Combined Reformulation of Bilevel Programming Problems

In J. J. Ye and D. L. Zhu proposed a new reformulation of a bilevel programming problem which compounds the value function and KKT approaches. In partial calmness condition was also adapted to this new reformulation and optimality conditions using partial calmness were introduced. In this paper we investigate above all local equivalence of the combined reformulation and the initial problem and how constraint qualifications and optimality conditions could be defined for this reformulation without using partial calmness. Since the optimal value function is in general nondifferentiable and KKT constraints have MPEC-structure, the combined reformulation is a nonsmooth MPEC. This special structure allows us to adapt some constraint qualifications and necessary optimality conditions from MPEC theory using disjunctive form of the combined reformulation. An example shows, that some of the proposed constraint qualifications can be fulfilled.

[1]  Jane J. Ye,et al.  New Necessary Optimality Conditions for Bilevel Programs by Combining the MPEC and Value Function Approaches , 2010, SIAM J. Optim..

[2]  Jane J. Ye,et al.  Necessary Optimality Conditions for Multiobjective Bilevel Programs , 2011, Math. Oper. Res..

[3]  Shu Lu,et al.  Implications of the constant rank constraint qualification , 2011, Math. Program..

[4]  S. Nobakhtian,et al.  Constraint Qualifications for Nonsmooth Mathematical Programs with Equilibrium Constraints , 2009 .

[5]  Jiří V. Outrata,et al.  Optimality Conditions for Disjunctive Programs with Application to Mathematical Programs with Equilibrium Constraints , 2007 .

[6]  Diethard Klatte,et al.  On Procedures for Analysing Parametric Optimization Problems , 1982 .

[7]  Stephan Dempe,et al.  Is bilevel programming a special case of a mathematical program with complementarity constraints? , 2012, Math. Program..

[8]  Stephan Dempe,et al.  Bilevel programming with convex lower level problems , 2006 .

[9]  Stephan Dempe,et al.  Foundations of Bilevel Programming , 2002 .

[10]  S. M. Robinson Generalized equations and their solutions, part II: Applications to nonlinear programming , 1982 .

[11]  Jonathan F. Bard,et al.  Practical Bilevel Optimization: Algorithms and Applications , 1998 .

[12]  Bethany L. Nicholson,et al.  Mathematical Programs with Equilibrium Constraints , 2021, Pyomo — Optimization Modeling in Python.

[13]  F. Clarke Optimization And Nonsmooth Analysis , 1983 .

[14]  Boris S. Mordukhovich,et al.  Variational Stability and Marginal Functions via Generalized Differentiation , 2005, Math. Oper. Res..

[15]  Jane J. Ye,et al.  Optimality conditions for bilevel programming problems , 1995 .

[16]  B. Bank,et al.  Non-Linear Parametric Optimization , 1983 .

[17]  B. Mordukhovich Variational analysis and generalized differentiation , 2006 .