- About this Journal
- Abstracting and Indexing
- Aims and Scope
- Annual Issues
- Article Processing Charges
- Articles in Press
- Author Guidelines
- Bibliographic Information
- Citations to this Journal
- Contact Information
- Editorial Board
- Editorial Workflow
- Free eTOC Alerts
- Publication Ethics
- Submit a Manuscript
- Subscription Information
- Table of Contents
The Scientific World Journal
Volume 2013 (2013), Article ID 915437, 11 pages
An Expansion Formula with Higher-Order Derivatives for Fractional Operators of Variable Order
Center for Research and Development in Mathematics and Applications (CIDMA), Department of Mathematics, University of Aveiro, 3810-193 Aveiro, Portugal
Received 27 August 2013; Accepted 19 September 2013
Academic Editors: A. Atangana, S. C. O. Noutchie, and A. Secer
Copyright © 2013 Ricardo Almeida and Delfim F. M. Torres. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
We obtain approximation formulas for fractional integrals and derivatives of Riemann-Liouville and Marchaud types with a variable fractional order. The approximations involve integer-order derivatives only. An estimation for the error is given. The efficiency of the approximation method is illustrated with examples. As applications, we show how the obtained results are useful to solve differential equations, and problems of the calculus of variations that depend on fractional derivatives of Marchaud type.
Fractional calculus is a natural extension of the integer-order calculus by considering derivatives and integrals of arbitrary real or complex order , with or . The subject was born from a famous correspondence between L’Hopital and Leibniz in 1695 and then developed by many famous mathematicians, like Euler, Laplace, Abel, Liouville, and Riemann, just to mention a few names. Recently, fractional calculus has attracted the attention of a vast number of researchers, not only in mathematics, but also in physics and in engineering, and has proven to better describe certain complex phenomena in nature [1, 2].
Since the order of the integrals and derivatives may take any value, another interesting extension is to consider the order not as a constant during the process but as a variable that depends on time. This provides an extension of the classical fractional calculus and it was introduced by Samko and Ross in 1993  (see also ). The variable order fractional calculus is nowadays recognized as a useful tool, with successful applications in mechanics, in the modeling of linear and nonlinear viscoelasticity oscillators, and in other phenomena where the order of the derivative varies with time. For more on the subject, and its applications, we mention [5–11]. For a numerical approach see, for example, [12–14]. Results on differential equations and the calculus of variations with fractional operators of variable order can be found in [15, 16] and references therein. In this paper we show how fractional derivatives and integrals of variable order can be approximated by classical integer-order operators.
The outline of the paper is the following. In Section 2 we present the necessary definitions, namely, the fractional operators of Riemann-Liouville and Marchaud of variable order. Some properties of the operators are also given. The main core of the paper is Section 3, where we prove the expansion formulas for the considered fractional operators, with the size of the expansion being the derivative of order . In Section 4 we show the accuracy of our method with some examples and how the approximations can be applied in different situations to solve problems involving variable order fractional operators.
2. Fractional Calculus of Variable Order
In the following, the order of the fractional operators is given by a function ; is assumed to ensure convergence for each of the involved integrals. For a complete and rigorous study of fractional calculus we refer to .
Definition 1. Let be a function with domain . Then, for , (i)the left Riemann-Liouville fractional integral of order is given by (ii)the right Riemann-Liouville fractional integral of order is given by (iii)the left Riemann-Liouville fractional derivative of order is given by (iv)the right Riemann-Liouville fractional derivative of order is given by (v)the left Marchaud fractional derivative of order is given by (vi)the right Marchaud fractional derivative of order is given by
Remark 2. It follows from Definition 1 that
Example 3 (see ). Let be the power function . Then, for , we have where is the Psi function, that is, the derivative of the logarithm of the Gamma function:
From Example 3 we see that . Also, the symmetry on power functions is violated, when we consider and , but holds for and . Later we explain this better, when we deduce the expansion formula for the Marchaud fractional derivative. In contrast with the constant fractional order case, the law of exponents fails for fractional integrals of variable order. However, a weak form holds (see ): if , , then .
