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Regularity of Multipliers for Multiobjective Optimal Control Problems Governed by Evolution Equations

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This article is concerned with multiobjective optimal control problems, driven by evolution equations, and involving implicit control constraints and mixed pointwise control-state constraints in infinite dimensional separable Banach spaces. We consider bounded controls and inclusion-type mixed pointwise constraints, which are given in terms of measurable set-valued mappings whose images are closed convex sets with nonempty interior. In this case, the multiplier associated with mixed constraints is an element of the dual space of the Banach space-valued essentially bounded functions. Exploiting the combination of the Ioffe-Levin decomposition theorem for this dual and a Lagrange multiplier theorem obtained for an abstract multi-criteria optimization framework, we set up Fritz-John necessary optimality conditions, in the presence of integrable functions and singular measures as multipliers, for local weak Pareto solutions of the problems under investigation. Moreover, we give some conditions under which the multipliers are regular. An example of application of the main result is also provided to show the existence of a nontrivial singular measure.

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References

  1. Alibert, J.J., Raymond, J.P.: Boundary control of semilinear elliptic equations with discontinuous leading coefficients and unbounded controls. Numer. Funct. Anal. Optim. 18, 235–250 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  2. Arada, N., Raymond, J.P.: Optimal control problems with mixed control-state constraints. SIAM J. Control. Optim. 39, 1391–1407 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  3. Aronna, M.S., Bonnans, J.F., Kröner, A.: Optimal control of infinite dimensional bilinear systems: application to the heat and wave equations. Math. Program. 168, 717–757 (2018)

    Article  MathSciNet  MATH  Google Scholar 

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

    Article  MathSciNet  MATH  Google Scholar 

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

    Article  MathSciNet  MATH  Google Scholar 

  6. Aubin, J.P., Frankowska, H.: Set-valued Analysis. Birkhäuser, Boston (1990)

    MATH  Google Scholar 

  7. Barbu, V., Precupanu, T.: Convexity and Optimization in Banach Spaces. Springer, The Netherlands (2012)

    Book  MATH  Google Scholar 

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

    Article  MathSciNet  MATH  Google Scholar 

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

    Article  MathSciNet  MATH  Google Scholar 

  10. Bonnans, J.F., Shapiro, A.: Perturbation Analysis of Optimization Problems. Springer, New York (2000)

    Book  MATH  Google Scholar 

  11. Casas, E., Raymond, J.P., Zidani, H.: Pontryagin’s principle for local solutions of control problems with mixed control-state constraints. SIAM J. Control. Optim. 39, 1182–1203 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  12. Castaing, C., Valadier, M.: Convex Analysis and Measurable Multifunctions. Springer, Berlin (1977)

    Book  MATH  Google Scholar 

  13. Clarke, F.H.: Optimization and Nonsmooth Analysis. Wiley-Interscience, New York (1983)

    MATH  Google Scholar 

  14. Clarke, F.H., De Pinho, M.D.R.: Optimal control problems with mixed constraints. SIAM J. Control. Optim. 48, 4500–4524 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  15. Correa, R., Hantoute, A., Pérez-Aros, P.: Qualification conditions-free characterizations of the \(\epsilon \)-subdifferential of convex integral functions. Appl. Math. Optim. 83, 1709–1737 (2021)

    Article  MathSciNet  MATH  Google Scholar 

  16. De Pinho, M.D.R., Ferreira, M.M.A., Smirnov, G.: Optimal control involving sweeping processes. Set-Valued Var. Anal. 27, 523–548 (2019)

    Article  MathSciNet  MATH  Google Scholar 

  17. Dinculeanu, N.: Vector Integration and Stochastic Integration in Banach Spaces. Wiley-Interscience, New York (2000)

    Book  MATH  Google Scholar 

  18. Dmitruk, A.V.: Maximum principle for a general optimal control problem with state and regular mixed constraints. Comput. Math. Model. 4, 364–377 (1993)

    Article  MathSciNet  MATH  Google Scholar 

  19. Dmitruk, A.V.: On the development of Pontryagin’s maximum principle in the works of A. Ya Dubovitskii and A.A. Milyutin. Control Cybernet. 38, 923–957 (2009)

