A numerical approximation for delay fractional optimal control problems based on the method of moments

In this paper, we present a method based upon the moments problem for solving a class of fractional optimal control problems (FOCPs) with time delay. The performance index of the FOCP is considered as a function of both the state and control variables and the dynamics of system is given as an ordinary fractional differential equation with time delay. The fractional derivative (FD) is described in the Riemann–Liouville sense in which the FD order is α ∈ (0, 1]. The main reason of using this technique is the convexification of a non-linear and non-convex FOCP with time delay in which the non-linearities in the control variable can be expressed as polynomials. The Grünwald–Letnikov formula is used as an approximation for FD in numerical computations. Some numerical examples are given to illustrate the effectiveness of our method.

[1]  Yuriy Povstenko,et al.  Time-fractional radial diffusion in a sphere , 2008 .

[2]  Yangquan Chen,et al.  Computers and Mathematics with Applications an Approximate Method for Numerically Solving Fractional Order Optimal Control Problems of General Form Optimal Control Time-optimal Control Fractional Calculus Fractional Order Optimal Control Fractional Dynamic Systems Riots_95 Optimal Control Toolbox , 2022 .

[3]  J. Lasserre Moments, Positive Polynomials And Their Applications , 2009 .

[4]  M. Kreĭn,et al.  The Markov Moment Problem and Extremal Problems , 1977 .

[5]  Lamberto Cesari,et al.  Optimization-Theory And Applications , 1983 .

[6]  Harvey Thomas Banks,et al.  Necessary Conditions for Control Problems with Variable Time Lags , 1968 .

[7]  R. A. Silverman,et al.  Introductory Real Analysis , 1972 .

[8]  Mehdi Dehghan,et al.  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 , 2013, J. Comput. Appl. Math..

[9]  S.M. Kay,et al.  Spectrum analysis—A modern perspective , 1981, Proceedings of the IEEE.

[10]  W. H. Ray,et al.  On the optimal control of systems having pure time delays and singular arcsI, Some necessary conditions for optimality† , 1972 .

[11]  Dumitru Baleanu,et al.  A Central Difference Numerical Scheme for Fractional Optimal Control Problems , 2008, 0811.4368.

[12]  Michael Valášek,et al.  Optimal control of causal differential–algebraic systems , 2002 .

[13]  R. Meziat,et al.  The Method of Moments in Global Optimization , 2003 .

[14]  Nasser Sadati,et al.  Fopid Controller Design for Robust Performance Using Particle Swarm Optimization , 2007 .

[15]  H. Maurer,et al.  Optimal control problems with delays in state and control variables subject to mixed control–state constraints , 2009 .

[16]  Dumitru Baleanu,et al.  Solving multi-dimensional fractional optimal control problems with inequality constraint by Bernstein polynomials operational matrices , 2013 .

[17]  A. A. Mili︠u︡tin,et al.  Calculus of variations and optimal control , 1998 .

[18]  Pablo Pedregal Introduction to Optimization , 2003 .

[19]  O. Agrawal A General Formulation and Solution Scheme for Fractional Optimal Control Problems , 2004 .

[20]  B. Craven Control and optimization , 2019, Mathematical Modelling of the Human Cardiovascular System.

[21]  Haitao Qi,et al.  Time-fractional radial diffusion in hollow geometries , 2010 .

[22]  O. Agrawal,et al.  A Hamiltonian Formulation and a Direct Numerical Scheme for Fractional Optimal Control Problems , 2007 .

[23]  W. H. Ray,et al.  On the optimal control of systems having pure time delays and singular arcs II. Computational considerations , 1973 .

[24]  Cheng-Liang Chen,et al.  Numerical solution of time-delayed optimal control problems by iterative dynamic programming , 2000 .

[25]  E. Safaie,et al.  An approximate method for numerically solving multi-dimensional delay fractional optimal control problems by Bernstein polynomials , 2015 .

[26]  A. Halanay Optimal Controls for Systems with Time Lag , 1968 .

[27]  Daim-Yuang Sun,et al.  The solutions of time-delayed optimal control problems by the use of modified line-up competition algorithm , 2010 .

[28]  Pablo A. Parrilo,et al.  Nonlinear control synthesis by convex optimization , 2004, IEEE Transactions on Automatic Control.

[29]  Tian Liang Guo,et al.  The Necessary Conditions of Fractional Optimal Control in the Sense of Caputo , 2012, Journal of Optimization Theory and Applications.

[30]  T. Guinn Reduction of delayed optimal control problems to nondelayed problems , 1976 .

[31]  Pablo Pedregal,et al.  An alternative approach for non-linear optimal control problems based on the method of moments , 2007, Comput. Optim. Appl..

[32]  M. Dehghan,et al.  The use of a Legendre multiwavelet collocation method for solving the fractional optimal control problems , 2011 .

[33]  D. Luenberger Optimization by Vector Space Methods , 1968 .

[34]  I. Podlubny Fractional differential equations , 1998 .

[35]  O. Agrawal Fractional Optimal Control of a Distributed System Using Eigenfunctions , 2007 .

[36]  Diederich Hinrichsen,et al.  Optimal Control of Functional Differential Systems , 1978 .

[37]  H. Landau Moments in mathematics , 1987 .

[38]  Jean B. Lasserre,et al.  Global Optimization with Polynomials and the Problem of Moments , 2000, SIAM J. Optim..

[39]  Om P. Agrawal,et al.  A formulation and a numerical scheme for fractional optimal control problems , 2006 .

[40]  Ahmed S. Hendy,et al.  An Efficient Numerical Scheme for Solving Fractional Optimal Control Problems , 2012 .

[41]  William R. Perkins,et al.  Optimization of Time Delay Systems Using Parameter Imbedding , 1972 .

[42]  O. Agrawal A Quadratic Numerical Scheme for Fractional Optimal Control Problems , 2008 .

[43]  S. Lang,et al.  Spectral estimation for sensor arrays , 1983 .

[44]  R. Bagley,et al.  A Theoretical Basis for the Application of Fractional Calculus to Viscoelasticity , 1983 .