3. Expansion Formulas with Higher-Order Derivatives
The main results of the paper provide approximations of the fractional derivatives of a given function by sums involving only integer derivatives of . The approximations use the generalization of the binomial coefficient formula to real numbers:
Theorem 4. Fix and , and let . Define the (left) moment of of order by Then, with where The error of the approximation is given by , where and are bounded by with
Proof. Starting with equality
doing the change of variable over the integral, and then differentiating it, we get
The equivalence between (20) and (13) follows from the computations of . To show the equivalence between (21) and (14) we start in the same way as done in , to get Now, applying Taylor’s expansion over and we deduce that Integrating by parts, we conclude with the two following equalities: The deduction of relation (14) for follows now from direct calculations. Finally, we prove the upper bound formula for the error. The bound (15) for the error at time follows easily from . With respect to sum , the error at is bounded by Define the quantities Inequality (16) follows from relation and the upper bounds for and .
Similarly as done in Theorem 4 for the left Riemann-Liouville fractional derivative, an approximation formula can be deduced for the right Riemann-Liouville fractional derivative.
Theorem 5. Fix and , and let . Define the (right) moment of of order by Then, with where The error of the approximation is given by , where and are bounded by with
Using the techniques presented in , similar formulas as the ones given by Theorems 4 and 5 can be proved for the left and right Riemann-Liouville fractional integrals of order . For example, for the left fractional integral one has the following result.
Theorem 6. Fix and , and let . Then, where A bound for the error is given by
We now focus our attention on the left Marchaud fractional derivative . Splitting the integral (5), we deduce that Integrating by parts, which is a representation for the left Riemann-Liouville fractional derivative when the order is constant, that is, when [17, Lemma 2.12]. For this reason, the Marchaud fractional derivative is more suitable as the inverse operation for the Riemann-Liouville fractional integral. With (41) and Theorem 4 in mind, it is not difficult to obtain the corresponding formula for .
Theorem 7. Fix and , and let . Then, where and are as in Theorem 4.
Similarly, having into consideration that the following result holds.
Theorem 8. Fix and , and let . Then, where and are as in Theorem 5.
For illustrative purposes, we consider the left Riemann-Liouville fractional integral and the left Riemann-Liouville and Marchaud fractional derivatives of order . Similar results as the ones presented here are easily obtained for the other fractional operators and for other functions . All computations were done using the Computer Algebra System Maple.
4.1. Test Function
We test the accuracy of our approximations with an example.
Example 1. Let be the function with . Then, for , it follows from Example 3 that In Figures 1, 2, and 3 one can compare the exact expressions of the fractional operators of variable order (45), (46), and (47), respectively, with the approximations obtained from our results of Section 3 with and . The error is measured using the norm
4.2. Fractional Differential Equations of Variable Order
Consider the following fractional differential equation of variable order: with . It is easy to check that is a solution to (49). We exemplify how Theorem 7 may be applied in order to approximate the solution of such type of problems. The main idea is to replace all the fractional operators that appear in the differential equation by a finite sum up to order , involving integer derivatives only, and, by doing so, to obtain a new system of standard ordinary differential equations that is an approximation of the initial fractional variable order problem. As the size of increases, the solution of the new system converges to the solution of the initial fractional system. The procedure for (49) is the following. First, we replace by where and is the solution of the system Thus, we get the approximated system of ordinary differential equations Now we apply any standard technique to solve the system of ordinary differential equations (53). We used the command dsolve of Maple. In Figure 4 we find the graph of the approximation to the solution of problem (49), obtained by solving (53) with . Table 1 gives some numerical values of such approximation, illustrating numerically the fact that the approximation is already very close to the exact solution of (49). In fact the plot of in Figure 4 is visually indistinguishable from the plot of .