    MathSciNet  MATH  Google Scholar 

  20. 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, 3437–3462 (2014)

    Article  MathSciNet  MATH  Google Scholar 

  21. Dubovitskii, A.Y., Milyutin, A.A.: Extremum problems in the presence of restrictions U.S.S.R. Comput. Math. Math. Phys. 5, 1–80 (1965)

    Article  MATH  Google Scholar 

  22. Dubovitskii, A.Y., Milyutin, A.A.: Necessary conditions for a weak extremum in optimal control problems with mixed constraints of inequality type. Zh. Vychisl. Mat. Mat. Fiz. 8, 725–779 (1968)

    MathSciNet  MATH  Google Scholar 

  23. Fattorini, H.O.: Infinite Dimensional Optimization and Control Theory. Cambridge University Press, Cambridge (1999)

    Book  MATH  Google Scholar 

  24. Frankowska, H., Marchini, E.M., Mazzola, M.: Necessary optimality conditions for infinite dimensional state constrained control problems. J. Differ. Equ. 264, 7294–7327 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  25. Frankowska, H., Zhang, H., Zhang, X.: Stochastic optimal control problems with control and initial-final states constraints. SIAM J. Control. Optim. 56, 1823–1855 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  26. Frankowska, H., Zhang, H., Zhang, X.: Necessary optimality conditions for local minimizers of stochastic optimal control problems with state constraints. Trans. Am. Math. Soc. 372, 1289–1331 (2019)

    Article  MathSciNet  MATH  Google Scholar 

  27. Geiersbach, C., Hintermüller, M.: Optimality conditions and Moreau-Yosida regularization for almost sure state constraints, pp. 44. arXiv:2108.01391 (2021)

  28. Geiersbach, C., Wollner, W.: Optimality conditions for convex stochastic optimization problems in Banach spaces with almost sure state constraints. SIAM J. Optim. 31, 2455–2480 (2021)

    Article  MathSciNet  MATH  Google Scholar 

  29. Hensgen, W.: A simple proof of Singer’s representation theorem. Proc. Am. Math. Soc. 124, 3211–3212 (1996)

    Article  MathSciNet  MATH  Google Scholar 

  30. Heunis, A.J.: Quadratic minimization with portfolio and terminal wealth constraints. Ann. Financ. 11, 243–282 (2015)

    Article  MathSciNet  MATH  Google Scholar 

  31. Hiai, F., Umegaki, H.: Integrals, conditional expectations, and martingales of multivalued functions. J. Multivariate Anal. 7, 149–182 (1977)

    Article  MathSciNet  MATH  Google Scholar 

  32. Ioffe, A.D., Levin, V.L.: Subdifferentials of convex functions. Trudy Moskov. Mat. Obšč. 26, 3–73 (1972)

    MathSciNet  Google Scholar 

  33. Ito, S., Shimizu, K.: Necessary conditions for constrained optimal control problems via mathematical programming. Numer. Funct. Anal. Optim. 11, 267–281 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  34. Jourani, A., Silva, F.J.: Existence of Lagrange multipliers under Gâteaux differentiable data with applications to stochastic optimal control problems. SIAM J. Optim. 30, 319–348 (2020)

    Article  MathSciNet  MATH  Google Scholar 

  35. 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 

  36. Kien, B.T., Tuyen, N.V., Yao, J.C.: Second-order KKT optimality conditions for multiobjective optimal control problems. SIAM J. Control. Optim. 56, 4069–4097 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  37. King, A., Korf, L.: Martingale pricing measures in incomplete markets via stochastic programming duality in the dual of \(L^{\infty }\). Stochastic Programming E-Print Series. https://edoc.hu-berlin.de/handle/18452/8916 (2001)

  38. Ledzewicz, U.: On abnormal optimal control problems with mixed equality and inequality constraints. J. Math. Anal. App. 173, 18–42 (1993)

