TY - JOUR
T1 - Reentrant FMS scheduling in loop layout with consideration of multi loading-unloading stations and shortcuts
AU - Rifai, Achmad P.
AU - Dawal, Siti Zawiah Md
AU - Zuhdi, Aliq
AU - Aoyama, Hideki
AU - Case, K.
N1 - Funding Information:
The authors would like to acknowledge the Japan International Cooperation Agency (JICA) project of the ASEAN University Network/the Southeast Asia Engineering Education Development Network (AUN/Seed-Net) and the Ministry of Higher Education for financial support under High Impact Research Grant UM.C/HIR/MOHE/ ENG/35 (D000035-16001).
Publisher Copyright:
© 2015, Springer-Verlag London.
PY - 2016/2/1
Y1 - 2016/2/1
N2 - The scheduling problem in flexible manufacturing systems (FMS) environment with loop layout configuration has been shown to be a NP-hard problem. Moreover, the improvement and modification of the loop layout add to the difficulties in the production planning stage. The introduction of multi loading-unloading points and turntable shortcut resulted on more possible routes, thus increasing the complexity. This research addressed the reentrant FMS scheduling problem where jobs are allowed to reenter the system and revisit particular machines. The problem is to determine the optimal sequence of the jobs as well as the routing options. A modified genetic algorithm (GA) was proposed to generate the feasible solutions. The crowding distance-based substitution was incorporated to maintain the diversity of the population. A set of test was applied to compare the performance of the proposed approach with other methods. Further computational experiments were conducted to assess the significance of multi loading-unloading and shortcuts in reducing the makespan, mean flow time, and tardiness. The results highlighted that the proposed model was robust and effective in the scheduling problem for both small and large size problems.
AB - The scheduling problem in flexible manufacturing systems (FMS) environment with loop layout configuration has been shown to be a NP-hard problem. Moreover, the improvement and modification of the loop layout add to the difficulties in the production planning stage. The introduction of multi loading-unloading points and turntable shortcut resulted on more possible routes, thus increasing the complexity. This research addressed the reentrant FMS scheduling problem where jobs are allowed to reenter the system and revisit particular machines. The problem is to determine the optimal sequence of the jobs as well as the routing options. A modified genetic algorithm (GA) was proposed to generate the feasible solutions. The crowding distance-based substitution was incorporated to maintain the diversity of the population. A set of test was applied to compare the performance of the proposed approach with other methods. Further computational experiments were conducted to assess the significance of multi loading-unloading and shortcuts in reducing the makespan, mean flow time, and tardiness. The results highlighted that the proposed model was robust and effective in the scheduling problem for both small and large size problems.
KW - Crowding distance-based substitution
KW - Genetic algorithm
KW - Multi loading-unloading and shortcuts
KW - Reentrant FMS scheduling
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U2 - 10.1007/s00170-015-7395-5
DO - 10.1007/s00170-015-7395-5
M3 - Article
AN - SCOPUS:84956618653
SN - 0268-3768
VL - 82
SP - 1527
EP - 1545
JO - International Journal of Advanced Manufacturing Technology
JF - International Journal of Advanced Manufacturing Technology
IS - 9-12
ER -