4.3. Fractional Variational Calculus of Variable Order
We now exemplify how the expansions obtained in Section 3 are useful to approximate solutions of fractional problems of the calculus of variations . The fractional variational calculus of variable order is a recent subject under strong current development [15, 16, 22, 23]. So far, only analytical methods to solve fractional problems of the calculus of variations of variable order have been developed in the literature, which consist in the solution of fractional Euler-Lagrange differential equations of variable order [15, 16, 22, 23]. In most cases, however, to solve analytically such fractional differential equations is extremely hard or even impossible, so numerical/approximating methods are needed. Our results provide two approaches to this issue. The first was already illustrated in Section 4.2 and consists in approximating the necessary optimality conditions proved in [15, 16, 22, 23], which are nothing else than fractional differential equations of variable order. The second approach is now considered. Similar to Section 4.2, the main idea here is to replace the fractional operators of variable order that appear in the formulation of the variational problem by the corresponding expansion of Section 3, which involves only integer-order derivatives. By doing it, we reduce the original problem to a classical optimal control problem, whose extremals are found by applying the celebrated Pontryagin maximum principle . We illustrate this method with a concrete example. Consider the functional with fractional order , subject to the boundary conditions Since for any admissible function and taking , which satisfies the given boundary conditions (55), gives , we conclude that gives the global minimum to the fractional problem of the calculus of variations that consists in minimizing functional (54) subject to the boundary conditions (55). The numerical procedure is now explained. Since we have two boundary conditions, we replace by the expansion given in Theorem 7 with and a variable size . The approximation becomes Using (56), we approximate the initial problem (54)-(55) by the following one: to minimize subject to where . This dynamic optimization problem has a system of ordinary differential equations as a constraint, so it is natural to solve it as an optimal control problem. For that, define the control by We then obtain the control system where, for simplification, In conclusion, we wish to minimize the functional subject to the first-order dynamic constraints and the boundary conditions In this case, the Hamiltonian is given by with the adjoint vector . Following the classical optimal control approach of Pontryagin et al. , we have the following necessary optimality conditions: That is, we need to solve the system of differential equations subject to the boundary conditions
Figure 5 plots the numerical approximation to the global minimizer of the variable order fractional problem of the calculus of variations (54)-(55), obtained by solving (67)-(68) with . The approximation is already visually indistinguishable from the exact solution , and we do not increase the value of . The effectiveness of our approach is also illustrated in Table 2, where some numerical values of the approximation are given.
This work is supported by FEDER Funds through COMPETE—Operational Programme Factors of Competitiveness (“Programa Operacional Factores de Competitividade”) and by Portuguese Funds through the Center for Research and Development in Mathematics and Applications (University of Aveiro) and the Portuguese Foundation for Science and Technology (“FCT—Fundação para a Ciência e a Tecnologia”), within Project PEst-C/MAT/UI4106/2011 with COMPETE no. FCOMP-01-0124-FEDER-022690. Delfim F.M. Torres was also supported by EU Funding under the 7th Framework Programme FP7-PEOPLE-2010-ITN, Grant Agreement no. 264735-SADCO.
- M. Dalir and M. Bashour, “Applications of fractional calculus,” Applied Mathematical Sciences, vol. 4, no. 21–24, pp. 1021–1032, 2010.
- J. A. Tenreiro Machado, M. F. Silva, R. S. Barbosa et al., “Some applications of fractional calculus in engineering,” Mathematical Problems in Engineering, vol. 2010, Article ID 639801, 34 pages, 2010.
- S. G. Samko and B. Ross, “Integration and differentiation to a variable fractional order,” Integral Transforms and Special Functions, vol. 1, no. 4, pp. 277–300, 1993.
- S. G. Samko, “Fractional integration and differentiation of variable order,” Analysis Mathematica, vol. 21, no. 3, pp. 213–236, 1995.
- A. Almeida and S. Samko, “Fractional and hypersingular operators in variable exponent spaces on metric measure spaces,” Mediterranean Journal of Mathematics, vol. 6, no. 2, pp. 215–232, 2009.
- C. F. M. Coimbra, “Mechanics with variable-order differential operators,” Annalen der Physik (Leipzig), vol. 12, no. 11-12, pp. 692–703, 2003.
