Application of ICA Method to Thermal Error Modeling of Gear Hobbing Machine

Abstract:

Based on the synthetic analysis of thermal error sources, ICA (Independent component analysis) method is proposed to reduce the number of temperature sensor, and the selected temperature variables is used for thermal error modeling of gear hobbing machine. Finally, the hardware system of thermal error compensation is presented based on SCM (Single chip microcomputer) technique, and which is tested on Y3150K hobbing machine then. The results show that cumulative pitch error is reduced from 80μmto 20μm, and the machining accuracy is improved more than 2 grades.

• Periodical: Advanced Materials Research (Volumes 24-25)
• Pages: 309-314
• DOI: https://doi.org/10.4028/www.scientific.net/AMR.24-25.309
• Online since: September 2007
• Authors: Qian Jian Guo, Jian Guo Yang, Xiu Shan Wang
• Keywords: Gear Hobbing Machine, ICA Method, Thermal Error Modeling

References

[1] Kim, Kyung-Don, Chung, Sung-Chong: International Journal of Production Research Vol. 42 (2004), p.1167~1187.

[2] Postlethwaite, S.R., Allen, J.P., Ford, D.G.: Journal of Engineering Manufacture Vol. 212 (1998), p.671~679.

[3] TAO Xiaojie, WANG Yesen: Journal of Mechanical Transmission Vol. 29 (2005), p.54~55.

[4] Yagishita, H., Lizuka, T.: American Society of Mechanical Engineers, Design Engineering Division (Publication) DE Vol. 43 (1992), p.81~87.

[5] Jun Ni: Journal of Manufacturing Science and Engineering Vol. 119 (1997), p.717~725.

[6] Hong Yang, Jun Ni: Journal of Manufacturing Science and Engineering Vol. 125 (2003), p.245~254.

[7] Tian Pengfei: Manufacturing Technology & Machine Tool, 6 (1995), p.39~40.

[8] Haralick RM, Shapiro LG: CVGP Vol. 29 (1985), p.100~101.

[9] Lee T W et al: Neural Computation Vol. 11 (1999), p.409~433.