Prediction model of the surface roughness of micro-milling single crystal copper

被引:6
|
作者
Lu, Xiaohong [1 ]
Xue, Liang [1 ]
Ruan, Feixiang [1 ]
Yang, Kun [1 ]
Liang, Steven Y. [2 ]
机构
[1] Dalian Univ Technol, Key Lab Precis & Nontradit Machining Technol, Minist Educ, Dalian, Peoples R China
[2] Georgia Inst Technol, George W Woodruff Sch Mech Engn, Atlanta, GA 30332 USA
基金
中国国家自然科学基金;
关键词
Micro-milling; Prediction model; Single crystal copper; Surface roughness; OPTIMIZATION;
D O I
10.1007/s12206-019-1030-6
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Presently, the demand for single crystal copper micro-components is increasing in various fields because single crystal copper has good electrical conductivity. Micro-milling technology is an effective processing technology for small single crystal copper parts. Surface roughness is a key performance indicator for micro-milling single crystal copper. Establishing a surface roughness prediction model with high precision is useful to guarantee the processing quality by selecting the cutting parameters for micro-milling. Few studies have currently focused on micro-milling single crystal copper. In this study, the orthogonal experiments of micro-milling single crystal copper were conducted, and the influences of the spindle and feed speeds and axial depth of cut on the surface roughness of micro-milled single crystal copper with different orientations were analyzed by range analyses. The spindle rotation speed was the major affecting factor. The surface roughness of single crystal copper in different crystal orientations was predicted by using the SVM method. Experimental results showed that the average relative error of the surface roughness of , , and crystal orientation single crystal copper was 2.7 %, 3.3 %, and 2.2 %, respectively, and that the maximum relative errors were 7.0 %. 10.1 %, and 3.1 %, respectively. The uncertainty analysis was conducted by using the Monte Carlo method to verify the reliability of the built surface roughness model.
引用
收藏
页码:5369 / 5374
页数:6
相关论文
共 50 条
  • [41] Experimental study of micro-milling mechanism and surface quality of a nickel-based single crystal superalloy
    Qi Gao
    Yadong Gong
    Yunguang Zhou
    Xuelong Wen
    Journal of Mechanical Science and Technology, 2017, 31 : 171 - 180
  • [42] Temperature Prediction Model of Bone Material Micro-milling Cutting Edges
    Liu Y.
    Chen Q.-S.
    Dong Q.-S.
    Dongbei Daxue Xuebao/Journal of Northeastern University, 2020, 41 (11): : 1615 - 1622
  • [43] On the correlation between surface quality and tool wear in micro-milling of pure copper
    Sorgato, Marco
    Bertolini, Rachele
    Bruschi, Stefania
    JOURNAL OF MANUFACTURING PROCESSES, 2020, 50 : 547 - 560
  • [44] Swept Mechanism of Micro-Milling Tool Geometry Effect on Machined Oxygen Free High Conductivity Copper (OFHC) Surface Roughness
    Shi, Zhenyu
    Liu, Zhanqiang
    Li, Yuchao
    Qiao, Yang
    MATERIALS, 2017, 10 (02):
  • [45] Simulation tool for prediction of cutting forces and surface quality of micro-milling processes
    Klaus Schützer
    Luciana Wasnievski da Silva de Luca Ramos
    Jan Mewis
    Marcelo Octavio Tamborlin
    Crhistian Raffaelo Baldo
    The International Journal of Advanced Manufacturing Technology, 2018, 99 : 225 - 232
  • [46] Prediction of Contact Angle for Oriented Hydrophobic Surface and Experimental Verification by Micro-Milling
    Zhu, Yiwen
    Xu, Wei
    Cao, Ziyang
    Meng, Wenlu
    Ni, Jiawei
    Pan, Jie
    Wei, Dong
    COATINGS, 2023, 13 (08)
  • [47] Simulation tool for prediction of cutting forces and surface quality of micro-milling processes
    Schutzer, Klaus
    da Silva de Luca Ramos, Luciana Wasnievski
    Mewis, Jan
    Tamborlin, Marcelo Octavio
    Baldo, Crhistian Raffaelo
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2018, 99 (1-4): : 225 - 232
  • [48] The mechanism of surface trajectories and milling forces in micro-milling processing
    Zhang, Jinfeng
    Gong, Yadong
    Zhang, Yongzhen
    Cheng, Jun
    ADVANCED MANUFACTURING TECHNOLOGY, PTS 1-4, 2012, 472-475 : 2422 - 2425
  • [49] The Effect of Vibration on the Surface Topography in Micro-milling
    Peng, Fangyu
    Wu, Jing
    Yuan, Shuai
    Yan, Rong
    ADVANCED MATERIALS AND PROCESS TECHNOLOGY, PTS 1-3, 2012, 217-219 : 1791 - 1801
  • [50] Experiment on Surface Quality in Micro-milling of Single Crystal Ni-Based Superalloy DD98
    Gao Q.
    Gong Y.-D.
    Zhou Y.-G.
    Wen X.-L.
    Gao, Qi (qqonline@163.com), 2017, Northeast University (38): : 385 - 389