Experimental study and machining parameter optimization in milling thin-walled plates based on NSGA-II

CORC > 沈阳自动化研究所 > 中国科学院沈阳自动化研究所 > 装备制造技术研究室

	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)
刊名	International Journal of Advanced Manufacturing Technology
	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
通讯作者	曲胜
产权排序	1
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
内容类型	期刊论文
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.