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Research on limited buffer scheduling problems in flexible flow shops with setup times
Han ZH(韩忠华)1,2; Zhang Q(张权)1; Shi HB(史海波)2; Qi, Yuanwei1; Sun LL(孙亮亮)1
Department数字工厂研究室
Source PublicationInternational Journal of Modelling, Identification and Control
ISSN1746-6172
2019
Volume32Issue:2Pages:93-104
Indexed ByEI
EI Accession number20193907480884
Contribution Rank1
Funding OrganizationLiaoning Provincial Science Foundation (No.201602608, 201602615) ; Natural Science Foundation of China (No. 61873174, 61503259) ; Project of Liaoning Province Education Department (LJZ2017015) ; Shenyang Municipal Science and Technology Project(No. Z18-5-015)
KeywordLimited buffer Improved whale optimization algorithm (IWOA) Levy flight Opposition-based learning strategy Simulated annealing Flexible flow shop
AbstractIn order to solve the limited buffer scheduling problem in flexible flow shops with setup times, an improved whale optimisation algorithm (IWOA) is proposed. Based on the whale optimisation algorithm (WOA), the improved algorithm uses Levy flight, opposition-based learning strategy and simulated annealing to expand the search range, enhance the ability for jumping out of local extremum, and improve the continuous evolution of the algorithm. To verify the improvement of the proposed algorithm on the optimisation ability of WOA algorithm, the IWOA algorithm is tested by verification examples of small-scale and large-scale flexible flow shop scheduling problems, and the imperialist competitive algorithm (ICA), bat algorithm (BA), and WOA algorithm are used for comparison. Based on the instance data of bus manufacturer, simulation tests are made on the four algorithms under various practical evaluation scenarios. The results show that the IWOA algorithm can better solve this type of scheduling problems.
Language英语
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/25652
Collection数字工厂研究室
Corresponding AuthorZhang Q(张权)
Affiliation1.Faculty of Information and Control Engineering, Shenyang Jianzhu University, Shenyang, China
2.Department of Digital Factory, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China
Recommended Citation
GB/T 7714
Han ZH,Zhang Q,Shi HB,et al. Research on limited buffer scheduling problems in flexible flow shops with setup times[J]. International Journal of Modelling, Identification and Control,2019,32(2):93-104.
APA Han ZH,Zhang Q,Shi HB,Qi, Yuanwei,&Sun LL.(2019).Research on limited buffer scheduling problems in flexible flow shops with setup times.International Journal of Modelling, Identification and Control,32(2),93-104.
MLA Han ZH,et al."Research on limited buffer scheduling problems in flexible flow shops with setup times".International Journal of Modelling, Identification and Control 32.2(2019):93-104.
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