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Spectral homotopy analysis method and its convergence for solving a class of nonlinear optimal control problems

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Abstract

A combination of the hybrid spectral collocation technique and the homotopy analysis method is used to construct an iteration algorithm for solving a class of nonlinear optimal control problems (NOCPs). In fact, the nonlinear two-point boundary value problem (TPBVP), derived from the Pontryagin’s Maximum Principle (PMP), is solved by spectral homotopy analysis method (SHAM). For the first time, we present here a convergence proof for SHAM. We treat in detail Legendre collocation and Chebyshev collocation. It is indicated that Legendre collocation gives the same numerical results with Chebyshev collocation. Comparisons are made between SHAM, Matlab bvp4c generated results and results from literature such as homotopy perturbation method (HPM), optimal homotopy perturbation method (OHPM) and differential transformations.

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References

  1. Garrard, W.L., Jordan, J.M.: Design of nonlinear automatic flight control systems. Automatica 13(5), 497–505 (1997)

    Article  Google Scholar 

  2. Manousiouthakis, V., Chmielewski, D.J.: On constrained infinite-time nonlinear optimal control. Chem. Eng. Sci. 57(1), 105–114 (2002)

    Article  Google Scholar 

  3. Notsu, T., Konishi, M., Imai, J.: Optimal water cooling control for plate rolling. Int. J. Innov. Comput. Inform. Control 4(12), 3169–3181 (2008)

    Google Scholar 

  4. Tang, L., Zhao, L.D., Guo, J.: Research on pricing policies for seasonal goods based on optimal control theory. ICIC Expr. Lett. 3(4B), 1333–1338 (2009)

    Google Scholar 

  5. Pontryagin, L.S.: Optimal control processes. Usp. Mat. Nauk 14, 3–20 (1959)

    MathSciNet  Google Scholar 

  6. Ascher, U.M., Mattheij, R.M.M., Russel, R.D.: Numerical Solution of Boundary Value Problems for Ordinary Differential Equations. SIAM, Philadelphia (1995)

    Book  MATH  Google Scholar 

  7. Teo, K.L., Goh, C.J., Wong, K.H.: A Unified Computational Approach to Optimal Control Problems. Longman Scientific and Technical, England (1991)

    MATH  Google Scholar 

  8. Mehne, H.H., Hashemi Borzabadi, A.: A numerical method for solving optimal control problems using state parametrization. Numer. Algor. 42, 165–169 (2006)

    Article  MATH  Google Scholar 

  9. Ashoori, A., Moshiri, B., Ramezani, A., Bakhtiari, M.R., Khaki-Sedigh, A.: Optimal control of a nonlinear fed-batch fermentation process using model predictive approach. J. Process Control 19, 1162–1173 (2009)

    Article  Google Scholar 

  10. Sakawa, Y., Shindo, Y.: On the global convergence of an algorithm for optimal control. IEEE Trans. Automat. Contr. 25, 1149–1153 (1980)

    Article  MATH  MathSciNet  Google Scholar 

  11. Liao, S.J.: The Proposed Homotopy Analysis Technique for the Solution of Nonlinear Problems. Ph.D Thesis, Shanghai Jiao Tong University (1992)

  12. Liao, S.J.: On the homotopy anaylsis method for nonlinear problems. Appl. Math. Comput. 147, 499–513 (2004)

    Article  MATH  MathSciNet  Google Scholar 

  13. Liao, S.J.: Comparison between the homotopy analysis method and homotopy perturbation method. Appl. Math. Comput. 169, 1186–94 (2005)

    Article  MATH  MathSciNet  Google Scholar 

  14. Liao, S.J.: Homotopy analysis method: a new analytical technique for nonlinear problems. J. Commun. Nonlinear Sci. Numer. Simul. 2(2), 95–100 (1997)

    Article  Google Scholar 

  15. Gorder, R.A.V.: Control of error in the homotopy analysis of semi-linear elliptic boundary value problems. Numer. Algor. (2012). doi:10.1007/s11075-012-9554-1

    Google Scholar 

  16. Hayat, T., Javed, T., Sajid, M.: Analytic solution for rotating flow and heat transfer analysis of a third-grade fluid. Acta Mech. 191, 219–229 (2007)

    Article  MATH  Google Scholar 

  17. Abbasbandy, S.: Soliton solutions for the 5th-order KdV equation with the homotopy analysis method. Nonlinear Dyn. 51, 83–87 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  18. Motsa, S.S., Sibanda, P., Shateyi, S.: A new spectral-homotopy analysis method for solving a nonlinear second order BVP. Commun. Nonlinear Sci. Numer. Simul. 15, 2293–2302 (2010)

