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Analysis of a New Sequential Optimality Condition Applied to Mathematical Programs with Equilibrium Constraints

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Abstract

In this study, a novel sequential optimality condition for general continuous optimization problems is established. In the context of mathematical programs with equilibrium constraints, the condition is proved to ensure Clarke stationarity. Originally devised for constrained nonsmooth optimization, the proposed sequential optimality condition addresses the domain of the constraints instead of their images, capturing indistinctly the features of the complementarity and the ordinary constraints of optimization problems modeling equilibrium conditions.

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References

  1. Ye, J.J., Zhu, D.L.: Optimality conditions for bilevel programming problems. Optimization 33(1), 9–27 (1995)

    Article  MathSciNet  MATH  Google Scholar 

  2. Colson, B., Marcotte, P., Savard, G.: An overview of bilevel optimization. Ann. Oper. Res. 153(1), 235–256 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  3. Dempe, S., Dutta, J.: Is bilevel programming a special case of a mathematical program with complementarity constraints? Math. Program. 131(1–2), 37–48 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  4. Aussel, D., Svensson, A.: Is pessimistic bilevel programming a special case of a mathematical program with complementarity constraints? J. Optim. Theory Appl. 181(2), 504–520 (2019)

    Article  MathSciNet  MATH  Google Scholar 

  5. Bard, J.F., Plummer, J., Sourie, J.C.: A bilevel programming approach to determining tax credits for biofuel production. Eur. J. Oper. Res. 120(1), 30–46 (2000)

    Article  MATH  Google Scholar 

  6. Constantin, I., Florian, M.: Optimizing frequencies in a transit network: a nonlinear bilevel programming approach. Int. Trans. Oper. Res. 2(2), 149–164 (1995)

    Article  MATH  Google Scholar 

  7. Luo, Z.Q., Pang, J.S., Ralph, D.: Mathematical Programs with Equilibrium Constraints. Cambridge University Press, Cambridge (1996)

    Book  MATH  Google Scholar 

  8. Ferris, M., Pang, J.: Engineering and economic applications of complementarity problems. SIAM Rev. 39(4), 669–713 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  9. Facchinei, F., Jiang, H., Qi, L.: A smoothing method for mathematical programs with equilibrium constraints. Math. Program. 85(1), 107–134 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  10. Outrata, J.V.: Optimality conditions for a class of mathematical programs with equilibrium constraints: strongly regular case. Kybernetika 35(2), 177–193 (1999)

    MathSciNet  MATH  Google Scholar 

  11. Dempe, S.: Annotated bibliography on bilevel programming and mathematical programs with equilibrium constraints. Optimization 52(3), 333–359 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  12. Hoheisel, T., Kanzow, C., Schwartz, A.: Theoretical and numerical comparison of relaxation methods for mathematical programs with complementarity constraints. Math. Program. 137(1–2), 257–288 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  13. Scheel, H., Scholtes, S.: Mathematical programs with complementarity constraints: stationarity, optimality, and sensitivity. Math. Oper. Res. 25(1), 1–22 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  14. Andreani, R., Haeser, G., Secchin, L.D., Silva, P.J.S.: New sequential optimality conditions for mathematical programs with complementarity constraints and algorithmic consequences. SIAM J. Optim. 29(4), 3201–3230 (2019)

    Article  MathSciNet  MATH  Google Scholar 

  15. Andreani, R., Haeser, G., Martínez, J.M.: On sequential optimality conditions for smooth constrained optimization. Optimization 60(5), 627–641 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  16. Andreani, R., Martínez, J.M., Svaiter, B.F.: A new sequential optimality condition for constrained optimization and algorithmic consequences. SIAM J. Optim. 20(6), 3533–3554 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  17. Helou, E.S., Santos, S.A., Simões, L.E.A.: A new sequential optimality condition for constrained nonsmooth optimization. SIAM J. Optim. (to appear) (2020)

  18. Dutta, J., Deb, K., Tulshyan, R., Arora, R.: Approximate KKT points and a proximity measure for termination. J. Glob. Optim. 56(4), 1463–1499 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  19. Birgin, E.G., Martínez, J.M.: Practical Augmented Lagrangian Methods for Constrained Optimization. Society for Industrial and Applied Mathematics, Philadelphia, PA (2014). https://doi.org/10.1137/1.9781611973365

    Book  MATH  Google Scholar 

  20. Gill, P.E., Kungurtsev, V., Robinson, D.P.: A stabilized SQP method: global convergence. IMA J. Numer. Anal. 37(1), 407–443 (2017)

    Article  MathSciNet  MATH  Google Scholar 

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Acknowledgements

This study was supported by Brazilian Funding Agencies Fundação de Amparo à Pesquisa do Estado de São Paulo—FAPESP (Grants 2018/24293-0, 2016/22989-2 and 2013/07375-0) and Conselho Nacional de Desenvolvimento Cientí-fico e Tecnológico—CNPq (Grants 311476/2014-7 and 302915/2016-8). The authors are also thankful to the anonymous reviewer for providing insightful elements that improved the presentation of this work.

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Correspondence to Lucas E. A. Simões.

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Communicated by Qamrul Hasan Ansari.

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Helou, E.S., Santos, S.A. & Simões, L.E.A. Analysis of a New Sequential Optimality Condition Applied to Mathematical Programs with Equilibrium Constraints. J Optim Theory Appl 185, 433–447 (2020). https://doi.org/10.1007/s10957-020-01658-1

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  • DOI: https://doi.org/10.1007/s10957-020-01658-1

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