Research on limited buffer scheduling problems in flexible flow shops with setup times
Han ZH(韩忠华)1,2; Sun LL(孙亮亮)2; Qi, Yuanwei2; Shi HB(史海波)1; Zhang Q(张权)2
刊名International Journal of Modelling, Identification and Control
2019
卷号32期号:2页码:93-104
关键词Limited buffer Improved whale optimization algorithm (IWOA) Levy flight Opposition-based learning strategy Simulated annealing Flexible flow shop
ISSN号1746-6172
产权排序1
英文摘要In 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.
语种英语
资助机构Liaoning 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)
内容类型期刊论文
源URL[http://ir.sia.cn/handle/173321/25652]  
专题沈阳自动化研究所_数字工厂研究室
通讯作者Zhang Q(张权)
作者单位1.Department of Digital Factory, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China
2.Faculty of Information and Control Engineering, Shenyang Jianzhu University, Shenyang, China
推荐引用方式
GB/T 7714
Han ZH,Sun LL,Qi, Yuanwei,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,Sun LL,Qi, Yuanwei,Shi HB,&Zhang Q.(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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