated and basic examples are given. The impulse-response solution to the general fractional relaxation equation is studied in Section 4. Formal spectral expansions for the solution of problem (3)–(5) and the source term are obtained in Section 5. In Section 6 estimates for the time-dependent components in the spectral expansions are established and used to prove the main result concerning uniqueness and existence in the classical sense. Explicit representations for the time-dependent components in the cases of the basic kernels are derived in Section 7. Section 8 contains analytical and numerical examples. Concluding remarks are given in Section 9.
Section snippets
Preliminaries
Most notations used throughout this paper are standard. The sets of positive integers, real and complex numbers are denoted by , , and , respectively, and , , .
By or we denote the Laplace transform of the function
General fractional derivative
First, let us specify the assumptions on the memory kernel in the definition (1) of the general fractional derivative. In this work we assume that the Laplace transform exists for all and where denotes the class of Stieltjes functions.
Let us note that the assumption implies the representation (6) for . Therefore, the kernel is completely monotone for and can have an additional term , , where denotes the Dirac delta
Inhomogeneous general fractional relaxation equation
Consider the inhomogeneous -relaxation equation Application of Laplace transform yields and, thus . Taking inverse Laplace transform we obtain the solution of (36) where is defined in Laplace domain as follows The function is the so-called impulse-response solution of Eq. (36). In the particular case (38) yields and
Spectral expansions of the solution
The inner product in is denoted by , i.e. The norm in is .
For the solution of the forward problem we apply a standard technique of spectral decomposition (see e.g. [28], [29]). The eigenvalues of the spectral problem for the second order differential operator with the boundary conditions (4) are , as for each eigenvalue has multiplicity . Therefore the system of eigenfunctions is not complete and must be supplemented with
Existence of a unique classical solution
In this section we prove that, under some assumptions on the final condition , the formal expansions (52)–(51), (63)–(62) define a classical solution and a continuous source function . For this reason we prove first some estimates for the time-dependent components and .
Lemma 6.1 The functions , , , , are continuous on , vanish at , positive and nondecreasing on . The following estimates for and are satisfied:
Representations of and
To use the spectral expansions (51), (52) with terms defined in (62), (63) we need representations of the time-dependent components and . First, explicit expressions for the functions and are derived in the cases of the multi-term and the truncated power-law memory kernels.
Example 7.1 Plugging (44) into (57), and taking into account the integration and convolution properties for the multinomial Mittag-Leffler functions, (19), (20), we obtain Multi-term power-law memory kernel (25)
Analytical and numerical solutions
In this section we consider four examples of solutions to problem (3)–(5) with different choices of the kernel and overdetermination function .
Example 8.1 Power-law kernel , , and overdetermination function . Since in the spectral expansion of the function with respect to the basis only the following two coefficients do not vanish Eqs. (51), (52), (62), (63), yield
Concluding remarks
In this work we study an inverse source problem for the one-dimensional diffusion equation with a general convolutional derivative in time. Since one of the imposed boundary conditions is nonlocal, we resort to generalized eigenfunction expansion, using a bi-orthogonal pair of bases. Estimates for the time-dependent components in the spectral expansions are established and applied to prove uniqueness and existence in the classical sense. These estimates are deduced from the general assumptions
Acknowledgments
The authors are grateful to the anonymous reviewer for the constructive comments.
The first author (E.B.) is supported by Grant No BG05M2OP001-1.001-0003, financed by the Science and Education for Smart Growth Operational Program (2014–2020) and co-financed by the European Union through the European structural and Investment funds. The second author (I.B.) is supported by the Bulgarian National Science Fund under Grant FNI KP-06-H22/2.
This work is performed in the frames of the Bilateral
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