Open Journal of Optimization, 2019, 8, 100-111
https://www.scirp.org/journal/ojop
ISSN Online: 2325-7091
ISSN Print: 2325-7105
DOI: 10.4236/ojop.2019.83009 Sep. 25, 2019 100 Open Journal of Optimization
A Lagrange Relaxation Based Approach to
Solve a Discrete-Continous Bi-Level Model
Zaida E. Alarcón-Bernal
1
, Ricardo Aceves-García
2
1
Department of Biomedical Systems Engineering, Universidad Nacional Autónoma de México, Mexico City, Mexico
2
Department of Systems Engineering, Universidad Nacional Autónoma de México, Mexico City, Mexico
Abstract
In this work we propose a solution method based on Lagrange relaxation for
discrete-continuous bi-level problems, with binary variables in the leading
problem, considering the optimistic approach in bi-level programming. For
the application of the method, the two-level problem is reformulated using
the Karush-Kuhn-Tucker conditions. The resulting model is linearized taking
advantage of the structure of the leading problem. Using a Lagrange relaxa-
tion algorithm, it is possible to find a global solution efficiently. The algo-
rithm was tested to show how it performs.
Keywords
Bi-Level Programming, Lagrange Relaxation,
Discrete-Continous Linear Bilevel
1. Introduction
The use of optimization techniques has been a fundamental part of solving prob-
lems. However, the most common mathematical programming models are often
unsuitable for situations involving more than one goal and more than one deci-
sion-maker.
In most cases, decisions about a given process are the result of an interaction
between the preferences of a group of individuals, so deciding on a single crite-
rion seems insufficient, particularly when the decision-making process is applied
to complex organizational environments.
Consequently, it is more realistic to seek the achievement of several objectives
at the same time. This implies that problems must be solved according to a crite-
rion that satisfies all decision-makers as a whole. As a result, contradictory and
incommensurable criteria will commonly appear. This situation has led to the
How to cite this paper: Alarcón-Bernal,
Z.E. and Aceves-García, R. (2019) A Lagrange
Relaxation Based Approach to Solve a Dis-
crete-Continous Bi-Level Model. Open Jour-
nal of Optimization, 8, 100-111.
https://doi.org/10.4236/ojop.2019.83009
Received: August 22, 2019
Accepted: September 22, 2019
Published: September 25, 2019
Copyright © 2019 by author(s) and
Scientific Research Publishing Inc.
This work is licensed under the Creative
Commons Attribution International
License (CC BY 4.0).
http://creativecommons.org/licenses/by/4.0/
Open Access