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Second-order necessary optimality conditions for a discrete optimal control problem with mixed constraints

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Abstract

In this paper, we study second-order necessary optimality conditions for a discrete optimal control problem with nonconvex cost functions and state-control constraints. By establishing an abstract result on second-order necessary optimality conditions for a mathematical programming problem, we derive second-order necessary optimality conditions for a discrete optimal control problem.

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References

  1. Arutyunov, A.V., Marinkovich, B.: Necessary optimality conditions for discrete optimal control problems. Moscow University computational mathematics and cybernetics, vol. 1, pp. 38–44 (2005)

  2. Avakov, E.R., Arutyunov, A.V., Izmailov, A.F.: Necessary conditions for an extremum in a mathematical programming poblem. Proceedings of the Steklov Institute of Mathematics, vol. 256, pp. 2–25 (2007)

  3. Bertsekas, D.P.: Dynamic Programming and Optimal Control, vol. I. Springer, Berlin (2005)

    MATH  Google Scholar 

  4. Ben-Tal, A.: Second order and related extremality conditions in nonlinear programming. J. Optim. Theory Appl. 31, 143–165 (1980)

    Article  MathSciNet  MATH  Google Scholar 

  5. Bonnans, J.F., Cominetti, R., Shapiro, A.: Second order optimality conditions based on parabolic second order tangent sets. SIAM J. Optim. 9, 466–492 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  6. Cominetti, R.: Metric regularity, tangent sets, and second-order optimality conditions. Appl. Math. Optim. 21, 265–287 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  7. Gabasov, R., Mordukhovich, B.S., Kirillova, F.M.: The discrete maximum principle, Dokl. Akad. Nauk SSSR, 213, 19-22 (1973). (Russian; English transl. in Soviet Math. Dokl. 14, 1624-1627, 1973)

  8. Henrion, R., Mordukhovich, B.S., Nam, N.M.: Second-order analysis of polyhedral systems in finite dimensions with applications to robust stability of variational inequalities. SIAM J. Optim. 20, 2199–2227 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  9. Hilscher, R., Zeidan, V.: Second-order sufficiency criteria for a discrete optimal control problem. J. Abstr. Differ. Equ. Appl. 8(6), 573–602 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  10. Hilscher, R., Zeidan, V.: Discrete optimal control: second-order optimality conditions. J. Abstr. Differ. Equ. Appl. 8(10), 875–896 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  11. Ioffe, A.D.: Necessary and sufficient conditions for a local minimum. 3: Second order conditions and augmented duality. SIAM J. Control Optim. 17, 266–288 (1979)

    Article  MathSciNet  MATH  Google Scholar 

  12. Ioffe, A.D., Tihomirov, V.M.: Theory of Extremal Problems. North-Holland Publishing Company, North-Holland (1979)

    MATH  Google Scholar 

  13. Kawasaki, H.: An envelope-like effect on infinitely many inequality constraints on second-order necessary conditions for minimization problems. Math. Program. 41, 73–96 (1988)

    Article  MathSciNet  MATH  Google Scholar 

  14. Kien, B.T., Nhu, V.H.: Second-order necessary optimality conditions for a class of semilinear elliptic optimal control problems with mixed pointwise constraints. SIAM J. Control Optim. 52, 1166–1202 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  15. Larson, R.E., Casti, J.: Principles of Dynamic Programming, vol. I. Marcel Dekker, New York (1982)

    MATH  Google Scholar 

  16. Larson, R.E., Casti, J.: Principles of Dynamic Programming, vol. II. Marcel Dekker, New York (1982)

    MATH  Google Scholar 

  17. Lian, Z., Liu, L., Neuts, M.F.: A discrete-time model for common lifetime inventory systems. Math. Oper. Res. 30, 718–732 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  18. Lyshevski, S.E.: Control System Theory with Engineering Applications, Control Engineering. Birkaäuser, Boston (2001)

    Book  Google Scholar 

  19. Mangasarian, O.L., Shiau, T.-H.: Lipschitz continuity of solutions of linear inequalities, programs and complementarity problems. SIAM J. Control Optim. 25, 583–595 (1987)

    Article  MathSciNet  MATH  Google Scholar 

  20. Malozemov, V.N., Omelchenko, A.V.: On a discrete optimal control problem with an explicit solution. J. Industral Manag. Optim. 2, 55–62 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  21. Marinkovíc, B.: Optimality conditions in discrete optimal control problems. J. Optim. Methods Softw. 22, 959–969 (2007)

    Article  MATH  Google Scholar 

  22. Marinkovíc, B.: Optimality conditions for discrete optimal control problems with equality and inequality type constraints. Positivity 12, 535–545 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  23. Marinkovíc, B.: Second-order optimality conditions in a discrete optimal control problem. Optimization 57, 539–548 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  24. Mordukhovich, B.S.: Difference approximations of optimal control system, Prikladaya Matematika I Mekhanika, 42, 431–440 (1978). (Russian; English transl. in J. Appl. Math. Mech., 42, 452-461, 1978)

  25. Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation I, Basis Theory. Springer, Berlin (2006)

    Google Scholar 

  26. Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation II, Applications. Springer, Berlin (2006)

    Google Scholar 

  27. Páles, Z., Zeidan, V.: Nonsmooth optimum problems with constraints. SIAM J. Control Optim. 32, 1476–1502 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  28. Penot, J.-P.: Optimality conditions in mathematical programming and composite optimization. Math. Program. 67, 225–245 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  29. Pindyck, R.S.: An aplication of the linear quaratic tracking problem to economic stabilization policy. IEEE Trans. Automat Control 17, 287–300 (1972)

    Article  MathSciNet  Google Scholar 

  30. Rockafellar, R.T., Wets, R.J.-B.: Variational Analysis. Springer, Berlin (1998)

    Book  MATH  Google Scholar 

  31. Toan, N.T., Ansari, Q.H., Yao, J.-C.: Second-order necessary optimality conditions for a discrete optimal control problem. J. Optim. Theory Appl. 165(3), 812–836 (2015)

    Article  MathSciNet  Google Scholar 

  32. Tu, P.N.V.: Introductory Optimization Dynamics. Springer, Berlin (1991)

    MATH  Google Scholar 

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Acknowledgments

In this research, we were partially supported by the NAFOSTED 101.01-2015.04 of National Foundation for Science & Technology Development (Vietnam) and by the Vietnam Institute for Advanced Study in Mathematics (VIASM).

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Toan, N.T., Thuy, L.Q. Second-order necessary optimality conditions for a discrete optimal control problem with mixed constraints. J Glob Optim 64, 533–562 (2016). https://doi.org/10.1007/s10898-015-0333-0

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