    Article  MATH  MathSciNet  Google Scholar 

  19. Motsa, S.S., Shateyi, S., Marewo, G.T., Sibanda, P.: An improved spectral homotopy analysis method for MHD flow in a semi-porous channel. Numer. Algor. 60, 463–481 (2012)

    Article  MATH  MathSciNet  Google Scholar 

  20. Gill, P.E., Jay, L.O., Leonard, M.W., Petzold, L.R., Sharma, V.: An SQP method for the optimal control of large-scale dynamical systems. J. Comput. Appl. Math. 120, 197–213 (2000)

    Article  MATH  MathSciNet  Google Scholar 

  21. Salim, M.S.: Numerical Studies of Optimal Control Problems and its Applications. Ph.D. Thesis, Assiut University, Assiut, Egypt (1990)

  22. El-Kady, M., Elbarbary, E.M.E.: A Chebyshev expansion method for solving optimal control problems. Appl. Math. Comput. 129, 171–182 (2002)

    Article  MATH  MathSciNet  Google Scholar 

  23. Yousefi, S.A., Dehghan, M., Lotfi, A.: Finding the optimal control of linear systems via He’s variational iteration method. Int. J. Comput. Math. 87(5), 1042–1050 (2010)

    Article  MATH  MathSciNet  Google Scholar 

  24. Effati, S., Saberi Nik, H.: Solving a class of linear and nonlinear optimal control problems by homotopy perturbation method. IMA J. Math. Control Inf. 28, 539–553 (2011)

    Article  MATH  MathSciNet  Google Scholar 

  25. Saberi Nik, H., Effati, S., Yildirim, A.: Solution of linear optimal control systems by differential transform method. Neural Comput. Appl. doi:10.1007/s00521-012-1073-4

  26. Jajarmi, A., Pariz, N., Vahidian Kamyad, A., Effati, S.: A highly computational efficient method to solve nonlinear optimal control problems. Scientia Iranica D 19(3), 759–766 (2012)

    Article  Google Scholar 

  27. Turkyilmazoglu, M.: Numerical and analytical solutions for the flow and heat transfer near the equator of an MHD boundary layer over a porous rotating sphere. Int. J. Therm. Sci. 50(5), 831–842 (2011)

    Article  Google Scholar 

  28. Abbasbandy, S., Shivanian, E., Vajravelu, K.: Mathematical properties of h-curve in the frame work of the homotopy analysis method. Commun. Nonlinear Sci. Numer. Simul. 16, 4268–4275 (2011)

    Article  MATH  MathSciNet  Google Scholar 

  29. Du, D., Hwang, I.: A computational approach to solve optimal control problems using differential transformation. In: Proceedings of the 2007 American Control Conference Marriott Marquis Hotel at Times Square. New York City, USA, 11–13 July (2007)

  30. Geering, H.P.: Optimal Control with Engineering Applications. Springer, Berlin Heidelberg New York (2007)

    MATH  Google Scholar 

  31. Guo, B.Y., Kuo, P.Y.: Spectral Methods and Their Applications. World Scientific, Singapore (1998)

    Book  MATH  Google Scholar 

  32. Liao, S.J.: Beyond Perturbation: Introduction to Homotopy Analysis Method. Chapman & Hall/CRC Press (2003)

  33. Liao, S.: An optimal homotopy-analysis approach for strongly nonlinear differential equations. Commun. Nonlinear Sci. Numer. Simul. 15, 2315–2332 (2010)

    Google Scholar 

  34. Canuto, C., Hussaini, M.Y., Quarteroni, A., Zang, T.A.: Spectral Methods in Fluid Dynamics. Springer, Berlin (1988)

    Book  MATH  Google Scholar 

  35. Atkinson, K.: Theoretical Numerical Analysis. A Functional Analysis Framework, 3rd edn. Springer (2009)

  36. Junkins, J.L., Turner, J.D.: Optimal Spacecraft Rotational Maneuvers. Elsevier, Amsterdam (1986)

    Google Scholar 

  37. Welfert, B.D.: A Remark on Pseudospectral Differentiation Matrices. Department of Mathematics, Arizona State University, Tempe (1992)

    Google Scholar 

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Saberi Nik, H., Effati, S., Motsa, S. et al. Spectral homotopy analysis method and its convergence for solving a class of nonlinear optimal control problems. Numer Algor 65, 171–194 (2014). https://doi.org/10.1007/s11075-013-9700-4

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