DocumentCode :
3442676
Title :
Scheduling flexible job shop in dynamic environment based on a memetic algorithm
Author :
Zhang, Liping ; Li, Xinyu ; Wen, Long ; Zhang, Guohui
Author_Institution :
State Key Lab. of Digital Manuf. Equip. & Technol., Huazhong Univ. of Sci. & Technol., Wuhan, China
fYear :
2012
fDate :
22-24 Aug. 2012
Firstpage :
407
Lastpage :
412
Abstract :
Scheduling for the flexible job shop scheduling problem is very important in the fields of production management and combinatorial optimization. However, in most real manufacturing environment, schedules are usually inevitable with the presence of a variety of unexpected disruptions. This paper proposes an efficient memetic algorithm to solve the flexible job shop scheduling problem with random job arrivals. Firstly, a periodic policy is presented to up date the problem condition and generate the rescheduling point. Secondly, the efficient memetic algorithm with a new local search procedure is proposed to optimize the problem in each rescheduling point. The new local search uses five kinds of neighborhood structures. Otherwise, the performance measures investigated respectively are: minimization of the makespan and minimization of the mean tardiness. Moreover, several experiments have been designed to test and evaluated the performance of the memetic algorithm. The experimental results show that the proposed algorithm is efficient with respect to bi-objectives and different due date tightness.
Keywords :
job shop scheduling; minimisation; production management; combinatorial optimization; due date tightness; dynamic environment; flexible job shop scheduling; local search procedure; manufacturing environment; mean tardiness; memetic algorithm; minimization; neighborhood structures; performance measures; periodic policy; production management; random job arrivals; rescheduling point; unexpected disruptions; Biological cells; Dynamic scheduling; Heuristic algorithms; Job shop scheduling; Memetics; Schedules; Sociology; Dynamic environment; Flexible job shop scheduling problem; Memetic algorithm; Predict-reactive scheduling; Rescheduling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cognitive Informatics & Cognitive Computing (ICCI*CC), 2012 IEEE 11th International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4673-2794-7
Type :
conf
DOI :
10.1109/ICCI-CC.2012.6311181
Filename :
6311181
Link To Document :
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