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Normality and Uniqueness of Multipliers in Isoperimetric Control Problems

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Abstract

In this paper, we introduce the notion of normality relative to a set of constraints in isoperimetric control problems and study its relationship with the classic notion of normality, as well as the existence and uniqueness of Lagrange multipliers satisfying the maximum principle. We show that this notion leads to characterizing the uniqueness of a given multiplier, which also turns out to be equivalent to a strict Mangasarian–Fromovitz condition (as in the finite-dimensional case). Finally, we show that, if the cost function is allowed to vary between those for which a solution to the constrained problem is given, then the set of multipliers associated with each of them is a singleton, if and only if a strong normality assumption holds.

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References

  1. Giorgi, G., Guerraggio, A., Thierfelder, J.: Mathematics of Optimization: Smooth and Nonsmooth Case. Elsevier, Amsterdam (2004)

    MATH  Google Scholar 

  2. Hestenes, M.R.: Optimization Theory: The Finite Dimensional Case. Wiley, New York (1975)

    MATH  Google Scholar 

  3. Becerril, J.A., Rosenblueth, J.F.: The importance of being normal, regular and proper in the calculus of variations. J. Optim. Theory Appl. 172, 759–773 (2017)

    Article  MathSciNet  MATH  Google Scholar 

  4. Kyparisis, J.: On uniqueness of Kuhn–Tucker multipliers in nonlinear programming. Math. Program. 32, 242–246 (1985)

    Article  MathSciNet  MATH  Google Scholar 

  5. Wachsmuth, G.: On LICQ and the uniqueness of Lagrange multipliers. Oper. Res. Lett. 41, 78–80 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  6. Cortez, K.L., Rosenblueth, J.F.: Normality and uniqueness of Lagrange multipliers. Discrete Contin. Dyn. Syst. Ser. A 38, 3169–3188 (2018)

    Article  MathSciNet  MATH  Google Scholar 

  7. Hestenes, M.R.: Calculus of Variations and Optimal Control Theory. Wiley, New York (1966)

    MATH  Google Scholar 

  8. de Pinho, M.R., Rosenblueth, J.F.: Mixed constraints in optimal control: an implicit function theorem approach. J. Math. Control Inf. 24, 197–218 (2007)

    Article  MathSciNet  MATH  Google Scholar 

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Acknowledgements

The first author acknowledges the support of Portuguese funds through the Portuguese Foundation for Science and Technology (FCT), within the Projects PTDC/EEI-AUT/2933/2014-POCI-01-0145-FEDER-016858, TOCCATTA. Both authors thank an anonymous referee, the editor-in-chief and Dr. Rosrio de Pinho for their valuable suggestions which helped to improve the presentation of the paper, and also thank Dr. Javier Rosenblueth for the help he provided by proofreading this paper.

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Correspondence to Jorge Becerril.

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Becerril, J., Cortez, K. Normality and Uniqueness of Multipliers in Isoperimetric Control Problems. J Optim Theory Appl 182, 947–964 (2019). https://doi.org/10.1007/s10957-019-01515-w

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