Abstract
Mathematical program with equilibrium constraints (MPEC) is an important problem in mathematical programming as it arises frequently in a broad spectrum of fields. In this paper, we propose an implementable smoothing partial exact penalty method to solve MPEC, where the subproblems are solved inexactly by the proximal alternating linearized minimization method. Under the extend MPEC-NNAMCQ, the proposed method is shown to be convergent to an M-stationary point of the MPEC.
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Bolte, J., Sabach, S., Teboulle, M.: Proximal alternating linearized minimization for nonconvex and nonsmooth problems. Math. Program. 146, 459–494 (2014)
Chen, C.H., Yuan, X.M., Zeng, S.Z., Zhang, J.: Splitting methods based on partial penalty for mathematical program with equilibrium constraints, Technical note (2017)
Clarke, F.H.: Optimization and Nonsmooth Analysis, Wiley Interscience, New York, 1983; reprinted as vol. 5 of Classics Appl. Math. 5, SIAM, Philadelphia, PA (1990)
Facchinei, F., Jiang, H., Qi, L.: A smoothing method for mathematical programs with equilibrium constraints. Math. Program. 85, 107–134 (1999)
Flegel, M.L., Kanzow, C.: On the Guignard constraint qualification for mathematical programs with equilibrium constraints. Optimization 54, 517–534 (2005)
Hu, X., Ralph, D.: Convergence of a penalty method for mathematical programming with equilibrium constraints. J. Optim. Theory Appl. 123, 365–390 (2004)
Ioffe, A.D.: An invitation to Tame optimization. SIAM J. Optim. 19, 1894–1917 (2009)
Jiang, H., Ralph, D.: Smooth SQP methods for mathematical programs with nonlinear complementarity constraints. SIAM J. Optim. 10, 779–808 (2000)
Lin, G.H., Fukushima, M.: A modified relaxation scheme for mathematical programs with complementarity constraints. Ann. Oper. Res. 133, 918–936 (2005)
Lin, G.H., Fukushima, M.: Hybrid approach with active set identification for mathematical programs with complementarity constraints. J. Optim. Theory Appl. 128, 1–28 (2006)
Liu, G., Ye, J., Zhu, J.: Partial exact penalty for mathematical programs with equilibrium constraints. Set-Valued Anal. 16, 785–804 (2008)
Luo, Z.Q., Pang, J.S., Ralph, D.: Mathematical Programs with Equilibrium Constraints. Cambridge University Press, Cambridge (1996)
Moore, G., Bergeron, C., Bennett, K.P.: Model selection for primal SVM. Mach. Learn. 85, 175–208 (2011)
Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation I: Basic Theory. Series of Comprehensive Studies in Mathematics, vol. 330. Springer, Berlin (2006)
Outrata, J.V.: Optimality conditions for a class of mathematical programs with equilibrium constraints. SIAM J. Control Optim. 38, 1623–1638 (2000)
Outrata, J.V., Koćvara, M., Zowe, J.: Nonsmooth Approach to Optimization Problems with Equilibrium Constraints. Nonconvex Optimization and Its Applications, vol. 28. Kluwer Academic Publishers, Dordrechet (1998)
Rochafellar, R.T., Wets, R.J.-B.: Variational Analysis. Springer, Berlin (1998)
Scheel, H.S., Scholtes, S.: Mathematical programs with complementarity constraints: stationarity, optimality, and sensitivity. Math. Oper. Res. 25, 1–22 (2000)
Scholtes, S., Sttohr, M.: Exact penalization of mathematical programs with equilibrium constraints. SIAM J. Control Optim. 37, 617–652 (1999)
Ye, J.J.: Constraint qualifications and necessary optimality conditions for optimization problems with variational inequality constraints. SIAM J. Optim. 10, 943–962 (2000)
Ye, J.J.: Necessary and sufficient conditions for mathematical programs with equilibrium constraints. J. Math. Anal. Appl. 307, 350–369 (2005)
Ye, J.J.: Optimimality conditions for optimization problems with complementarity constraints. SIAM J. Optim. 9, 374–387 (1999)
Ye, J.J., Ye, X.Y.: Necessary optimality conditions for optimization problems with variational inequality constraints. Math. Oper. Res. 22, 977–997 (1997)
Ye, J.J., Zhu, D.L., Zhu, Q.J.: Exact penalization and necessary optimality conditions for generalized bilevel programming problems. SIAM J. Optim. 7, 481–507 (1997)
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The authors are grateful to three anonymous referees for their helpful comments and suggestions, which have led to much improvement of the paper.
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This work was supported in part by NSFC (Nos. 11401300, 11431004, 11671250, 11601458) and Humanity and Social Science Foundation of Ministry of Education of China (No. 15YJA630034).
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Jiang, S., Zhang, J., Chen, C. et al. Smoothing partial exact penalty splitting method for mathematical programs with equilibrium constraints. J Glob Optim 70, 223–236 (2018). https://doi.org/10.1007/s10898-017-0539-4
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DOI: https://doi.org/10.1007/s10898-017-0539-4
Keywords
- MPEC
- M-stationarity
- S-stationarity
- Partial penalty method
- Proximal alternating linearized minimization method