期刊文献+

基于RBF神经网络的主轴热变形实时测量与研究 被引量:1

Real-time measurement and research on spindle thermal deformation using RBF neural network
下载PDF
导出
摘要 运用RBF神经网络理论建立机床主轴热误差数学模型,首次采用API主轴测量系统对150MD24Y16型电主轴进行了热变形实时测量。实验结果表明,所测主轴热变形沿Z轴方向最大,在主轴转速1000r/min的条件下,约为43μm,并依据国际标准对主轴进行了24h测量,为后期有限元分析和实时补偿提供了实测数据和经验保障。 A neural network based on radial basis function(RBF) is used to predict the thermal error of a CNC turning center.At the same time,this paper studies firstly the thermal deformation of 150MD24Y16 motorized spindle using the spindle measurement system of API.The results shows that thermal deformation along the Z axis is maximum,and about 43μm on it continuous operation at 1 000r/min.According to international standards,the spindle continues the measurement for 24 hours.All the above measurements provide the measured data and experience for the future of finite element analysis and real-time compensation.
出处 《制造技术与机床》 CSCD 北大核心 2011年第8期27-30,共4页 Manufacturing Technology & Machine Tool
基金 国家重大专项(2009ZX04014-036) 北京工业大学博士科研启动基金项目资助
关键词 主轴 径向基函数 神经网络 热变形 实时测量 API Spindle Radial Basis Function Neural Network Thermal Deformation Real-time Measurement API
  • 相关文献

参考文献11

  • 1Postlethwaite S R, Alien J P, Ford D G. Machine tool thermal error re- duction - an appraisal[ J]. Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture. 1999, 213 (B1): 1-9.
  • 2Chang C, Ling C, Chao C, et al. A theory thermal growth control tech- niques of high speed spindles[ C ]. Seoul, Korea, Republic of: Inst. of Elec. and Elec. Eng. Computer Society, 2008.
  • 3Bryan J B. international status if thermal error research [ J ]. Annals CIRP, 1969(16) : 203-215.
  • 4Mcclure. E R. Significance of thermal effect in manufactuing and me- trology[J]. Annals CIRP, 1967(15) : 61-66.
  • 5Donaldson R, Thompson D C. Design and performance of a small preci- sion CNC turning machine[ J]. Annals CIRP, 1986, 35 ( 1 ).
  • 6肖曙红,郭军,张伯霖.高速电主轴热结构耦合特性的有限元分析[J].机械设计与制造,2008(9):96-98. 被引量:15
  • 7Ching Feng C, Chao Shui L, Ching Yi C, et al. Theory thermal growth control techniques of high speed spindles [ C ]. Piscataway, N J, USA: IEEE, 2008.
  • 8郭策,孙庆鸿.高速高精度数控车床主轴系统的热特性分析及热变形计算[J].东南大学学报(自然科学版),2005,35(2):231-234. 被引量:53
  • 9Li Y X, Yang J G, Li Y Y, et al. Study on the application of the com- bined prediction modeling method to thermal error modeling on NC ma- chine tools[ J]. Key Engineering Materials, 2007, 329: 779-784.
  • 10Bossmanns B, Tu J F. A thermal model for high speed motorized spin- dles [ J ]. International Journal of Machine Tools &Manufacture, 1999 (39) :1345-1366.

二级参考文献12

  • 1肖曙红,黄晓明,张伯霖.高速角接触球轴承发热及其影响因素[J].机床与液压,2004,32(12):17-19. 被引量:10
  • 2Bryan J B. International status of thermal error research[J]. Annals of CIRP, 1990,39 (2): 645- 656.
  • 3Yang S, Yuan J, Ni J. The improvement of thermal error modeling and compensation on machine tools by cmac neural network[J]. International Journal of Machine Tools and Manufacture, 1996,36 (4): 527 -537.
  • 4Vanherck P, Dehaes J, Nuttin M. Compensation of thermal deformations in machine tools with neural nets[J]. Computers in Industry, 1997,33(1): 119-125.
  • 5Mize C D, Ziegert J C. Neural network thermal error compensation of a machining center[J]. Precision Engineering, 2000,24 (4): 338- 346.
  • 6Tan K K, Huang S N, Seet H L. Geometrical error compensation of precision motion systems using Radial basis function [J]. IEEE Instrumentation and Measurement, 2000,49 (5): 984- 991.
  • 7Jenq-Shyong Chen,Kwan-Wen Chen. Bearing load analysis and control of a motorized high speed spindle International Journal of Machine Tools & Manufacture,2005,3 (45): 1487 - 1493
  • 8倪军.数控机床误差补偿研究的回顾及展望[J].中国机械工程,1997,8(1):29-33. 被引量:159
  • 9张志润,张伯霖.超高速数控机床主轴单元的设计研究[J].广东工业大学学报,1998,15(S1):4-8. 被引量:6
  • 10高赛,曾理江,殷纯永,郑力,叶佩青.基于单光束干涉仪的机床主轴热误差实时测量[J].计量学报,2001,22(1):1-6. 被引量:9

共引文献103

同被引文献9

引证文献1

二级引证文献14

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部