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Optimality Conditions for Linear-Convex Optimal Control Problems with Mixed Constraints

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Abstract

In this paper, we provide sufficient optimality conditions for convex optimal control problems with mixed constraints. On one hand, the data delimiting the problem we consider is continuous and jointly convex on the state and control variables, but on the other hand, smoothness on the data of the problem, on the candidate to minimizer and/or on the multipliers is not needed. We also show that, under a suitable interior feasibility condition, the optimality conditions are necessary as well and can be written as a Maximum Principle in normal form. The novelty of this last part is that no additional regularity conditions on the mixed constraints, such as the Mangasarian–Fromovitz constraint qualification or the bounded slope condition, are required. A discussion about the regularity of the costate is also provided.

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Notes

  1. It is important to highlight that in [16, Hypotheses 2.2] the upper semicontinuity is understood in the same sense as in [28], that is, the multifunctions have closed graphs.

References

  1. Andreani, R., de Oliveira, V.A., Pereira, J.T., Silva, G.N.: A weak maximum principle for optimal control problems with mixed constraints under a constant rank condition. IMA J. Math. 37(3), 1021–1047 (2020)

    MathSciNet  MATH  Google Scholar 

  2. Arutyunov, A.V., Karamzin, D.Y.: Necessary conditions for a weak minimum in an optimal control problem with mixed constraints. Differ. Equ. 41, 1532–1543 (2005)

    Article  MathSciNet  Google Scholar 

  3. Arutyunov, A.V., Karamzin, D.Y.: A survey on regularity conditions for state-constrained optimal control problems and the non-degenerate maximum principle. J. Optim. Theory Appl. 184(3), 697–723 (2020)

    Article  MathSciNet  Google Scholar 

  4. Arutyunov, A.V., Karamzin, D.Y., Pereira, F.L.: Maximum principle in problems with mixed constraints under weak assumptions of regularity. Optimization 59, 1067–1083 (2010)

    Article  MathSciNet  Google Scholar 

  5. Arutyunov, A.V., Karamzin, D.Y., Pereira, F.L., Silva, G.N.: Investigations of regularity conditions in optimal control problems with geometric mixed constraints. Optimization 65, 185–206 (2016)

    Article  MathSciNet  Google Scholar 

  6. Becerril, J.A., de Pinho, M.R.: Optimal control with nonregular mixed constraints: an optimization approach. SIAM J. Control Optim. 59(3), 2093–2120 (2021)

    Article  MathSciNet  Google Scholar 

  7. Bettiol, P., Vinter, R.: \(L^\infty \) estimates on trajectories confined to a closed subset, for control systems with bounded time variation. Math. Program. 168, 201–228 (2018)

    Article  MathSciNet  Google Scholar 

  8. Boccia, A., de Pinho, M.R., Vinter, R.: Optimal control problems with mixed and pure state constraints. SIAM J. Control Optim. 54(6), 3061–3083 (2016)

    Article  MathSciNet  Google Scholar 

  9. Bonnans, J.F., Hermant, A.: Second-order analysis for optimal control problems with pure state constraints and mixed control-state constraints. Ann. Inst. H. Poincaré AN 26, 561–598 (2009)

    Article  MathSciNet  Google Scholar 

  10. Clarke, F., de Pinho, M.R.: Optimal control problems with mixed constraints. SIAM J. Control Optim. 48(7), 4500–4524 (2010)

    Article  MathSciNet  Google Scholar 

  11. de Oliveira, V.A., Silva, G.N.: Sufficient optimality conditions for optimal control problems with state constraints. Numer. Funct. Anal. Optim. 40(8), 867–887 (2019)

    Article  MathSciNet  Google Scholar 

  12. Dmitruk, A.V.: Maximum principle for a general optimal control problem with phase and regular mixed constraints. Comput. Math. Model. 4, 364–377 (1990)

    Article  MathSciNet  Google Scholar 

  13. Dmitruk, A.V., Osmolovskii, N.P.: Necessary conditions for a weak minimum in optimal control problems with integral equations subject to state and mixed constraints. SIAM J. Control Optim. 52(6), 3437–3462 (2014)

    Article  MathSciNet  Google Scholar 

  14. Hartl, R.F., Sethi, S.P., Vickson, R.G.: A survey of the maximum principles for optimal control problems with state constraints. SIAM Rev. 37(2), 181–218 (1995)

