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Experimental study and machining parameter optimization in milling thin-walled plates based on NSGA-II
Qu S(曲胜); Zhao JB(赵吉宾); Wang TR(王天然)
作者部门装备制造技术研究室
关键词Thin-walled Plates Machining Parameters Optimization Nsga-ii
发表期刊International Journal of Advanced Manufacturing Technology
ISSN0268-3768
2017
卷号89期号:5-8页码:2399–2409
收录类别SCI ; EI
EI收录号20163402723275
WOS记录号WOS:000396101100095
产权排序1
资助机构National Basic Research Program of China (Grant No. 2011CB302400) and the National Natural Science Foundation of China (Grant No.51175495).
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.
语种英语
WOS标题词Science & Technology ; Technology
WOS类目Automation & Control Systems ; Engineering, Manufacturing
关键词[WOS]SORTING GENETIC ALGORITHM ; MULTIOBJECTIVE OPTIMIZATION ; CUTTING PARAMETERS ; NEURAL-NETWORK ; OPERATIONS ; PREDICTION
WOS研究方向Automation & Control Systems ; Engineering
引用统计
被引频次:3[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/18861
专题装备制造技术研究室
通讯作者Qu S(曲胜)
作者单位1.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
2.University of Chinese Academy of Sciences, Beijing 100049, China
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.
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