Thermal error modeling of the spindle based on multiple variables for the precision machine tool

International Journal of Advanced Manufacturing Technology

Volumn 72, Issue 9-12, 2014, Pages 1415-1427

  Li, Yang ^a   Zhao, Wanhua ^a,c   Wu, Wenwu ^a   Lu, Bingheng ^a   Chen, Yubao ^b  

^a XI'AN JIAOTONG UNIVERSITY   (China)

^b University of Michigan Dearborn   (United States)

^c XI'AN JIAOTONG UNIVERSITY   (China)

Author keywords

Back propagation network model; Multiple regression model; Multiple variables; Spindle thermal error modeling; Standardized regression coefficients

Indexed keywords

PRECISION ENGINEERING; REGRESSION ANALYSIS; THERMAL EXPANSION;

BACKPROPAGATION NETWORK; MULTIPLE REGRESSION MODEL; MULTIPLE VARIABLES; SPINDLE THERMAL ERRORS; STANDARDIZED REGRESSION COEFFICIENTS;

MACHINE TOOLS;

EID: 84903267484     PISSN: 02683768     EISSN: 14333015     Source Type: Journal    
DOI: 10.1007/s00170-014-5744-4     Document Type: Article

References (29)

1. Gomez-Acedo E, Olarra A, Lopez de la Calle LN (2012) A method for thermal characterization and modeling of large gantry-type machine tools. Int J Adv Manuf Technol 62(9-12):875-886. doi: 10.1007/s00170-011-3879-0
2. Junyong X, Youmin H, Bo W, Tielin S (2009) Research on thermal dynamics characteristics and modeling approach of ball screw. Int J Adv Manuf Technol 43(5-6):421-430. doi: 10.1007/s00170-008-1723-y
3. Mou J (1997) A systematic approach to enhance machine tool accuracy for precision manufacturing. Int J Mach Tools Manuf 37(5):669-685
4. Bryan J (1990) International status of thermal error research (1990). CIRP Ann Manuf Technol 39(2):645-656
5. Lee J-H, Yang S-H (2002) Statistical optimization and assessment of a thermal error model for CNC machine tools. Int J Mach Tools Manuf 42(1):147-155
6. Wang Y-C, Kao M-c, Chang C-P (2011) Investigation on the spindle thermal displacement and its compensation of precision cutter grinders. Measurement 44(6):1183-1187
7. Weck M, McKeown P, Bonse R, Herbst U (1995) Reduction and compensation of thermal errors in machine tools. CIRP Ann Manuf Technol 44(2):589-598
8. Hsieh K-H, Chen T-R, Chang P, Tang C-H (2012) Thermal growth measurement and compensation for integrated spindles. Int J Adv Manuf Technol 64(5-8):889-901. doi: 10.1007/s00170-012-4041-3
9. Ramesh R, Mannan M, Poo A (2000) Error compensation in machine tools - a review: Part II: thermal errors. Int J Mach Tools Manuf 40(9):1257-1284
10. Takada K, Tanabe I (1987) Basic study on thermal deformation of machine tool structure composed of epoxy resin concrete and cast iron. Bull Jpn Soc Precis Eng 21(3):173-178
11. Chen J-S (1996) Neural network-based modelling and error compensation of thermally-induced spindle errors. Int J Adv Manuf Technol 12(4):303-308. doi: 10.1007/BF01239617
12. Tseng P-C (1997) A real-time thermal inaccuracy compensation method on a machining centre. Int J Adv Manuf Technol 13(3):182-190. doi: 10.1007/BF01305870
13. Yang J, Ren Y, Liu G, Zhao H, Dou X, Chen W, He S (2005) Testing, variable selecting and modeling of thermal errors on an INDEX-G200 turning center. Int J Adv Manuf Technol 26(7-8):814-818
14. Chen J, Yuan J, Ni J (1996) Thermal error modelling for real-time error compensation. Int J Adv Manuf Technol 12(4):266-275
15. Ramesh R, Mannan M, Poo A (2002) Support vector machines model for classification of thermal error in machine tools. Int J Adv Manuf Technol 20(2):114-120
16. Li Y, Yang J, Gelvis T, Li Y (2008) Optimization of measuring points for machine tool thermal error based on grey system theory. Int J Adv Manuf Technol 35(7-8):745-750
17. Li X (2001) Real-time prediction of workpiece errors for a CNC turning centre, Part 2. Modelling and estimation of thermally induced errors. Int J Adv Manuf Technol 17(9):654-658
18. Yang Z, Sun M, Li W, Liang W (2011) Modified Elman network for thermal deformation compensation modeling in machine tools. Int J Adv Manuf Technol 54(5-8):669-676
19. Ahn KG, Cho DW (1999) In-process modelling and estimation of thermally induced errors of a machine tool during cutting. Int J Adv Manuf Technol 15(4):299-304. doi: 10.1007/s001700050070
20. Chen J-S, Hsu W-Y (2003) Characterizations and models for the thermal growth of a motorized high speed spindle. Int J Mach Tools Manuf 43(11):1163-1170
21. Haitao Z, Jianguo Y, Jinhua S (2007) Simulation of thermal behavior of a CNC machine tool spindle. Int J Mach Tools Manuf 47(6):1003-1010. doi: 10.1016/j.ijmachtools.2006.06.018
22. Harris TA (1991) Rolling bearing analysis. Wiley, New York
23. Lienhard JH, Lienhard J (2000) A heat transfer textbook. Phlogiston Press, Cambridge, Massachusetts
24. Bossmanns B, Tu JF (1999) A thermal model for high speed motorized spindles. Int J Mach Tools Manuf 39(9):1345-1366
25. Li Y, Zhao W Axial thermal error compensation method for the spindle of a precision horizontal machining center. In: Mechatronics and Automation (ICMA), 2012 International Conference on, 2012. IEEE, pp 2319-2323
26. Ruijun L, Wenhua Y, Zhang HH, Qifan Y (2012) The thermal error optimization models for CNC machine tools. Int J Adv Manuf Technol 63(9-12):1167-1176
27. Mize CD, Ziegert JC (2000) Neural network thermal error compensation of a machining center. Precis Eng 24(4):338-346
28. Menard S (2004) Six approaches to calculating standardized logistic regression coefficients. The American Statistician 58 (3)
29. Lo C-H, Yuan J, Ni J (1999) Optimal temperature variable selection by grouping approach for thermal error modeling and compensation. Int J Mach Tools Manuf 39(9):1383-1396