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基于NSGA-II算法的高强模具钢切削参数优化方法
Alternative TitleParameters Optimization in Cutting of High-strength Mould Steel Based on NSGA-II
付涛; 刘伟军; 赵吉宾
Department装备制造技术研究室
Source Publication机械工程材料
ISSN1000-3738
2013
Volume37Issue:12Pages:85-91
Indexed ByCSCD
CSCD IDCSCD:5014435
Contribution Rank1
Funding Organization国家自然科学基金资助项目(50975274);国家重点基础研究发展计划资助项目(2011CB302403)
KeywordNak80钢 切削参数 数理统计模型 多目标优化
Abstract以高强度模具钢NAK80为对象,设计以切削速度、每转进给量、切削深度为参数的正交试验,并通过线性回归方法建立切削力及表面粗糙度的数理统计模型;配合材料去除率的理论公式,建立三者为目标函数的多目标优化模型,采用非支配排序遗传算法NSGA-II对模型进行寻优求解,研究高强度模具钢铣削过程中的工艺参数优化,获得了多组符合加工要求的工艺参数组合。结果表明:该方法可以获得最优的切削工艺参数组合,可用于指导实际的加工生产。
Other AbstractAn orthogonal experiment for high-strength mould steel NAK80was designed with cutting speed, feed rate and cutting depth as relevant parameters. According to the experimental results, statistical models of cutting force and surface roughness were built up using a linear regression method. Superadded the theoretical formula of material removal rate, a multi-objective optimal model with three objective functions was built up and optimized by applying non-dominated sorting genetic algorithm-II (NSGA-II),to study the optimization of parameters in milling process for high-strength mould steel. Several cutting parameter combinations conforming to the requirements were acquired. The results show the proposed method can get the optimal cutting parameter combinations and guided the actual production.
Language中文
Citation statistics
Cited Times:1[CSCD]   [CSCD Record]
Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/15482
Collection智能产线与系统研究室
Affiliation1.中国科学院沈阳自动化研究所
2.中国科学院研究生院
Recommended Citation
GB/T 7714
付涛,刘伟军,赵吉宾. 基于NSGA-II算法的高强模具钢切削参数优化方法[J]. 机械工程材料,2013,37(12):85-91.
APA 付涛,刘伟军,&赵吉宾.(2013).基于NSGA-II算法的高强模具钢切削参数优化方法.机械工程材料,37(12),85-91.
MLA 付涛,et al."基于NSGA-II算法的高强模具钢切削参数优化方法".机械工程材料 37.12(2013):85-91.
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