Research on MCVE piston machining and process parameter optimization

被引:0
作者
Yong Zhang
Yu Huang
WenJun Shao
Wuyi Ming
机构
[1] Huazhong University of Science and Technology,State Key Lab of Digital Manufacturing Equipment and Technology, School of Mechanical Science and Engineering
[2] Zhengzhou University of Light Industry,Department of Electromechanical Science and Engineering
来源
The International Journal of Advanced Manufacturing Technology | 2017年 / 93卷
关键词
MCVE; FTS; BPNN; GA; Piston machining;
D O I
暂无
中图分类号
学科分类号
摘要
A piston is an important part of an engine. Its shape is designed into middle-convex and varying ellipse (MCVE) to adapt to the complex working environment. The main requirements of MCVE piston machining are high frequency response, small range tool motion, and high precision. In this article, an MCVE data model is established for the piston profile design, and the turning principle and control procedure are discussed to develop a fast tool servo (FTS) system for piston turning. In the end, back propagation neural network (BPNN) and genetic algorithm (GA) are combined to optimize the process parameters in the MCVE piston machining, which includes general turning parameters and special MCVE turning parameters. Through the experiments and BPNN-GA optimization, the ellipticity error (E) and surface roughness (Ra) of all pistons met the design requirements. According to verification experiments, the optimization results of E and Ra are 3.04 and 1.204 μm, respectively, and their relative errors are 10.13 and 4.27%, respectively. It has been proved that the MCVE data model and the control design of FTS are feasible and can effectively produce MCVE piston; the BPNN-GA optimization method is obviously effective and can improve processing effect and machining efficiency.
引用
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页码:3955 / 3966
页数:11
相关论文
共 68 条
[1]  
Xie ST(2009)Research on the shaping approach for non-cylinder piston turning International Conference on Measuring Technology & Mechatronics Automation 3 129-132
[2]  
Guo YB(2001)Study on the high performance linear servo system for middle-convex and varying ellipse piston machining Chin J Mech Eng 37 58-61
[3]  
Yang QQ(2009)An investigation of practical application of variable spindle speed machining to noncircular turning process Int J Adv Manuf Technol 44 1094-1105
[4]  
Chen LS(2013)Design and control of a fast tool servo used in noncircular piston turning process Mech Syst Signal Process 36 87-94
[5]  
Jiang S(2010)Chatter suppression in fast tool servo-assisted turning by spindle speed variation Int J Mach Tool Manu 50 1038-1047
[6]  
Jiang S(2005)Extracted control approach for cnc non-circular turning Asian Journal of Control 7 50-55
[7]  
Wu D(2010)Servo piezo tool spt400mml for the fast and precise machining of free forms Int J Adv Manuf Technol 47 903-910
[8]  
Chen K(2013)Development of a fast tool servo in noncircular turning and its control Mech Syst Signal Process 41 705-713
[9]  
Wang X(2010)Development of a model capable of predicting the performance of piston ring-cylinder liner-like tribological interfaces Proc Inst Mech Eng 1 1-7
[10]  
Wang HF(2010)Predictive piston motion control in a free-piston internal combustion engine Appl Energy 87 1722-1728