    Article  MathSciNet  MATH  Google Scholar 

  39. Levin, V.L.: Convex integral functionals and the theory of lifting. Russian Math. Surv. 30, 119–184 (1975)

    Article  MATH  Google Scholar 

  40. Li, X., Yong, J.: Optimal Control Theory for Infinite Dimensional Systems. Birkhäuser, Boston (1995)

    Book  Google Scholar 

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

    Book  Google Scholar 

  42. Nguyen Dinh, T.: Second-order sequence-based necessary optimality conditions in constrained nonsmooth vector optimization and applications. Positivity 22, 159–190 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  43. Nguyen Dinh, T.: Second-order Lagrange multiplier rules in multiobjective optimal control of semilinear parabolic equations. Set-Valued Var. Anal. 30, 257–281 (2022)

    Article  MathSciNet  MATH  Google Scholar 

  44. Nguyen Dinh, T.: Second-order Lagrange multiplier rules in multiobjective optimal control of infinite dimensional systems under state constraints and mixed pointwise constraints. Appl. Math. Optim. 84, 1521–1553 (2021)

    Article  MathSciNet  MATH  Google Scholar 

  45. Pazy, A.: Semigroups of Linear Operators and Applications to Partial Differential Equations, Applied Mathematical Sciences, vol. 44. Springer, New York (1983)

    MATH  Google Scholar 

  46. Páles, Z., Zeidan, V.M.: Characterization of \(L^{1}\)-closed decomposable sets in \(L^{\infty }\). J. Math. Anal. Appl. 238, 491–515 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  47. Páles, Z., Zeidan, V.M.: Optimum problems with measurable set-valued constraints. SIAM J. Optim. 11, 426–443 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  48. Páles, Z., Zeidan, V.M.: Optimal control problems with set-valued control and state constraints. SIAM J. Optim. 14, 334–358 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  49. Peitz, S., Dellnitz, M.: A survey of recent trends in multiobjective optimal control-surrogate models, feedback control and objective reduction. Math. Comput. Appl. 23, 1–33 (2018)

    MathSciNet  Google Scholar 

  50. Raymond, J.P.: Nonlinear boundary control of semilinear parabolic equations with pointwise state constraints. Discrete Contin. Dyn. Syst. 3, 341–370 (1997)

    Article  MATH  Google Scholar 

  51. Rockafellar, R.T.: Conjugate Duality and Optimization. SIAM, Philadelphia (1974)

    Book  MATH  Google Scholar 

  52. Rockafellar, R.T., Wets, R.J.-B.: Stochastic convex programming: singular multipliers and extended duality singular multipliers and duality. Pacific J. Math. 62, 507–522 (1976)

    Article  MathSciNet  MATH  Google Scholar 

  53. Rösch, A., Tröltzsch, F.: On regularity of solutions and Lagrange multipliers of optimal control problems for semilinear equations with mixed pointwise control-state constraints. SIAM J. Control Optim. 46, 1098–1115 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  54. Singer, I.: Sur les applications linéaires intégrales des espaces de fonctions continues. I. Rev. Roum. Math. Pures Appl. 4, 391–401 (1959)

    MATH  Google Scholar 

  55. Tröltzsch, F.: Optimal Control of Partial Differential Equations: Theory. Methods and Applications. American Mathematical Society, Philadelphia (2010)

    MATH  Google Scholar 

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

    MATH  Google Scholar 

  57. Yosida, K., Hewitt, E.: Finitely additive measures. Trans. Am. Math. Soc. 72, 46–66 (1952)

    Article  MathSciNet  MATH  Google Scholar 

  58. Zhu, D., Heunis, A.J.: Quadratic minimization with portfolio and intertemporal wealth constraints. Ann. Financ. 13, 299–340 (2017)

    Article  MathSciNet  MATH  Google Scholar 

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Acknowledgements

This research is funded by University of Economics Ho Chi Minh City, Vietnam. The author would like to thank the editor and the referee for their careful reading, valuable remarks and suggestions, which have helped him to improve the paper.

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Correspondence to Tuan Nguyen Dinh.

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Communicated by Nguyen Dong Yen.

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Nguyen Dinh, T. Regularity of Multipliers for Multiobjective Optimal Control Problems Governed by Evolution Equations. J Optim Theory Appl 196, 762–796 (2023). https://doi.org/10.1007/s10957-022-02143-7

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