Abstract
This paper studies the fractional optimal control problems (FOCPs) with inequality constraints. Using the Caputo definition, an optimization method based on a set of basis functions, namely the fractional-order Bernoulli wavelet functions (F-BWFs), is proposed. The solution is expanded in terms of the F-BWFs with unknown coefficients. In the first step, we convert the inequality conditions to equality conditions. In the second step, we use the operational matrix (OM) of fractional integration and the product OM of F-BWFs, with the help of the Lagrange multipliers technique for converting the FOCPs into an easier one, described by a system of nonlinear algebraic equations. Finally, for illustrating the efficiency and accuracy of the proposed technique, several numerical examples are analysed and the results compared with the analytical or the approximate solutions obtained by other techniques.
Similar content being viewed by others
References
Agrawal OP (2004) A general formulation and solution scheme for fractional optimal control problems. Nonlinear Dyn 38(1–4):323–337
Alipour M, Rostamy D, Baleanu D (2013) Solving multi-dimensional fractional optimal control problems with inequality constraint by Bernstein polynomials operational matrices. J Vib Control 19:2523–2540
Bagley RL, Torvik PJ (1985) Fractional calculus in the transient analysis of viscoelastically damped structures. J AIAA 23:918–925
Behroozifar M, Habibi N (2018) A numerical approach for solving a class of fractional optimal control problems via operational matrix Bernoulli polynomials. J Vib Control 24(12):2494–2511
Bhrawy AH, Zaky MA (2017) Highly accurate numerical schemes for multi-dimensional space variable-order fractional Schrödinger equations. Comput Math Appl 73(6):1100–1117
Dahaghin MS, Hassani H (2017) An optimization method based on the generalized polynomials for nonlinear variable-order time fractional diffusion-wave equation. Nonlinear Dyn 88(3):1587–1598
Diethelm K, Walz G (1997) Numerical solution of fractional order differential equations by extrapolation. Numer Algorithms 16:231–253
Diethelm K, Ford NJ, Freed AD (2002) A predictor-corrector approach for the numerical solution of fractional differential equations. Nonlinear Dyn 16:3–22
El-Kady M (2003) A Chebyshev finite difference method for solving a class of optimal control problems. Int J Comput Math 80:883–895
Elsayed A, Gaber M (2006) The adomian decomposition method for solving partial differential equations of fractional order in finite domains. Phys Lett A 359:175–182
Feichtinger G, Hartl RF, Sethi SP (1994) Dynamic optimal control models in advertising: recent developments. Manag Sci 40(2):195–226
Galeone L, Garrappa R (2006) On multistep methods for differential equations of fractional order. Mediterr J Math 3:565–580
Garrappa R, Popolizio M (2012) On accurate product integration rules for linear fractional differential equations. J Comput Appl Math 235:1085–1097
Haber A, Verhaegen M (2018) Sparsity preserving optimal control of discretized PDE systems. Comput Methods Appl Mech Eng 335:610–630
Hager WW, Lanculescu GD (1984) Dual approximations in optimal control. SIAM J Control Optim 22:423–465
Hassani H, Naraghirad E (2019) A new computational method based on optimization scheme for solving variable-order time fractional Burgers’ equation. Math Comput Simul 162:1–17
Hassani H, Avazzadeh Z, Tenreiro Machado JA (2019a) Numerical approach for solving variable-order space-time fractional telegraph equation using transcendental Bernstein series. Eng Comput. https://doi.org/10.1007/s00366-019-00736-x
Hassani H, Tenreiro Machado JA, Naraghirad E (2019b) Generalized shifted Chebyshev polynomials for fractional optimal control problems. Commun Nonlinear Sci Numer Simul 75:50–61
Heydari MH (2018) A new direct method based on the Chebyshev cardinal functions for variable-order fractional optimal control problems. J Franklin Inst 355(12):4970–4995
Heydari MH (2019) A direct method based on the Chebyshev polynomials for a new class of nonlinear variable-order fractional 2D optimal control problems. J Frankl Inst 356(15):8216–8236
Heydari MH, Hooshmandasl MR, Maalek Ghaini F, Fereidouni F (2013) Two-dimensional legendre wavelets for solving fractional poisson equation with dirichlet boundary conditions. Eng Anal Bound Elem 37(11):1331–1338
Heydari MH, Avazzadeh Z, Yang Y (2019) A computational method for solving variable-order fractional nonlinear diffusion-wave equation. Appl Math Comput 352:235–248
Howlett Ph (2000) The optimal control of a train. Ann Oper Res 98(1–4):65–87
Karamali G, Dehghan M, Abbaszadeh M (2018) Numerical solution of a time-fractional PDE in the electroanalytical chemistry by a local meshless method. Eng Comput 35:87–100
Keshavarz E, Ordokhani Y, Razzaghi M (2015) A numerical solution for fractional optimal control problems via Bernoulli polynomials. J Vib Control 22(18):3889–3903
Kheiri Sarabi B, Sharma M, Kaur D (2017) An optimal control based technique for generating desired vibrations in a structure. Iran J Sci Technol 41(3):219–228
Kirk DE (1970) Optimal control theory. Prentice Hall, Englewood Cliffs
Kulish VV, Lage JL (2002) Application of fractional calculus to fluid mechanics. J Fluids Eng 124:803–806
Lakestani M, Dehghan M, Irandoust-Pakchin S (2012) The construction of operational matrix of fractional derivatives using b-spline functions. Commun Nonlinear Sci Numer Simul 17:1149–1162
Li W, Wang S, Rehbock V (2019) Numerical solution of fractional optimal control. J Optim Theory Appl 180(2):556–573
