TY - JOUR
T1 - An Augmented Lagrangian method for quasi-equilibrium problems
AU - Bueno, L. F.
AU - Haeser, G.
AU - Lara, F.
AU - Rojas, F. N.
N1 - Publisher Copyright:
© 2020, Springer Science+Business Media, LLC, part of Springer Nature.
PY - 2020/7/1
Y1 - 2020/7/1
N2 - In this paper, we propose an Augmented Lagrangian algorithm for solving a general class of possible non-convex problems called quasi-equilibrium problems (QEPs). We define an Augmented Lagrangian bifunction associated with QEPs, introduce a secondary QEP as a measure of infeasibility and we discuss several special classes of QEPs within our theoretical framework. For obtaining global convergence under a new weak constraint qualification, we extend the notion of an Approximate Karush–Kuhn–Tucker (AKKT) point for QEPs (AKKT-QEP), showing that in general it is not necessarily satisfied at a solution, differently from its counterpart in optimization. We study some particular cases where AKKT-QEP does hold at a solution, while discussing the solvability of the subproblems of the algorithm. We also present illustrative numerical experiments.
AB - In this paper, we propose an Augmented Lagrangian algorithm for solving a general class of possible non-convex problems called quasi-equilibrium problems (QEPs). We define an Augmented Lagrangian bifunction associated with QEPs, introduce a secondary QEP as a measure of infeasibility and we discuss several special classes of QEPs within our theoretical framework. For obtaining global convergence under a new weak constraint qualification, we extend the notion of an Approximate Karush–Kuhn–Tucker (AKKT) point for QEPs (AKKT-QEP), showing that in general it is not necessarily satisfied at a solution, differently from its counterpart in optimization. We study some particular cases where AKKT-QEP does hold at a solution, while discussing the solvability of the subproblems of the algorithm. We also present illustrative numerical experiments.
KW - Approximate-KKT conditions
KW - Augmented Lagrangian methods
KW - Constraint qualifications
KW - Equilibrium problems
KW - Quasi-equilibrium problems
UR - https://www.scopus.com/pages/publications/85080967100
U2 - 10.1007/s10589-020-00180-4
DO - 10.1007/s10589-020-00180-4
M3 - Article
AN - SCOPUS:85080967100
SN - 0926-6003
VL - 76
SP - 737
EP - 766
JO - Computational Optimization and Applications
JF - Computational Optimization and Applications
IS - 3
ER -