On bilevel programming, Part I: General nonlinear cases

This paper is concerned with general nonlinear nonconvex bilevel programming problems (BLPP). We derive necessary and sufficient conditions at a local solution and investigate the stability and sensitivity analysis at a local solution in the BLPP. We then explore an approach in which a bundle method is used in the upper-level problem with subgradient information from the lower-level problem. Two algorithms are proposed to solve the general nonlinear BLPP and are shown to converge to regular points of the BLPP under appropriate conditions. The theoretical analysis conducted in this paper seems to indicate that a sensitivity-based approach is rather promising for solving general nonlinear BLPP.

[1]  G. R. Walsh,et al.  Methods Of Optimization , 1976 .

[2]  P. Wolfe Note on a method of conjugate subgradients for minimizing nondifferentiable functions , 1974 .

[3]  R. Mifflin Semismooth and Semiconvex Functions in Constrained Optimization , 1977 .

[4]  W. Hager Lipschitz Continuity for Constrained Processes , 1979 .

[5]  Stephen M. Robinson,et al.  Strongly Regular Generalized Equations , 1980, Math. Oper. Res..

[6]  M. Kojima Strongly Stable Stationary Solutions in Nonlinear Programs. , 1980 .

[7]  E. Aiyoshi,et al.  A new computational method for Stackelberg and min-max problems by use of a penalty method , 1981 .

[8]  José Fortuny-Amat,et al.  A Representation and Economic Interpretation of a Two-Level Programming Problem , 1981 .

[9]  Jonathan F. Bard,et al.  An explicit solution to the multi-level programming problem , 1982, Comput. Oper. Res..

[10]  Wayne F. Bialas,et al.  On two-level optimization , 1982 .

[11]  S. M. Robinson Local structure of feasible sets in nonlinear programming , 1983 .

[12]  Jonathan F. Bard An Algorithm for Solving the General Bilevel Programming Problem , 1983, Math. Oper. Res..

[13]  K. Jittorntrum Solution point differentiability without strict complementarity in nonlinear programming , 1984 .

[14]  J. Bard Optimality conditions for the bilevel programming problem , 1984 .

[15]  K. Kiwiel Methods of Descent for Nondifferentiable Optimization , 1985 .

[16]  V. F. Dem'yanov,et al.  Nondifferentiable Optimization , 1985 .

[17]  S. M. Robinson Local structure of feasible sets in nonlinear programming, Part III: Stability and sensitivity , 1987 .

[18]  R. Fletcher Practical Methods of Optimization , 1988 .

[19]  Garth P. McCormick,et al.  Second-order sensitivity analysis in factorable programming: Theory and applications , 1988, Math. Program..

[20]  R. Schnabel,et al.  A view of unconstrained optimization , 1989 .

[21]  C. Lemaréchal Nondifferentiable optimization , 1989 .

[22]  J. Pang Solution differentiability and continuation of Newton's method for variational inequality problems over polyhedral sets , 1990 .

[23]  L. Lasdon,et al.  Derivative evaluation and computational experience with large bilevel mathematical programs , 1990 .

[24]  Jonathan F. Bard,et al.  Algorithms for nonlinear bilevel mathematical programs , 1991, IEEE Trans. Syst. Man Cybern..

[25]  Eitaro Aiyoshi,et al.  Double penalty method for bilevel optimization problems , 1992, Ann. Oper. Res..

[26]  Terry L. Friesz,et al.  Hierarchical optimization: An introduction , 1992, Ann. Oper. Res..

[27]  Jochem Zowe,et al.  A Version of the Bundle Idea for Minimizing a Nonsmooth Function: Conceptual Idea, Convergence Analysis, Numerical Results , 1992, SIAM J. Optim..

[28]  U. Felgenhauer On the stable global convergence of particular quasi-newton-methods , 1992 .

[29]  Stephen M. Robinson,et al.  Normal Maps Induced by Linear Transformations , 1992, Math. Oper. Res..

[30]  Garth P. McCormick,et al.  Implicitly defined optimization problems , 1992, Ann. Oper. Res..

[31]  Anthony V. Fiacco,et al.  Degeneracy in NLP and the development of results motivated by its presence , 1993, Ann. Oper. Res..

[32]  Liqun Qi,et al.  Convergence Analysis of Some Algorithms for Solving Nonsmooth Equations , 1993, Math. Oper. Res..

[33]  Jiming Liu Sensitivity Analysis in Nonlinear Programs and Variational Inequalities via Continuous Selections , 1995 .

[34]  Jong-Shi Pang,et al.  Piecewise Smoothness, Local Invertibility, and Parametric Analysis of Normal Maps , 1996, Math. Oper. Res..