Liu D, Liu L, Lu Y (2019) LQ-optimal control of boundary control systems. Iran J Sci Technol 2019:1–10
Lotfi A (2019) Epsilon penalty method combined with an extension of the Ritz method for solving a class of fractional optimal control problems with mixed inequality constraints. Appl Numer Math 135:497–509
Martin RB (1992) Optimal control drug scheduling of cancer chemotherapy. Automatica 28(6):1113–1123
Mashayekhi S, Razzaghi M (2018) An approximate method for solving fractional optimal control problems by hybrid functions. J Vib Control 24(9):1621–1631
Mashayekhi S, Ordokhani Y, Razzaghi M (2012) Hybrid functions approach for nonlinear constrained optimal control problems. Commun Nonlinear Sci Numer Simul 17:1831–1843
Mirinejad H, Inanc T (2017) An RBF collocation method for solving optimal control problems. Robot Auton Syst 87:219–225
Nemati A, Yousefi SA (2016) A numerical method for solving fractional optimal control problems using Ritz method. J Comput Nonlinear Dyn 11(5):051015 (7 pages)
Nemati A, Yousefi S, Soltanian F, Ardabili JS (2016) An efficient numerical solution of fractional optimal control problems by using the Ritz method and Bernstein operational matrix. Asian J Control 18(6):2272–2282
Odibat Z, Momani S, Xu H (2010) A reliable algorithm of homotopy analysis method for solving nonlinear fractional differential equations. Appl Math Model 34:593–600
Oldham KB (2010) Fractional differential equations in electrochemistry. Adv Eng Softw 41:9–12
Olivier A, Pouchol C (2019) Combination of direct methods and homotopy in numerical optimal control: application to the optimization of chemotherapy in cancer. J Optim Theory Appl 181(2):479–503
Ordokhani Y, Razzaghi M (2005) Linear quadratic optimal control problems with inequality constraints via rationalized Haar functions. DCDIS Ser B 12:761–73
Parsa Moghaddam B, Tenreiro Machado JA (2017) A stable three-level explicit spline finite difference scheme for a class of nonlinear time variable order fractional partial differential equations. Comput Math Appl 73(6):1262–1269
Rabiei K, Ordokhani Y (2018) Boubaker hybrid functions and their application to solve fractional optimal control and fractional variational problems. Appl Math 63:541–567
Rabiei K, Parand K (2019) Collocation method to solve inequality-constrained optimal control problems of arbitrary order. Eng Comput 2019:1–11
Rabiei K, Ordokhani Y, Babolian E (2017) The Boubaker polynomials and their application to solve fractional optimal control problems. Nonlinear Dyn 88(2):1013–1026
Rahimkhani P, Ordokhani Y (2018) Numerical solution a class of 2D fractional optimal control problems by using 2D Müntz-Legendre wavelets. Optim Control Appl Methods 39(6):1916–1934
Rahimkhani P, Ordokhani Y (2019) Generalized fractional-order Bernoulli–Legendre functions: an effective tool for solving two-dimensional fractional optimal control problems. IMA J Math Control Inf 36(1):185–212
Rahimkhani P, Ordokhani Y, Babolian E (2016) An efficient approximate method for solving delay fractional optimal control problems. Nonlinear Dyn 86(3):1649–1661
Rehman MU, Khan RA (2011) The legendre wavelet method for solving fractional differential equations. Commun Nonlinear Sci Numer Simul 16:4163–4173
Sabouri J, Effati S, Pakdaman M (2017) A neural network approach for solving a class of fractional optimal control problems. Neural Process Lett 45(1):59–74
Safaie E, Farahi MH, Farmani Ardehaie M (2015) An approximate method for numerically solving multi-dimensional delay fractional optimal control problems by Bernstein polynomials. Comput Appl Math 34(3):831–846
Sahu PK, Saha Ray S (2017) A new Bernoulli wavelet method for numerical solutions of nonlinear weakly singular Volterra integro-differential equations. Int J Comput Methods 14:1750022
Soradi Zeid S, Effati S, Kamyad AV (2016) Approximation methods for solving fractional optimal control problems. Comput Appl Math 37:158–182
Swan GW (1990) Role of optimal control theory in cancer chemotherapy. Math BioSci 101(2):237–284
Tenreiro Machado JA, Kiryakov V, Mainardi F (2011) Recent history of fractional calculus. Commun Nonlinear Sci Numer Simul 16(3):1140–1153
Treanţă S (2019) On a modified optimal control problem with first-order PDE constraints and the associated saddle-point optimality criterion. Eur J Control 2(180):556–573
Vittek J, Butko P, Ftorek B, Makyš P, Gorel L (2017) Energy near-optimal control strategies for industrial and traction drives with a.c. motors. Math Probl Eng 2017:1–22
Yousefi SA, Lotfi A, Dehghan M (2011) The use of a Legendre multiwavelet collocation method for solving the fractional optimal control problem. J Vib Control 17:2059–2065
Zahra WK, Hikal MM (2017) Non standard finite difference method for solving variable order fractional optimal control problems. J Vib Control 23(6):948–958
Zaky MA, Tenreiro Machado JA (2017) On the formulation and numerical simulation of distributed-order fractional optimal control problems. Commun Nonlinear Sci Numer Simul 52:177–189
Acknowledgements
The authors are very grateful to the reviewers for carefully reading the paper and for their comments and suggestions which have improved the paper.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Valian, F., Ordokhani, Y. & Vali, M.A. Numerical Solution of Fractional Optimal Control Problems with Inequality Constraint Using the Fractional-Order Bernoulli Wavelet Functions. Iran J Sci Technol Trans Electr Eng 44, 1513–1528 (2020). https://doi.org/10.1007/s40998-020-00327-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40998-020-00327-3