Abstract
In this paper, we focus on some new constraint qualifications introduced for nonlinear extremum problems in the recent literature. We show that, if the constraint functions are continuously differentiable, the relaxed Mangasarian–Fromovitz constraint qualification (or, equivalently, the constant rank of the subspace component condition) implies the existence of local error bounds for the system of inequalities and equalities. We further extend the new result to the mathematical programs with equilibrium constraints. In particular, we show that the MPEC relaxed (or enhanced relaxed) constant positive linear dependence condition implies the existence of local error bounds for the mixed complementarity system.
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Mangasarian, O.L., Fromovitz, S.: The Fritz John necessary optimality conditions in the presence of equality and inequality constraints. J. Math. Anal. Appl. 17, 37–47 (1967)
Gould, F.J., Tolle, J.W.: A necessary and sufficient qualification for constrained optimization. SIAM J. Appl. Math. 20, 164–172 (1971)
Jourani, A.: Constraint qualifications and Lagrange multipliers in nondifferentiable programming problems. J. Optim. Theory Appl. 81, 533–548 (1994)
Ye, J.J., Zhang, J.: Enhanced Karush–Kuhn–Tucker condition and weaker constraint qualifications. Math. Program. 139, 353–381 (2013)
Gauvin, J., Dubeau, F.: Differential properties of the marginal functions in mathematical programming. Math. Program. Stud. 19, 101–119 (1982)
Guo, L., Ye, J.J., Zhang, J.: Mathematical programs with geometric constraints in Banach spaces: enhanced optimality, exact penalty, and sensitivity. SIAM J. Optim. 23, 2295–2319 (2013)
Guo, L., Lin, G.H., Ye, J.J., Zhang, J.: Sensitivity analysis of the value function for parametric mathematical programs with equilibrium constraints. SIAM J. Optim. (2013). http://www.math.uvic.ca/faculty/janeye/publications.html
Guo, L., Lin, G.H., Ye, J.J.: Stability analysis for parametric mathematical programs with geometric constraints and its applications. SIAM J. Optim. 22, 1151–1176 (2012)
Qi, L., Wei, Z.X.: On the constant positively linear dependence condition and its application to SQP methods. SIAM J. Optim. 10, 963–981 (2000)
Robinson, S.M.: Generalized equations and their solution, part II: applications to nonlinear programming. Math. Program. Stud. 19, 200–221 (1982)
Minchenko, L., Stakhovski, S.: Parametric nonlinear programming problems under the relaxed constant rank condition. SIAM J. Optim. 21, 314–332 (2011)
Andreani, R., Haeser, G., Schuverdt, M.L., Silva, P.J.S.: A relaxed constant positive linear dependence constraint qualification and applications. Math. Program. 135, 255–273 (2012)
Andreani, R., Haeser, G., Schuverdt, M.L., Silva, P.J.S.: Two new weak constraint qualification and applications. SIAM J. Optim. 22, 1109–1135 (2012)
Kruger, A.Y., Minchenko, L., Outrata, J.V.: On relaxing the Mangasarain–Fromovitz constaint qualication. Positivity (2013). doi:10.1007/s11117-013-0238-4
Guo, L., Lin, G.H.: Notes on some constraint qualifications for mathematical programs with equilibrium constraints. J. Optim. Theory Appl. 156, 600–616 (2013)
Hoheisel, T., Kanzow, C., Schwartz, A.: Theoretical and numerical comparison of relaxation methods for mathematical programs with complementarity constraints. Math. Program. 137, 257–288 (2013)
Guo, L., Lin, G.H., Ye, J.J.: Second-order optimality conditions for mathematical programs with equilibrium constraints. J. Optim. Theory Appl. 158, 33–64 (2013)
Ye, J.J., Zhang, J.: Enhanced Karush–Kuhn–Tucker condition for mathematical programs with equilibrium constraints. J. Optim. Theory Appl. (2013). doi:10.1007/s10957-013-0493-3
Chieu, N.H., Lee, G.M.: A relaxed constant positive linear dependence constraint qualificaiton for mathematical programs with equilibrium constraints. J. Optim. Theory Appl. 158, 11–32 (2013)
Minchenko, L., Stakhovski, S.: On relaxed constant rank regularity condition in mathematical programming. Optimization 60, 429–440 (2011)
Mordukhovich, B.S. : Variational Analysis and Generalized Differentiation I: Basic Theory. Grundlehren der Mathematischen Wissenschaften 330, Springer, Berlin (2006)
Rockafellar, R.T., Wets, R.J.-B.: Variational Analysis. Springer, Berlin (1998)
Minchenko, L., Stakhovski, S.: About generalizing the Mangasarian–Fromovitz regularity condition. Doklady BGUIR 8, 104–109 (2010)
Minchenko, L., Stakhovski, S.: On error bounds for quasinormal programs. J. Optim. Theory Appl. 148, 571–579 (2011)
Fabian, M.J., Henrion, R., Kruger, A.Y., Outrata, J.V.: Error bounds: necessary and sufficient conditions. Set-Valued Var. Anal. 18, 121–149 (2010)
Wu, Z., Ye, J.J.: Sufficient conditions for error bounds. SIAM J. Optim. 12, 421–435 (2001)
Henrion, R., Outrata, J.V.: Calmness of constraint systems with applications. Math. Program. 104, 437–464 (2005)
Moldovan, A., Pellegrini, L.: On regularity for constrained extremum problems, part 2: necessary optimality conditions. J. Optim. Theory Appl. 142, 165–183 (2009)
Chieu, N.H., Lee, G.M.: MPEC constraint qualifications and their local preservation property (2013, submitted)
Kanzow, C., Schwartz, A.: Mathematical programs with equilibrium constraints: enhanced Fritz John conditions, new constraint qualifications, and improved exact penalty results. SIAM J. Optim. 20, 2730–2753 (2010)
Clarke, F.H.: Optimization and Nonsmooth Analysis. Wiley Interscience, New York (1983)
Acknowledgments
The authors would like to thank the two anonymous referees for their helpful and valuable comments and suggestions. The authors are also grateful to Professor Jane J. Ye at University of Victoria for her helpful discussions.
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Guo, L., Zhang, J. & Lin, GH. New Results on Constraint Qualifications for Nonlinear Extremum Problems and Extensions. J Optim Theory Appl 163, 737–754 (2014). https://doi.org/10.1007/s10957-013-0510-6
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DOI: https://doi.org/10.1007/s10957-013-0510-6
Keywords
- Nonlinear extremum problem
- Constraint qualification
- Error bound
- Mathematical program with equilibrium constraints