- C. M. Soon, C. F. M. Coimbra, and M. H. Kobayashi, “The variable viscoelasticity oscillator,” Annalen der Physik (Leipzig), vol. 14, no. 6, pp. 378–389, 2005.
- G. Diaz and C. F. M. Coimbra, “Nonlinear dynamics and control of a variable order oscillator with application to the van der Pol equation,” Nonlinear Dynamics, vol. 56, no. 1-2, pp. 145–157, 2009.
- C. F. Lorenzo and T. T. Hartley, “Variable order and distributed order fractional operators,” Nonlinear Dynamics, vol. 29, no. 1–4, pp. 57–98, 2002.
- L. E. S. Ramirez and C. F. M. Coimbra, “On the selection and meaning of variable order operators for dynamic modeling,” International Journal of Differential Equations, vol. 2010, Article ID 846107, 16 pages, 2010.
- L. E. S. Ramirez and C. F. M. Coimbra, “On the variable order dynamics of the nonlinear wake caused by a sedimenting particle,” Physica D, vol. 240, no. 13, pp. 1111–1118, 2011.
- S. Ma, Y. Xu, and W. Yue, “Numerical solutions of a variable-order fractional financial system,” Journal of Applied Mathematics, vol. 2012, Article ID 417942, 14 pages, 2012.
- D. Valério and J. Sá Da Costa, “Variable-order fractional derivatives and their numerical approximations,” Signal Processing, vol. 91, no. 3, pp. 470–483, 2011.
- P. Zhuang, F. Liu, V. Anh, and I. Turner, “Numerical methods for the variable-order fractional advection-diffusion equation with a nonlinear source term,” SIAM Journal on Numerical Analysis, vol. 47, no. 3, pp. 1760–1781, 2009.
- T. Odzijewicz, A. B. Malinowska, and D. F. M. Torres, “Fractional variational calculus of variable order,” in Advances in Harmonic Analysis and Operator Theory, the Stefan Samko Anniversary Volume, A. Almeida, L. Castro, and F. O. Speck, Eds., vol. 229 of Operator Theory: Advances and Applications, pp. 291–301, Springer, 2013.
- T. Odzijewicz, A. B. Malinowska, and D. F. M. Torres, “A generalized fractional calculus of variations,” Control and Cybernetics, vol. 42, no. 2, pp. 443–458, 2013.
- S. G. Samko, A. A. Kilbas, and O. I. Marichev, Fractional Integrals and Derivatives, Gordon and Breach, Yverdon, Switzerland, 1993.
- S. Pooseh, R. Almeida, and D. F. M. Torres, “Numerical approximations of fractional derivatives with applications,” Asian Journal of Control, vol. 15, no. 3, pp. 698–712, 2013.
- T. M. Atanackovic, M. Janev, S. Pilipovic, and D. Zorica, “An expansion formula for fractional derivatives of variable order,” Central European Journal of Physics, 2013.
- S. Pooseh, R. Almeida, and D. F. M. Torres, “Approximation of fractional integrals by means of derivatives,” Computers & Mathematics with Applications, vol. 64, no. 10, pp. 3090–3100, 2012.
- A. B. Malinowska and D. F. M. Torres, Introduction to the Fractional Calculus of Variations, Imperial College Press, London, UK, 2012.
- T. Odzijewicz, A. B. Malinowska, and D. F. M. Torres, “Variable order fractional variational calculus for double integrals,” in Proceedings of the 51st IEEE Conference on Decision and Control, no. 6426489, pp. 6873–6878, Maui, Hawaii, USA, December 2012, Article 6426489.
- T. Odzijewicz, A. B. Malinowska, and D. F. M. Torres, “Noether’s theorem for fractional variational problems of variable order,” Central European Journal of Physics, vol. 11, no. 6, pp. 691–701, 2013.
- L. S. Pontryagin, V. G. Boltyanskii, R. V. Gamkrelidze, and E. F. Mishchenko, The Mathematical Theory of Optimal Processes, Interscience, John Wiley & Sons, New York, NY, USA, 1962, edited by L. W. Neustadt.