DocumentCode :
1119244
Title :
Semantics of Schedules for the Fuzzy Job-Shop Problem
Author :
González-Rodríguez, Inés ; Puente, Jorge ; Vela, Camino R. ; Varela, Ramiro
Author_Institution :
Univ. of Cantabria, Santander
Volume :
38
Issue :
3
fYear :
2008
fDate :
5/1/2008 12:00:00 AM
Firstpage :
655
Lastpage :
666
Abstract :
In the sequel, we consider the fuzzy job-shop problem, which is a variation of the job-shop problem where duration of tasks may be uncertain and where due-date constraints are allowed to be flexible. Uncertain durations are modeled using triangular fuzzy numbers, and due-date constraints are fuzzy sets with decreasing membership functions expressing a flexible threshold ldquoless than.rdquo Also, the objective function is built using fuzzy decision-making theory. We propose the use of a genetic algorithm (GA) to find solutions to this problem. Our aim is to provide a semantics for this type of problems and use this semantics in a methodology to analyze, evaluate, and, therefore, compare solutions. Finally, we present the results obtained using the GA and evaluate them using the proposed methodology.
Keywords :
decision making; decision theory; fuzzy set theory; genetic algorithms; job shop scheduling; due-date constraint; fuzzy decision-making theory; fuzzy job-shop scheduling problem; fuzzy set theory; genetic algorithm; schedule semantics; triangular fuzzy numbers; Fuzzy systems; genetic algorithms (GAs); scheduling;
fLanguage :
English
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4427
Type :
jour
DOI :
10.1109/TSMCA.2008.918603
Filename :
4481218
Link To Document :
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