TY - JOUR
T1 - Deadlock-Free Scheduling of Flexible Assembly Systems Based on Petri Nets and Local Search
AU - Luo, Jianchao
AU - Liu, Zhiqiang
AU - Zhou, Mengchu
AU - Xing, Keyi
N1 - Publisher Copyright:
© 2013 IEEE.
PY - 2020/10
Y1 - 2020/10
N2 - Deadlock-free scheduling and control is critical for optimizing the performance of flexible assembly systems (FASs). Based on the Petri net models of FASs, this paper integrates a deadlock prevention policy with local search and develops a novel deadlock-free scheduling algorithm. A solution of the scheduling problem is coded as a chromosome representation that is a permutation with repetition of parts. By using the deadlock prevention policy, a repairing algorithm (RA) is developed to repair unfeasible chromosomes. A perturbation strategy based on estimation of distribution algorithm is developed to escape from local optima. Moreover, to improve population diversity, an acceptance criterion (AC) based on Pareto dominance is proposed. The chromosome representation, RA, perturbation strategy, and AC together support the cooperative aspect of local search for scheduling problems strongly.
AB - Deadlock-free scheduling and control is critical for optimizing the performance of flexible assembly systems (FASs). Based on the Petri net models of FASs, this paper integrates a deadlock prevention policy with local search and develops a novel deadlock-free scheduling algorithm. A solution of the scheduling problem is coded as a chromosome representation that is a permutation with repetition of parts. By using the deadlock prevention policy, a repairing algorithm (RA) is developed to repair unfeasible chromosomes. A perturbation strategy based on estimation of distribution algorithm is developed to escape from local optima. Moreover, to improve population diversity, an acceptance criterion (AC) based on Pareto dominance is proposed. The chromosome representation, RA, perturbation strategy, and AC together support the cooperative aspect of local search for scheduling problems strongly.
KW - Deadlock prevention policy
KW - flexible assembly system (FAS)
KW - local search
KW - Petri net (PN)
KW - scheduling
UR - http://www.scopus.com/inward/record.url?scp=85059111394&partnerID=8YFLogxK
U2 - 10.1109/TSMC.2018.2855685
DO - 10.1109/TSMC.2018.2855685
M3 - 文章
AN - SCOPUS:85059111394
SN - 2168-2216
VL - 50
SP - 3658
EP - 3669
JO - IEEE Transactions on Systems, Man, and Cybernetics: Systems
JF - IEEE Transactions on Systems, Man, and Cybernetics: Systems
IS - 10
M1 - 8457481
ER -