A smoothing heuristic for the global optimization of a class of bilinear bilevel programs
نویسندگان
چکیده
We provide a global heuristic for a class of bilevel programs with bilinear objectives and linear contraints. The algorithm relies on an interior point approach that can be seen as a combination of the smoothing and implicit programming techniques wellknown in the MPEC literature. But contrary to what is usually done, here the focus is on global optimality. We tested the algorithm on large-scale instances of a network pricing problem, one of the main applications of this model. The preliminary results show that on hard instances, the heuristic is a good alternative to exact solvers based on mixed 0-1 programming formulations.
منابع مشابه
A smoothing heuristic for a bilevel pricing problem
In this paper, we provide a heuristic procedure, that performs well from a global optimality point of view, for an important and difficult class of bilevel programs. The algorithm relies on an interior point approach that can be interpreted as a combination of smoothing and implicit programming techniques. Although the algorithm cannot guarantee global optimality, very good solutions can be obt...
متن کاملA smoothing augmented Lagrangian method for solving simple bilevel programs
In this paper, we design a numerical algorithm for solving a simple bilevel program where the lower level program is a nonconvex minimization problem with a convex set constraint. We propose to solve a combined problem where the first order condition and the value function are both present in the constraints. Since the value function is in general nonsmooth, the combined problem is in general a...
متن کاملA global descent heuristic for bilevel network pricing
We present a method for solving bilevel revenue management problem on networks. In this problem, a network manager seeks to set link prices optimally on a network so as to maximize revenue, where the users’ response to the prices, their route choices, is given by a secondary, parametric optimization problem. This is an important special case of the general bilevel programming problem. We demons...
متن کاملA Bilevel Programming Approach to Optimal Price Setting
In this paper, we survey applications and algorithms pertaining to an important class of price setting problems formulated as bilevel programs. Introduction. Bilevel Programming. The present paper focuses on a specific class of bilevel problems that arise naturally when tariffs, tolls or devious taxes are imposed on a set of commodities. Not only does this class encompass several important opti...
متن کاملOn solving simple bilevel programs with a nonconvex lower level program
In this paper, we consider a simple bilevel program where the lower level program is a nonconvex minimization problem with a convex set constraint and the upper level program has a convex set constraint. By using the value function of the lower level program, we reformulate the bilevel program as a single level optimization problem with a nonsmooth inequality constraint and a convex set constra...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2003