NON-CLASSICAL OPTIMAL CONTROL PROBLEM: A CASE STUDY FOR CONTINUOUS APPROXIMATION OF FOUR-STEPWISE FUNCTION

  • Wan Noor Afifah Wan Ahmad Department of Mathematics and Statistics, Faculty of Applied Sciences and Technology, Universiti Tun Hussein Onn Malaysia, Pagoh Higher Educational Hub, 84600 Pagoh, Johor, Malaysia
  • Suliadi Firdaus Sufahani Department of Mathematics and Statistics, Faculty of Applied Sciences and Technology, Universiti Tun Hussein Onn Malaysia, Pagoh Higher Educational Hub, 84600 Pagoh, Johor, Malaysia
  • Mahmod Abd Hakim Mohamad Department of Mechanical Engineering, Center of Diploma, Universiti Tun Hussein Onn Malaysia, Pagoh Higher Educational Hub, 84600 Pagoh, Johor, Malaysia
  • Mohd SaifullahRusiman Department of Mathematics and Statistics, Faculty of Applied Sciences and Technology, Universiti Tun Hussein Onn Malaysia, Pagoh Higher Educational Hub, 84600 Pagoh, Johor, Malaysia
  • Mohd Zulariffin Md Maarof Department of Sciences and Mathematics, Center of Diploma, Universiti Tun Hussein Onn Malaysia, Pagoh Higher Educational Hub, 84600 Pagoh, Johor, Malaysia
  • Muhamad Ali lmran Kamarudin School of Business Management, College of Business, Universiti Utara Malaysia, 06010 Sintok, Kedah, Malaysia
Article ID: 2417
Keywords: discretization method; optimal control; shooting method

Abstract

The numerical properties of a contemporary optimal control problem (OCP) within the realm of financial aspects deviate from the conventional OCP framework. In our specific scenario, the final state condition is unknown, while the integrand exhibits a piecewise capacity that aligns with the unknown terminal state value. Since this is not a classical OCP, it cannot be solved using Pontryagin’s maximum approach under the expected end limit conditions. A free final state in the non-classical issue results in a critical limit condition of the final shadow value not being equal to zero. The new fundamental condition must be comparable to a particular necessary condition because the integrand is a part of the unidentified final state value. By employing the hyperbolic tangent (tanh) function, we showcase a continuous approximation of the piecewise constant integrand function. Furthermore, we tackle a specific scenario utilizing the shooting method in C++ programming language. This is by combining the Newton and Golden Section Search methods in the shooting technique to calculate the limiting free final state value in an external circle emphasis. Discretization methods such as Euler and Runge-Kutta approximations were used in the validation procedure. The program was constructed in AMPL programming language with MINOS solver.

References

[1]J. T. Betts, Practical methods for optimal control using nonlinear programming, Advances in Design and Control, Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA, 2001.

[2]R. A. C. Ferreira and D. F. M. Torres, Higher-order calculus of variations on time scales, Mathematical Control Theory and Finance, Springer, Berlin, 2008, pp. 149-159.

[3]R. Fourer, D. M. Gay and B. W. Kernighan, AMPL: A Modelling Language for Mathematical Programming, Duxbury Press/Brooks/Cole Publishing Company, 2002.

[4]G. Stefani, Hamiltonian approach to optimality conditions in control theory and nonsmooth analysis, Nonsmooth Analysis Control Theory and Differential Equations, INDAM, Roma, 2009. http://events.math.unipd.it/nactde09/sites/default/files/stefani.pdf.

[5]D. Leonard and N. V. Long, Optimal Control Theory and Static Optimization in Economics, Cambridge University Press, Cambridge, 1992.

[6]A. B. Malinowska and D. F. M. Torres, Natural boundary conditions in the calculus of variations, Mathematical Methods in the Applied Science 33(14) (2010), 1712-1722. doi:10.1002/mma.1289.

[7]A. F. C. Pedro, D. F. M. Torres and A. S. I. Zinober, A non-classical class of variational problems with application in economics, International Journal of Mathematical Modeling and Numerical Optimization 1(3) (2010), 227-236.doi:10.1504/IJMMNO.2010.031750.

[8]W. H. Press, S. A. Teukolsky, W. T. Vetterling and B. P. Flannery, Numerical Recipes: The Art of Scientific Computing, 3rd ed., Cambridge University Press, Cambridge, 2007.

[9]S. P. Sethi and G. L. Thompson, Optimal Control Theory: Applications on Management Science and Economics, 2nd ed., Kluwer Academic Publishers, Boston, MA, 2000.

[10]R. Vinter, System and Control: Foundation and Application Optimal Control, Birkha Boston, Springer-Verlag, New York, 2000.

[11]A. S. I. Zinober and K. Kaivanto, Optimal production subject to piecewise continuous royalty payment obligations, University of Sheffield, 2008.

[12]A. S. I. Zinober and S. F. Sufahani, A non-standard optimal control problem arising in an economics application, Pesquisa Operacional 33(1) (2013), 63-71.

[13]D. E. Kirk, Optimal Control Theory: An Introduction, Prentice-Hall Network Series, New Jersey, 1970.

[14]E. R. Pinch, Optimal Control and the Calculus of Variations, Oxford University Press, Oxford, 1993.

Published
2023-09-21
How to Cite
Noor Afifah Wan Ahmad, W., Firdaus Sufahani, S., Abd Hakim Mohamad, M., SaifullahRusiman, M., Zulariffin Md Maarof, M., & Ali lmran Kamarudin, M. (2023). NON-CLASSICAL OPTIMAL CONTROL PROBLEM: A CASE STUDY FOR CONTINUOUS APPROXIMATION OF FOUR-STEPWISE FUNCTION. Advances in Differential Equations and Control Processes, 30(4). Retrieved from https://ojs.acad-pub.com/index.php/ADECP/article/view/2417
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Articles