Linear bilevel programs with multiple objectives at the upper level

Bilevel programming has been proposed for dealing with decision processes involving two decision makers with a hierarchical structure. They are characterized by the existence of two optimization problems in which the constraint region of the upper level problem is implicitly determined by the lower level optimization problem. Focus of the paper is on general bilevel optimization problems with multiple objectives at the upper level of decision making. When all objective functions are linear and constraints at both levels define polyhedra, it is proved that the set of efficient solutions is non-empty. Taking into account the properties of the feasible region of the bilevel problem, some methods of computing efficient solutions are given based on both weighted sum scalarization and scalarization techniques. All the methods result in solving linear bilevel problems with a single objective function at each level.

[1]  Ralph E. Steuer Multiple criteria optimization , 1986 .

[2]  S. Scholtes,et al.  Nondifferentiable and two-level mathematical programming , 1997 .

[3]  Pierre Hansen,et al.  New Branch-and-Bound Rules for Linear Bilevel Programming , 1989, SIAM J. Sci. Comput..

[4]  Yacov Y. Haimes,et al.  Multiobjective Decision Making: Theory and Methodology , 1983 .

[5]  J. Morgan,et al.  Semivectorial Bilevel Optimization Problem: Penalty Approach , 2006 .

[6]  Herminia I. Calvete,et al.  Linear bilevel multi-follower programming with independent followers , 2007, J. Glob. Optim..

[7]  H. P. Benson,et al.  Existence of efficient solutions for vector maximization problems , 1978 .

[8]  Yi Peng,et al.  Multiple Criteria Optimization in Data Mining , 2009, Encyclopedia of Data Warehousing and Mining.

[9]  Jonathan M. Borwein,et al.  On the Existence of Pareto Efficient Points , 1983, Math. Oper. Res..

[10]  Herminia I. Calvete,et al.  A new approach for solving linear bilevel problems using genetic algorithms , 2008, Eur. J. Oper. Res..

[11]  S. Dempe Annotated Bibliography on Bilevel Programming and Mathematical Programs with Equilibrium Constraints , 2003 .

[12]  Matthias Ehrgott,et al.  Multicriteria Optimization , 2005 .

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

[14]  Paul H. Calamai,et al.  Bilevel and multilevel programming: A bibliography review , 1994, J. Glob. Optim..

[15]  Gilles Savard,et al.  Contribution à la programmation mathématique à deux niveaux , 1989 .

[16]  Matthias Ehrgott,et al.  Multiple criteria decision analysis: state of the art surveys , 2005 .

[17]  J. Skilling,et al.  Algorithms and Applications , 1985 .

[18]  Jonathan F. Bard,et al.  Practical Bilevel Optimization , 1998 .

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