Optimization of cutting parameters using multi-objective evolutionary algorithm based on decomposition
文献类型:期刊论文
作者 | Fu T(付涛); Liu WJ(刘伟军)![]() ![]() |
刊名 | JOURNAL OF VIBROENGINEERING
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出版日期 | 2013 |
卷号 | 15期号:2页码:833-844 |
关键词 | NAK80 cutting parameters multi-objective evolutionary algorithm optimization |
ISSN号 | 1392-8716 |
产权排序 | 1 |
通讯作者 | 付涛 |
中文摘要 | High-strength die steel is widely used for cutting, stamping and molding because of its advantages of high hardness, high toughness and abrasion resistance. However, its efficiency in cutting has always been difficult. In a complex machining process, the optimization of cutting parameters has a significant influence on the stability and quality of products. In this study, an orthogonal experiment of NAK80 for milling is carried out with cutting speed, feed rate and depth of cut, all of which are considered as relevant variables. According to the experimental results, statistical models for cutting force and surface roughness are built using a regression method as objective functions. Superadded the theoretical formula of material removal rate, a multi-objective evolutionary algorithm based on decomposition is used to optimize the cutting parameters and a Pareto solution set is obtained finally. |
WOS标题词 | Science & Technology ; Technology |
类目[WOS] | Engineering, Biomedical ; Engineering, Mechanical |
研究领域[WOS] | Engineering |
关键词[WOS] | MILLING OPERATIONS ; SURFACE-ROUGHNESS ; GENETIC ALGORITHM ; SYSTEM |
收录类别 | SCI ; EI |
资助信息 | National Natural Science Foundation of China [50975274]; National Basic Research Program of China [2011CB302403] |
语种 | 英语 |
WOS记录号 | WOS:000320714500031 |
公开日期 | 2013-10-05 |
源URL | [http://ir.sia.cn/handle/173321/12459] ![]() |
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 | Fu T,Liu WJ,Zhao JB. Optimization of cutting parameters using multi-objective evolutionary algorithm based on decomposition[J]. JOURNAL OF VIBROENGINEERING,2013,15(2):833-844. |
APA | Fu T,Liu WJ,&Zhao JB.(2013).Optimization of cutting parameters using multi-objective evolutionary algorithm based on decomposition.JOURNAL OF VIBROENGINEERING,15(2),833-844. |
MLA | Fu T,et al."Optimization of cutting parameters using multi-objective evolutionary algorithm based on decomposition".JOURNAL OF VIBROENGINEERING 15.2(2013):833-844. |
入库方式: OAI收割
来源:沈阳自动化研究所
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