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Optimality Conditions for Disjunctive Optimization in Reflexive Banach Spaces

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Abstract

We study optimization problems with the constraints having disjunctive structures in reflexive Banach spaces. By the representations of contingent cones and Fréchet normal cones to finite unions of sets in general Banach spaces and using the special structures of convex generalized polyhedral sets, we calculate the Mordukhovich normal cones to finite unions of closed and convex sets that particularly include convex generalized polyhedral sets in reflexive Banach spaces. Furthermore, based on these calculations and the Guignard-type constraint qualifications, we derive new optimality conditions for disjunctive optimization problems. We also present specializations of these results to optimization problems with variational inequality constraints.

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References

  1. Balas, E.: Disjunctive programming: cutting planes from logical conditions. In: Mangasarian, O.L., Meyer, R.R., Robinson, S.M., et al. (eds.) Nonlinear Programming, pp. 279–312. Academic Press, New York (1975)

    Google Scholar 

  2. Balas, E.: A note on duality in disjunctive programming. J. Optim. Theory Appl. 21, 523–528 (1977)

    Article  MATH  MathSciNet  Google Scholar 

  3. Glover, F.: Polyhedral annexation in mixed integer and combinatorial programming. Math. Program. 8, 161–188 (1975)

    Article  Google Scholar 

  4. Jeroslow, R.G.: Representability in mixed integer programming i: characterization results. Appl. Math. 17, 223–243 (1977)

    MathSciNet  Google Scholar 

  5. Shetty, C.M.: Optimization with Disjunctive Constraint. Lecture Notes in Economics and Mathematical Systems, vol. 118. Springer, Berlin (1980)

    Google Scholar 

  6. Borwein, J.M.: A strong duality theorem for the minimum of a family of convex programs. J. Optim. Theory Appl. 31, 453–472 (1980)

    Article  MATH  MathSciNet  Google Scholar 

  7. Helbig, S.: Duality in disjunctive programming via vector optimization. Math. Program. 65, 21–41 (1994)

    Article  MATH  MathSciNet  Google Scholar 

  8. Gugat, M.: Parametric disjunctive programming: one-sided differentiability of the value function. J. Optim. Theory Appl. 92, 285–310 (1997)

    Article  MATH  MathSciNet  Google Scholar 

  9. Ceria, S., Soares, J.: Convex programming for disjunctive convex optimization. Math. Program. 86, 596–614 (1999)

    Article  MathSciNet  Google Scholar 

  10. Aussel, D., Ye, J.J.: Quasiconvex minimization on a locally finite union of convex sets. J. Optim. Theory Appl. 139, 1–16 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  11. Flegel, M.L., Kanzow, C., Outrata, J.V.: Optimality conditions for disjunctive programs with application to mathematical programs with equilibrium constraints. Set-Valued Anal. 15, 139–162 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  12. Henrion, R., Outrata, J.V.: On calculating the normal cone to a finite union of convex polyhedra. Optimization 57, 57–78 (2008)

    Article  MATH  MathSciNet  Google Scholar 

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

    Book  MATH  Google Scholar 

  14. Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation I: Basic Theory, II: Applications. Springer, Berlin (2006)

    Google Scholar 

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

    Book  MATH  Google Scholar 

  16. Henrion, R., Outrata, J.V.: A subdifferential condition for calmness of multifunctions. J. Math. Anal. Appl. 258, 110–130 (2001)

    Article  MATH  MathSciNet  Google Scholar 

  17. Klatte, D., Kummer, B.: Nonsmooth Equations in Optimization-Regularity, Calculus, Methods and Applications. Kluwer, Dordrecht (2002)

    MATH  Google Scholar 

  18. Henrion, R., Jourani, A., Outrata, J.V.: On the calmness of a class of multifunctions. SIAM J. Optim. 13, 603–618 (2002)

    Article  MATH  MathSciNet  Google Scholar 

  19. Henrion, R., Outrata, J.V.: Calmness of constraint systems with applications. Math. Program. 104, 437–464 (2005)

    Article  MATH  MathSciNet  Google Scholar 

  20. Ioffe, A.D.: Necessary and sufficient conditions for a local minimum, 1: a reduction theorem and first order conditions. SIAM J. Control Optim. 17, 245–250 (1979)

    Article  MATH  MathSciNet  Google Scholar 

  21. Li, G.Y., Ng, K.-F., Zheng, X.Y.: Unified approach to some geometric results in variational analysis. J. Funct. Anal. 248, 317–343 (2007)

    Article  MATH  MathSciNet  Google Scholar 

  22. Mordukhovich, B.S., Wang, B.: Restrictive metric regularity and generalized differential calculus in Banach spaces. Int. J. Math. Math. Sci. 50, 2650–2683 (2004)

    MathSciNet  Google Scholar 

  23. Song, W.: Calmness and error bounds for convex constraint systems. SIAM J. Optim. 17, 353–371 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  24. Ban, L., Mordukhovich, B.S., Song, W.: Lipschitzian stability of the parameterized variational inequalities over generalized polyhedron in reflexive Banach spaces. Nonlinear Anal. 74, 441–461 (2011)

    Article  MATH  MathSciNet  Google Scholar 

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

    MATH  Google Scholar 

  26. Borwein, J.M., Lucet, Y., Mordukhovich, B.S.: Compactly epi-lipschitzian convex sets and functions in normed spaces. J. Convex Anal. 7, 375–394 (2000)

    MATH  MathSciNet  Google Scholar 

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Acknowledgments

The authors are grateful to the anonymous referees who have contributed to improve the quality of the paper. The research was partially supported by the National Natural Sciences Grant (No. 11071052) and the Scientific Innovation Project for Graduate of Heilongjiang Province (No. YJSCX2012-160HLJ).

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Song, W., Wang, Q. Optimality Conditions for Disjunctive Optimization in Reflexive Banach Spaces. J Optim Theory Appl 164, 436–454 (2015). https://doi.org/10.1007/s10957-014-0571-1

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