DocumentCode :
3283936
Title :
FLC-archive to solve multiobjective reentrant hybride flowshop scheduling problem
Author :
Dugardin, Frédéric ; Amodeo, Lionel ; Yalaoui, Farouk
Author_Institution :
ICD/LOSI, Univ. of Technol. of Troyes, Troyes, France
fYear :
2010
fDate :
3-5 Oct. 2010
Firstpage :
324
Lastpage :
329
Abstract :
This article deals with the multiobjective reentrant hybrid flowshop scheduling problem. In the latter several tasks has to be processed in a system and the special feature here is that they must be processed several times on each machines. The system is composed of multiple stages which contain parallel identical machines. Since the tasks must reenter the system at the end of the normal process they create conflict with the following tasks. This problem is NP-Hard and we have developed a metaheuristics to solve it. The latter is an evolutionary algorithm based on the well known SPEA2 mechanism. This algorithm has a Fuzzy-Logic Controller to adapt mutation and crossover probability of generation t with respect to the structure of the population in previous generations (t -1) and (t -2). The two objectives are the makespan and the total tardiness minimization. In this works we compare the classic SPEA2 and the latter improved by FLC (so called FLC-archive). These two algorithms are tested on multiple instances adapted from the literature. Finally the comparisons of the results obtained by the algorithms are done with two different multi-objectives measures.
Keywords :
computational complexity; evolutionary computation; flow shop scheduling; fuzzy control; minimisation; FLC-archive; NP hard problem; SPEA2 mechanism; evolutionary algorithm; fuzzy logic controller; multiobjective reentrant hybride flowshop scheduling problem; parallel identical machines; tardiness minimization; Evolutionary computation; Fuzzy logic; Job shop scheduling; Minimization; Optimal scheduling; Pragmatics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine and Web Intelligence (ICMWI), 2010 International Conference on
Conference_Location :
Algiers
Print_ISBN :
978-1-4244-8608-3
Type :
conf
DOI :
10.1109/ICMWI.2010.5648191
Filename :
5648191
Link To Document :
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