A Class of Quadratic Programs with Linear Complementarity Constraints
Article
First Online:
Received:
Accepted:
- 98 Downloads
- 4 Citations
Abstract
We consider a class of quadratic programs with linear complementarity constraints (QPLCC) which belong to mathematical programs with equilibrium constraints (MPEC). We investigate various stationary conditions and present new and strong necessary and sufficient conditions for global and local optimality. Furthermore, we propose a Newton-like method to find an M-stationary point in finite steps without MEPC linear independence constraint qualification.
Keywords
Nonsmooth optimization Newton-like method Stationary points Mathematical programs with equilibrium constraintsMathematics Subject Classifications (2000)
90C30 90C33 90C26Preview
Unable to display preview. Download preview PDF.
References
- 1.Aziz, A.K., Stephens, A.B., Suri, M.: Nemerical methods for reaction-diffusion problems with non-differentiable kinetics. Numer. Math. 51, 1–11 (1988)CrossRefMathSciNetGoogle Scholar
- 2.Chen, X.: First order conditions for nonsmooth discretized constrained optimal control problems. SIAM J. Control Optim. 42, 2004–2015 (2004)MATHCrossRefMathSciNetGoogle Scholar
- 3.Chen, X.: Finite difference smoothing solutions of nonsmooth constrained optimal control problems. Numer. Funct. Anal. Optim. 26, 49–68 (2005)MATHCrossRefMathSciNetGoogle Scholar
- 4.Chen, X., Matsunaga, N., Yamamoto, T.: Smoothing Newton method for nonsmooth Dirichlet problems. In: Fukushima, M., Qi, L. (eds.) Reformulation-Nonsmooth, Piecewise Smooth, Semismooth and Smoothing Methods, pp. 65–79. Kluwer Academic Publishers, Dordrecht, The Netherlands (1999)Google Scholar
- 5.Chen, X., Mahmoud, S.: Implicit Runge-Kutta methods for Lipschitz continuous ordinary differential equations. SIAM J. Numer. Anal. 46, 1266–1280 (2008)CrossRefMathSciNetMATHGoogle Scholar
- 6.Chen, X., Nashed, Z., Qi, L.: Smoothing and semismooth methods for nondifferentiable operator equations. SIAM J. Numer. Anal. 38, 1200–1216 (2000)MATHCrossRefMathSciNetGoogle Scholar
- 7.Clarke, F.H.: Optimization and Nonsmooth Analysis. Wiley, New York (1983)MATHGoogle Scholar
- 8.Cottle, R.W., Pang, J.-S., Stone, R.E.: The Linear Complementarity Problem. Academic Press, Boston, MA (1992)MATHGoogle Scholar
- 9.Horn, R.A., Johnson, C.R.: Matrix Analysis. Cambridge University Press (1985)Google Scholar
- 10.Hu, J., Mitchell, J.E., Pang, J.S., Bennett, K.P., Kunapuli, G.: On the global solution of linear programs with linear complementarity constraints. SIAM J. Optim. 19, 445–471 (2008)CrossRefMathSciNetGoogle Scholar
- 11.Fukushima, M., Tseng, P.: An implementable active-set algorithm for computing a B-stationary point of the mathematical program with linear complementarity constriants. SIAM J. Optim. 12, 724–730 (2002)MATHCrossRefMathSciNetGoogle Scholar
- 12.Fukushima, M., Tseng, P.: Erratum: An implementable active-set algorithm for computing a B-stationary point of the mathematical program with linear complementarity constraints. SIAM J. Optim. 17, 1253–1257 (2006)MathSciNetGoogle Scholar
- 13.Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation, I: Basic Theory. Grundlehren Series (Fundamental Principles of Mathematical Sciences), Vol. 330. Springer (2006)Google Scholar
- 14.Mordukhovich, B.S.: Variational Analysis and Generalized Differentiation, II: Applications. Grundlehren Series (Fundamental Principles of Mathematical Sciences), Vol. 331. Springer (2006)Google Scholar
- 15.Gabriel, S.A., Moré, J.J.: Smoothing of mixed complementarity problems. In: Ferris, M.C., Pang, J.-S. (eds.) Complementarity and Variational Problems: State of the Art, pp. 105–116. SIAM Publications, Philadelphia, PA (1997)Google Scholar
- 16.Kikuchi, F., Nakazato, K., Ushijima, T.: Finite element approximation of a nonlinear eigenvalue problem related to MHD equilibra. Japan J. Appl. Math. 1, 369–404 (1984)MATHMathSciNetCrossRefGoogle Scholar
- 17.Liu, G.S., Ye, J.J.: A merit function piecewise SQP algorithm for solving mathematical programs with equilibrium constraints. J. Optim. Theory Appl. 135 (2007), Online FirstGoogle Scholar
- 18.Luo, Z.Q., Pang, J.S., Ralph, D.: Mathematical Programs with Equilibrium Constraints. Cambridge University Press, Cambridge (1996)Google Scholar
- 19.Outrata, J.V., Koc̆vara, M., Zowe, J.: Nonsmooth Approach to Optimization Problem with Equilibrium Constraints: Theory, Application and Numerical Results. Kluwer, Dordrecht, The Netherlands (1998)Google Scholar
- 20.Qi, L.: Convergence analysis of some algorithms for solving nonsmooth equations. Math. Oper. Res. 18, 227–244 (1993)MATHCrossRefMathSciNetGoogle Scholar
- 21.Qi, L., Sun, J.: A nonsmooth version of Newton’s method. Math. Program. 58, 353–367 (1993)CrossRefMathSciNetGoogle Scholar
- 22.Rappaz, J.: Approximation of a nondifferentiable nonlinear problem related to MHD equilibria. Numer. Math. 45, 117–133 (1984)MATHCrossRefMathSciNetGoogle Scholar
- 23.Scheel, H., Scholtes, S.: Mathematical programs with complementarity constraints: stationarity, optimality and sensitivity. Math. Oper. Res. 25, 1–22 (2000)MATHCrossRefMathSciNetGoogle Scholar
- 24.Scholtes, S.: Active set methods for inverse linear complementarity problems. Research Papers in Management Studies, University of Cambridge, No. 28 (1999)Google Scholar
- 25.Scholtes, S.: Convergence propreties of regularization schemes for mathematical programs with complementarity constraints. SIAM J. Optim. 11, 918–936 (2001)MATHCrossRefMathSciNetGoogle Scholar
- 26.Ye, J.J.: Optimality conditions for optimization problems with complementarity constraints. SIAM J. Optim. 9, 374–387 (1999)MATHCrossRefMathSciNetGoogle Scholar
- 27.Ye, J.J.: Necessary and sufficient optimality conditions for mathematical programs with equilibrium constraints. J. Math. Anal. Appl. 207, 350–369 (2005)CrossRefGoogle Scholar
- 28.Ye, J.J., Zhu, D.L., Zhu, Q.J.: Exact penalization and necessary optimality conditions for generalized bilevel programming problems. SIAM J. Optim. 2, 481–507 (1997)CrossRefMathSciNetGoogle Scholar
Copyright information
© Springer Science+Business Media B.V. 2009