Fuzzy Constraints in Job-Shop Scheduling (1995)
| Venue: | Journal of Intelligent Manufacturing |
| Citations: | 43 - 5 self |
BibTeX
@ARTICLE{Dubois95fuzzyconstraints,
author = {Didier Dubois and Hélène Fargier and Henri Prade},
title = {Fuzzy Constraints in Job-Shop Scheduling},
journal = {Journal of Intelligent Manufacturing},
year = {1995},
volume = {6},
pages = {215--234}
}
Years of Citing Articles
OpenURL
Abstract
: This paper proposes an extension of the constraint-based approach to job-shop scheduling, that accounts for the flexibility of temporal constraints and the uncertainty of operation durations. The set of solutions to a problem is viewed as a fuzzy set whose membership function reflects preference. This membership function is obtained by an egalitarist aggregation of local constraint-satisfaction levels. Uncertainty is qualitatively described is terms of possibility distributions. The paper formulates a simple mathematical model of jobshop scheduling under preference and uncertainty, relating it to the formal framework of constraint-satisfaction problems in Artificial Intelligence. A combinatorial search method that solves the problem is outlined, including fuzzy extensions of well-known look-ahead schemes. 1. Introduction There are traditionally three kinds of approaches to jobshop scheduling problems: priority rules, combinatorial optimization and constraint analysis. The first kind ...







