Experimental study and machining parameter optimization in milling thin-walled plates based on NSGA-II
文献类型：期刊论文
| 作者 | Qu S(曲胜); Zhao JB(赵吉宾) ; Wang TR(王天然)
|
| 刊名 | International Journal of Advanced Manufacturing Technology
 |
| 出版日期 | 2017 |
| 卷号 | 89期号:5-8页码:2399–2409 |
| 关键词 | Thin-walled plates Machining parameters Optimization NSGA-II |
| ISSN号 | 0268-3768 |
| 产权排序 | 1 |
| 通讯作者 | 曲胜 |
| 中文摘要 | The selection of machining parameters in milling thin-walled plates affects deformation, quality, and productivity of the machined parts. This paper presents an optimization procedure to determine and validate the optimum machining parameters in milling thin-walled plates. The regression models for cutting force and surface roughness are developed as objective functions according to experimental results. Besides, the influences of machining parameters on cutting force and surface roughness are also investigated. The objectives under investigation in this study are cutting force, surface roughness, and material removal rate subjected to constraints conditions. As the effects of milling parameters on optimization objectives are conflicting in nature, the multi-objective optimization problem in thin-walled plates milling is proposed. A non-dominated sorting genetic algorithm (NSGA-II) is then adopted to solve this multi-objective optimization problem. The optimized combinations of machining parameters are achieved by the Pareto optimal solutions, and these solutions are verified by the chatter stability. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Automation & Control Systems ; Engineering, Manufacturing |
| 研究领域[WOS] | Automation & Control Systems ; Engineering |
| 关键词[WOS] | SORTING GENETIC ALGORITHM ; MULTIOBJECTIVE OPTIMIZATION ; CUTTING PARAMETERS ; NEURAL-NETWORK ; OPERATIONS ; PREDICTION |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000396101100095 |
| 源URL | [http://ir.sia.cn/handle/173321/18861]  |
| 专题 | 沈阳自动化研究所_装备制造技术研究室 |
| 推荐引用方式 GB/T 7714 | Qu S,Zhao JB,Wang TR. Experimental study and machining parameter optimization in milling thin-walled plates based on NSGA-II[J]. International Journal of Advanced Manufacturing Technology,2017,89(5-8):2399–2409. |
| APA | Qu S,Zhao JB,&Wang TR.(2017).Experimental study and machining parameter optimization in milling thin-walled plates based on NSGA-II.International Journal of Advanced Manufacturing Technology,89(5-8),2399–2409. |
| MLA | Qu S,et al."Experimental study and machining parameter optimization in milling thin-walled plates based on NSGA-II".International Journal of Advanced Manufacturing Technology 89.5-8(2017):2399–2409. |
入库方式： OAI收割
来源：沈阳自动化研究所
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