Research on limited buffer scheduling problems in flexible flow shops with setup times
文献类型：期刊论文
| 作者 | 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
 |
| 出版日期 | 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) |
| 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. |
入库方式： OAI收割
来源：沈阳自动化研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。