Hybrid ARMA/FNN model for the compensation of thermal deformation in machine tools

Proceedings of the IASTED International Conference on Modelling, Identification, and Control, MIC

Volumn , Issue , 2005, Pages 148-153

  Kang, Yuan ^a   Chang, Chuan Wei ^a   Chu, Ming Hui ^b   Chang, Yeon Pun ^a   Chien, Shu Yen ^a  

^a CHUNG YUAN CHRISTIAN UNIVERSITY   (Taiwan)

^b TUNG NAN INSTITUTE OF TECHNOLOGY   (Taiwan)

Author keywords

ARMA; Hybrid model; Machine tools; Neural network; Thermal deformation

Indexed keywords

MACHINE TOOLS; NEURAL NETWORKS; THERMAL EFFECTS;

ARMA; HYBRID MODEL; THERMAL DEFORMATION;

MATHEMATICAL MODELS;

EID: 27944438059     PISSN: 10258973     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (10)

1. J. Bryan, International status of thermal error research, Annals CIRP,.39, 1990, 645-656.
2. M. A. Donmez, R. J. Blomquist, R. J. Hocken, C. R. Liu & M. M. Barash, A general methodology for machine tool accuracy enhancement by Error Compensation, Precision Engineering, 8(4), 1986, 187-195.
3. J. S. Chen, J. X. Yuan, J. Ni, & Wu, S. M., Real-time compensation for time-variant volumetric errors on a machining center, Transactions of the ASME, 115, 1993, 472-479.
4. J. H. Lee, & S. H. Yang, Fault diagnosis and recovery for a CNC machine tool thermal error compensation system, Journal of Manufacturing Processes, 19(6), 2001, 428-434.
5. J. Mou, A method of using neural networks and inverse kinematics for machine tools error estimation and correction," Journal of Manufacturing Science and Engineering, 119, 1997, 247-254.
6. P. Vanherck, J. Dehaes, and M. Nuttin, Compensation of thermal deformations in machine tools with neural nets, Computers inlndustry, 33, 1997, 119-125.
7. M. Hattori, H. Noguchi, S. Ito, T. Suto, & H. Inoue, Estimation of thermal deformation in machine tools using neural network technique, Journal of Materials Processing Technology, 56, 1996, 765-772.
8. K. Baker, B. K. N. Rao, A. D. Hope, & S. Noroozi, Performance monitoring of a machining centre, IEEE, Instrumentation and Measurement Technology Conference, Brussels Belgium, 1996, 853-858.
9. J. S. Chen, & G. Chiou, Quick testing and modeling of thermally induced errors of CNC machine tools, International Journal of Machine Tools & Manufacture, 35(7), 1995, 1063-1074.
10. H. J. Phak, S. W. Lee, & H. D. Kwon, Thermal error measurement and modeling techniques for the five-degree-of-freedom spindle drifts in computer numerically controlled machine tools, Institution of Mechanical Engineers (PartC), 215, 2001, 469-485.