TY - JOUR
T1 - A time window-based approach for multi-stage hybrid flow shop
AU - Tian, Yunna
AU - Li, Dongni
AU - Zheng, Dan
AU - Zhao, Junqing
N1 - Publisher Copyright:
© 2016 Journal of Mechanical Engineering.
PY - 2016/8/20
Y1 - 2016/8/20
N2 - The scheduling problem of a multi-stage hybrid flow shop (HFS) with single processing machines and batch processing machines is addressed. Aiming at minimization of the maximum completion time, a time window-based ant colony optimization (TWACO) approach is proposed, which achieves cooperative optimization for part assignment, part sequencing, and batch formation simultaneously. Besides, to obtain higher utilization rate for the batch processing machines, a time window is dynamically constructed by a look-ahead algorithm during batch formation. The computational results show that by the adoption of the look-ahead algorithm, TWACO maintains a good balance between the utilization rate of the batch processing machines and the solution quality; and TWACO has significant advantages over CPLEX in minimizing the maximum completion time while retaining low computational costs. Therefore, TWACO is much more suitable for the problem of a multi-stage HFS.
AB - The scheduling problem of a multi-stage hybrid flow shop (HFS) with single processing machines and batch processing machines is addressed. Aiming at minimization of the maximum completion time, a time window-based ant colony optimization (TWACO) approach is proposed, which achieves cooperative optimization for part assignment, part sequencing, and batch formation simultaneously. Besides, to obtain higher utilization rate for the batch processing machines, a time window is dynamically constructed by a look-ahead algorithm during batch formation. The computational results show that by the adoption of the look-ahead algorithm, TWACO maintains a good balance between the utilization rate of the batch processing machines and the solution quality; and TWACO has significant advantages over CPLEX in minimizing the maximum completion time while retaining low computational costs. Therefore, TWACO is much more suitable for the problem of a multi-stage HFS.
KW - Ant colony optimization
KW - Batch processing machine
KW - Hybrid flow shop
KW - Single processing machine
KW - Time window
UR - http://www.scopus.com/inward/record.url?scp=84990244223&partnerID=8YFLogxK
U2 - 10.3901/JME.2016.16.185
DO - 10.3901/JME.2016.16.185
M3 - Article
AN - SCOPUS:84990244223
SN - 0577-6686
VL - 52
SP - 185
EP - 196
JO - Jixie Gongcheng Xuebao/Chinese Journal of Mechanical Engineering
JF - Jixie Gongcheng Xuebao/Chinese Journal of Mechanical Engineering
IS - 16
ER -