DocumentCode :
3090127
Title :
Deadlock-free scheduling method for automated manufacturing systems using genetic algorithm and Petri nets
Author :
Huang, Zhonghua ; Wu, Zhiing
Author_Institution :
Dept. of Autom., Shanghai Jiao Tong Univ., China
Volume :
1
fYear :
2004
fDate :
26 April-1 May 2004
Firstpage :
566
Abstract :
A class of flexible manufacturing systems is modeled by timed Petri nets, and a new deadlock free scheduling method based on genetic algorithm and timed Petri net model is proposed. Under the framework of timed Petri nets model, the scheduling problem can be formulated as finding a feasible transition firing sequence to avoid the deadlock situation and to minimize the makespan. In the genetic algorithm, Petri net transition sequence is coded and a deadlock detection method based on siphon technology is addressed to reschedule the sequence of transitions, and thus the quality of solutions can be improved. In the fitness computation procedure, a penalty item for the infeasible solution is involved to prevent the search process from converging to the infeasible solutions. The method proposed In this work can get a feasible scheduling strategy as well as enable the system to achieve good performance, and this is shown by simulation results.
Keywords :
Petri nets; flexible manufacturing systems; genetic algorithms; scheduling; automated manufacturing systems; deadlock detection method; deadlock-free scheduling method; feasible transition firing sequence; fitness computation procedure; flexible manufacturing systems; genetic algorithm; scheduling problem; siphon technology; timed Petri nets; Computational modeling; Flexible manufacturing systems; Genetic algorithms; Job shop scheduling; Manufacturing automation; Manufacturing systems; Petri nets; Processor scheduling; Resource management; System recovery;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Automation, 2004. Proceedings. ICRA '04. 2004 IEEE International Conference on
ISSN :
1050-4729
Print_ISBN :
0-7803-8232-3
Type :
conf
DOI :
10.1109/ROBOT.2004.1307209
Filename :
1307209
Link To Document :
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