Abstract
In this paper, epsilon and Ritz methods are applied for solving a general class of fractional constrained optimization problems. The goal is to minimize a functional subject to a number of constraints. The functional and constraints can have multiple dependent variables, multiorder fractional derivatives, and a group of initial and boundary conditions. The fractional derivative in the problem is in the Caputo sense. The constrained optimization problems include isoperimetric fractional variational problems (IFVPs) and fractional optimal control problems (FOCPs). In the presented approach, first by implementing epsilon method, we transform the given constrained optimization problem into an unconstrained problem, then by applying Ritz method and polynomial basis functions, we reduce the optimization problem to the problem of optimizing a real value function. The choice of polynomial basis functions provides the method with such a flexibility that initial and boundary conditions can be easily imposed. The convergence of the method is analytically studied and some illustrative examples including IFVPs and FOCPs are presented to demonstrate validity and applicability of the new technique.
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Agrawal, O.M.P.: Formulation of Euler-Lagrange equations for fractional variational problems. J. Math. Anal. Appl. 272, 368–379 (2002)
Agrawal, O.M.P.: A general formulation and solution scheme for fractional optimal control problems. Nonlinear Dyn. 38, 323–337 (2004)
Agrawal, O.M.P., Baleanu, D.: A Hamiltonian formulation and a direct numerical scheme for fractional optimal control problems. J. Vib. Cont. 13, 1269–1281 (2007)
Almeida, R., Torres, D.F.M.: Necessary and sufficient conditions for the fractional calculus of variations with Caputo derivatives. Commun. Nonlinear Sci. Numer. Simul. 16, 1490–1500 (2011)
Agrawal, O.M.P.: A formulation and numerical scheme for fractional optimal control problems. J. Vib. Cont. 14, 1291–1299 (2008)
Almeida, R., Torres, D.F.M.: Calculus of variations with fractional derivatives and fractional integrals. Appl. Math. Lett. 22, 1816–1820 (2009)
Agrawal, O.M.P.: Fractional variational calculus in terms of Riesz fractional derivatives. J. Phys. Math. Theo. 40, 6287–6303 (2007)
Almeida, R., Torres, D.F.M.: Fractional variational calculus for nondifferentiable functions. Comput. Math. Appl. 61, 3097–3104 (2011)
Agrawal, O.M.P.: Generalized variational problems and Euler-Lagrange equations. Comput. Math. Appl. 59, 1852–1864 (2010)
Agrawal, O.M.P.: Fractional variational calculus and transversality conditions. J. Phys. Math. Gen. 39, 10375–10384 (2006)
Agrawal, O.M.P.: Generalized Euler-Lagrange equations and transversality conditions for FVPs in terms of the Caputo Derivative. J. Vib. Cont. 13, 1217–1237 (2007)
Malinowska, A.B., Torres, D.F.M.: Generalized natural boundary conditions for fractional variational problems in terms of the Caputo derivative. Comput. Math. Appl. 59, 3110–3116 (2010)
Yousefi, S.A., Dehghan, M., Lotfi, A.: Generalized Euler-Lagrange equations for fractional variational problems with free boundary conditions. Comput. Math. Appl. 62, 987–995 (2011)
Baleanu, D., Trujillo, J.J.: On exact solutions of class of fractional Euler-Lagrange equations. Nonlinear Dyn. 52, 331–335 (2008)
Baleanu, D., Defterli, O., Agrawal, O.M.P.: A central difference numerical scheme for fractional optimal control problems. J. Vib. Cont. 15, 583–597 (2009)
Tricaud, C., Chen, Y.Q.: An approximate method for numerically solving fractional order optimal control problems of general form. Comput. Math. Appl. 59, 1644–1655 (2010)
Yousefi, S.A., Lotfi, A., Dehghan, M.: The use of a Legendre multiwavelet collocation method for solving the fractional optimal control problems. J. Vib. Cont. 17, 1–7 (2011)
Agrawal, O.M.P.: A general finite element formulation for fractional variational problems. J. Math. Anal. Appl. 337, 1–12 (2008)
Agrawal, O.M.P., Mehedi Hasan, M., Tangpong, X.W.: A numerical scheme for a class of parametric problem of fractional variational calculus. J. Comput. Nonlinear Dyn. 7, 021005–1 (2012)
Wang, D., Xiao, A.: Fractional variational integrators for fractional variational problems. Commun. Nonlinear Sci. Numer. Simul. 17, 602–610 (2012)
Pooseh, S., Almeida, R., Torres, D.F.M.: Discrete direct methods in the fractional calculus of variations. Comput. Math. Appl. 66, 668–676 (2013)
Agrawal, O.M.P.: A quadratic numerical scheme for fractional optimal control problems. J. Dyn. Sys. Measur. Cont. 130, 011010-1-011010-6 (2008)
Lotfi, A., Yousefi, S.A.: A numerical technique for solving a class of fractional variational problems. J. Comput. Appl. Math. 237, 633–643 (2013)
Lotfi, A., Dehghan, M., Yousefi, S.A.: A numerical technique for solving fractional optimal control problems. Comput. Math. Appl. 62, 1055–1067 (2011)
Lotfi, A., Yousefi, S.A., Dehghan, M.: Numerical solution of a class of fractional optimal control problems via the Legendre orthonormal basis combined with the operational matrix and the Gauss quadrature rule. J. Comput. Appl. Math. 250, 143–160 (2013)
Pooseh, S., Almeida, R., Torres, D.F.M.: Approximation of fractional integrals by means of derivatives. Comput. Math. appl. 64, 3090–3100 (2012)
Malinowska, A.B., Torres, D.F.M.: Introduction to the Fractional Calculus of Variations. Imp. Coll. Press, London (2012)
Balakrishnan, A.V.: On a new computing technique in optimal control. SIAM J. Cont. 6, 149–173 (1968)
Frick, P.A.: An integral formulation of the \(\epsilon \)-problem and a new computational approach to control function optimization. J. Optim. Theo. Appl. 13, 553–581 (1974)
Frick, P.A., Stech, D.J.: Epsilon-Ritz method for solving optimal control problems: usefull parallel solution method. J. Optim. Theo. Appl. 79, 31–58 (1993)
Samko, S.G., Kilbas, A.A., Marichev, O.I.: Fractional Integrals and Derivatives. Theory and Applications. Gordon and Breach Sci. Publ, Langhorne (1993)
Podlubny, I.: Fractional Differential Equations. Academic Press, San Diego (1999)
Kilbas, A.A., Srivastava, H.M., Trujillo, J.J.: Theory and Applications of Fractional Differential Equations. North-Holland Mathematics Studies, Amsterdam (2006)
Royden, H.L.: Real Analysis. Macmillan Publishing Company, U.S.A (1988)
Datta, K.B., Mohan, B.M.: Orthogonal Functions in Systems and Control. World Scientific, Singapore, New Jersey, London, Hong Kong (1995)
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Lotfi, A., Yousefi, S.A. Epsilon-Ritz Method for Solving a Class of Fractional Constrained Optimization Problems. J Optim Theory Appl 163, 884–899 (2014). https://doi.org/10.1007/s10957-013-0511-5
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DOI: https://doi.org/10.1007/s10957-013-0511-5