    Article  MathSciNet  Google Scholar 

  15. Hermosilla, C., Vinter, R., Zidani, H.: Hamilton–Jacobi–Bellman equations for optimal control processes with convex state constraints. Syst. Control Lett. 109, 30–36 (2017)

    Article  MathSciNet  Google Scholar 

  16. Hermosilla, C., Wolenski, P.R.: A characteristic method for fully convex Bolza problems over arcs of bounded variation. SIAM J. Control Optim. 57(4), 2873–2901 (2019)

    Article  MathSciNet  Google Scholar 

  17. Li, A., Ye, J.: Necessary optimality conditions for optimal control problems with nonsmooth mixed state and control constraints. Set Valued Var. Anal. 24, 449–470 (2016)

    Article  MathSciNet  Google Scholar 

  18. Li, A., Ye, J.: Necessary optimality conditions for implicit systems with applications to control of differential algebraic equations. Set Valued Var. Anal. 26, 179–203 (2018)

    Article  MathSciNet  Google Scholar 

  19. Mangasarian, O.L.: Sufficient conditions for the optimal control of nonlinear systems. SIAM J. Control Optim. 4(1), 139–152 (1966)

    Article  MathSciNet  Google Scholar 

  20. Maurer, H., Pickenhain, S.: Second-order sufficient conditions for control problems with mixed control-state constraints. J. Optim. Theory Appl. 86, 649–667 (1995)

    Article  MathSciNet  Google Scholar 

  21. Mordukhovich, B.: Variational Analysis and Generalized Differentiation I: Basic Theory. Springer, Berlin (2006)

    Book  Google Scholar 

  22. Mordukhovich, B., Nam, N.M., Wang, B.: Metric regularity of mappings and generalized normals to set images. Set Valued Var. Anal. 17(4), 359–387 (2009)

    Article  MathSciNet  Google Scholar 

  23. Osmolovskii, N.P.: Second-order conditions for a weak local minimum in an optimal control problem (necessity, sufficiency). Sov. Math. Dokl. 16, 1480–1484 (1975)

    MATH  Google Scholar 

  24. Osmolovskii, N.P.: Second order optimality conditions in optimal control problems with mixed inequality type constraints on a variable time interval. In: Wolansky, G., Zaslavski, A.J. (eds.) Variational and Optimal Control Problems on Unbounded Domains, pp. 141–155. American Mathematical Society, Providence (2014)

    MATH  Google Scholar 

  25. Osmolovskii, N.P., Veliov, V.M.: Optimal control of age-structured systems with mixed state-control constraints. J. Math. Anal. Appl. 455, 396–421 (2017)

    Article  MathSciNet  Google Scholar 

  26. Rockafellar, R.T.: Convex Analysis. Princeton University Press, Princeton (1968)

    MATH  Google Scholar 

  27. Rockafellar, R.T.: Conjugate convex functions in optimal control and the calculus of variations. J. Math. Anal. 32, 174–222 (1970)

    Article  MathSciNet  Google Scholar 

  28. Rockafellar, R.T.: Dual problems of Lagrange for arcs of bounded variation. In: Russell, D.L. (ed.) Calculus of Variations and Control Theory, pp. 155–192. Academic Press, New York (1976)

    Google Scholar 

  29. Rockafellar, R.T., Wets, R.J.-B.: Variational Analysis. Springer, Berlin (2009)

    MATH  Google Scholar 

  30. Vinter, R.: Optimal Control. Birkhäuser, Boston (2000)

    MATH  Google Scholar 

  31. Zakharov, E., Karamzin, D.Y.: On the study of conditions for the continuity of the Lagrange multiplier measure in problems with state constraints. Differ. Equ. 51(3), 399–405 (2015)

    Article  MathSciNet  Google Scholar 

  32. Zeidan, V.: The Riccati equation for optimal control problems with mixed state-control constraints: necessity and sufficiency. SIAM J. Control Optim. 32(5), 1297–1321 (1994)

    Article  MathSciNet  Google Scholar 

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Acknowledgements

J. Becerril was supported by CONICYT-PIA Basal Program CMM-AFB170001, and C. Hermosilla was supported by ANID-Chile through FONDECYT Grant Number 11190456.

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Correspondence to Cristopher Hermosilla.

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Communicated by Aram Arutyunov.

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Becerril, J., Hermosilla, C. Optimality Conditions for Linear-Convex Optimal Control Problems with Mixed Constraints. J Optim Theory Appl 194, 795–820 (2022). https://doi.org/10.1007/s10957-022-02049-4

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