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Costate Computation by an Adaptive Pseudospectral Method for Solving Optimal Control Problems with Piecewise Constant Time Lag

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Abstract

In this paper, we consider nonlinear optimal control problems involving piecewise constant delay functions. A discretization of the Bolza problem by an adaptive Legendre pseudospectral method is considered. The method is based on composite pseudospectral method using the well-known Legendre–Gauss–Lobatto collocation points. In this approach, the main problem is converted into a mathematical optimization problem, whose solution is much more easier than that of the original one. It is shown that, under a simple set of conditions, the operations of discretization and dualization are commutative. The method is used to solve an optimal control problem with continuous variable time lag.

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References

  1. Oğuztöreli, M.N.: Time-Lag Control Systems. Mathematics in Science and Engineering, vol. 24. Academic Press, New York (1966)

    MATH  Google Scholar 

  2. Betts, J.T.: Survey of numerical methods for trajectory optimization. J. Guid. Control Dyn. 21, 193–207 (1998)

    Article  MATH  Google Scholar 

  3. Kharatishvili, G.L.: The maximum principle in the theory of optimal process with time-lags. Dokl. Akad. Nauk SSSR 136, 39–42 (1961)

    Google Scholar 

  4. Halanay, A.: Optimal controls for systems with time lag. SIAM J. Control 6, 215–234 (1968)

    Article  MathSciNet  MATH  Google Scholar 

  5. Soliman, M.A., Ray, W.H.: On the optimal control of systems having pure time delays and singular arcs I, some necessary conditions for optimality. Int. J. Control 16(5), 963–976 (1972)

    Article  MathSciNet  MATH  Google Scholar 

  6. Ray, W.H., Soliman, M.A.: The optimal control of processes containing pure time delays–I: necessary conditions for an optimum. Chem. Eng. Sci. 25, 1911–1925 (1970)

  7. Guinn, T.: Reduction of delayed optimal control problems to nondelayed problems. J. Optim. Theory Appl. 18, 371–377 (1976)

    Article  MathSciNet  MATH  Google Scholar 

  8. Göllmann, L., Kern, D., Maurer, H.: Optimal control problems with delays in state and control variables subject to mixed control-state constraints. Optim. Control Appl. Methods 30(4), 341–365 (2009)

    Article  MathSciNet  Google Scholar 

  9. Göllmann, L., Maurer, H.: Theory and applications of optimal control problems with multiple time-delays. J. Ind. Manage. Optim. 10(2), 413–441 (2014)

    MathSciNet  MATH  Google Scholar 

  10. Banks, H.T.: Necessary conditions for control problems with variable time lags. SIAM J. Control 6(1), 9–47 (1968)

    Article  MathSciNet  MATH  Google Scholar 

  11. Chen, W.L., Jeng, B.S.: Analysis of piecewise constant delay systems via block-pulse functions. Int. J. Syst. Sci. 12, 625–633 (1981)

    Article  MATH  Google Scholar 

  12. Chen, W.L., Meng, C.H.: A general procedure of solving the linear delay system via block pulse functions. Comput. Electr. Eng. 9(3–4), 153–166 (1982)

    Article  MATH  Google Scholar 

  13. Marzban, H.R., Shahsiah, M.: Solution of piecewise constant delay systems using hybrid of block-pulse and Chebyshev polynomials. Optim. Control Appl. Methods 32(6), 647–659 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  14. Marzban, H.R., Hoseini, S.M.: Numerical treatment of non-linear optimal control problems involving piecewise constant delay. IMA J. Math. Control Inf. (2016). doi:10.1093/imamci/dnv025

  15. Ross, I.M., Fahroo, F.: Convergence of pseudospectral discretizations of optimal control problems. In: 40th lEEE Conference on Decision and Control, pp. 3175–3177. Orlando, Florida USA (2001)

  16. Canuto, C., Hussaini, M.Y., Quarteroni, A., Zang, T.A.: Spectral Methods: Fundamentals in Single Domains. Scientific Computation. Springer, Berlin (2006)

    MATH  Google Scholar 

  17. Marzban, H.R., Tabrizidooz, H.R.: Solution of nonlinear delay optimal control problems using a composite pseudospectral collocation method. Commun. Pure Appl. Anal. 9, 1379–1389 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  18. Aris, R., Amundson, N.R.: An analysis of chemical reactor stability and control-I: the possibility of local control, with perfect or imperfect control mechanisms. Chem. Eng. Sci. 7(3), 121–131 (1958)

    Article  Google Scholar 

  19. Lapidus, L., Luus, R.: Optimal Control of Engineering Processes. Blaisdell, Waltham, MA (1967)

    Google Scholar 

  20. Dadebo, S., Luus, R.: Optimal control of time-delay systems by dynamic programming. Optim. Control Appl. Methods 13(1), 29–41 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  21. Lin, J.S., Hwang, C.: Optimal control of time-delay systems by forward iterative dynamic programming. Ind. Eng. Chem. Res. 35(8), 2795–2800 (1996)

    Article  Google Scholar 

  22. Chen, C.L., Sun, D.Y., Chang, C.Y.: Numerical solution of time-delayed optimal control problems by iterative dynamic programming. Optim. Control Appl. Methods 21(3), 91–105 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  23. Sun, J.Q.: A method of continuous time approximation of delayed dynamical systems. Commun. Nonlinear Sci. Numer. Simul. 14(4), 998–1007 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  24. Bellen, A.: One-step collocation for delay differential equations. J. Comput. Appl. Math. 10, 275–283 (1984)

    Article  MathSciNet  MATH  Google Scholar 

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The authors are very grateful to the referee’s useful comments and valuable suggestions which have improved the paper.

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Correspondence to Sayyed Mohammad Hoseini.

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Hoseini, S.M., Marzban, H.R. Costate Computation by an Adaptive Pseudospectral Method for Solving Optimal Control Problems with Piecewise Constant Time Lag. J Optim Theory Appl 170, 735–755 (2016). https://doi.org/10.1007/s10957-016-0957-3

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  • DOI: https://doi.org/10.1007/s10957-016-0957-3

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