DocumentCode :
2015040
Title :
Modeling and evaluation of single machine flexibility using fuzzy entropy and genetic algorithm based approach
Author :
Bentrcia, Toufik ; Mouss, Leila Hayet ; Mouss, Mohamed Djamel ; Benbouzid, Mohamed Elhachemi
Author_Institution :
Lab. d´´Autom. et Productique, Univ. Hadj Lakhder - Batna, Batna, Algeria
fYear :
2011
fDate :
5-9 Sept. 2011
Firstpage :
1
Lastpage :
8
Abstract :
Flexibility has long been recognized as a manufacturing capability that has the potential to impact mainly the competitive position of an organization. The entropy approach, which was extended from information theory, fell in handling problems with incomplete and uncertain data, because it depicts only the stochastic aspects included with measured observations. In order to get a global view, this work proposes a new approach based on fuzzy entropy concept. The development of the fuzzy model results in a set of nonlinear constrained problems to be solved using a metaheuristics method. The applicability of our approach is illustrated through a flexible manufacturing cell. By adopting such framework, both dimensions of uncertainty in system modeling, expressed by stochastic variability and imprecision, can be taken into consideration.
Keywords :
entropy; flexible manufacturing systems; fuzzy set theory; genetic algorithms; production management; stochastic processes; flexible manufacturing cell; fuzzy entropy; genetic algorithm; information theory; manufacturing capability; metaheuristics method; nonlinear constrained problem; single machine flexibility; stochastic variability; system modeling uncertainty; Entropy; Fuzzy set theory; Genetic algorithms; Manufacturing; Measurement uncertainty; Stochastic processes; Uncertainty;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Emerging Technologies & Factory Automation (ETFA), 2011 IEEE 16th Conference on
Conference_Location :
Toulouse
ISSN :
1946-0740
Print_ISBN :
978-1-4577-0017-0
Electronic_ISBN :
1946-0740
Type :
conf
DOI :
10.1109/ETFA.2011.6059075
Filename :
6059075
Link To Document :
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