Optics and Precision Engineering, Volume. 24, Issue 10, 2480(2016)

Improvement of forecasting robustness of time series model for thermal error on CNC machine tool

MIAO En-ming*... LIU Yi, DONG Yun-fei and CHEN Wei-kang |Show fewer author(s)
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    References(20)

    [1] [1] BRYAN J B. International status of thermal error research [J]. CIRP Annals-Manufacturing Technology, 1990, 39(2): 645-656.

    [2] [2] ARONSON R B. War against thermal expansion [J]. Manufacturing Engineering, 1996, 116(6): 45-50.

    [3] [3] YANG J G, YUAN J X, NI J. Thermal error mode analysis and robust modeling for error compensation on a CNC turning center [J]. International Journal of Machine Tools & Manufacture, 1999, 39(9): 1367-1381.

    [4] [4] MIAO E M, GONG Y Y, NIU P C, et al.. Robustness of thermal error compensation modeling models of CNC machine tools [J]. International Journal of Manufacturing Technology, 2013, 69(9): 2593-2603.

    [5] [5] YAO H X, NIU P CH, MIAO E M, et al.. Establishment of autoregressive distributed lag model in thermal error compensation of CNC machine tools [J]. Transactions of The Chinese Society of Agricultural Machinery, 2013, 44(3):246-250. (in Chinese)

    [6] [6] MIAO E M, GONG Y Y, NIU P CH, et al.. Application of autoregressive distributed lag model to thermal error compensation of machine tools [J]. Acta Metrologica Sinica, 2013, 34(3). (in Chinese)

    [7] [7] LI Y X, TONG H CH, CAO H T, et al.. Application of time series analysis to thermal error modeling on NC machine tools [J]. Journal of Sichuan University: Engineering Science Edition, 2006, 38(2):74-78. (in Chinese)

    [8] [8] ZHANG K, YAO X D, ZHANG Y, et al.. Thermal error modeling based on optimum selection of time series models [J]. Modular Machine Tool & Automatic Manufacturing Technique, 2011(10):36-39. (in Chinese)

    [9] [9] WANG ZH L, HU Y H. Application of Time Series Analysis [M]. Beijing: Science Press,2007. (in Chinese)

    [12] [12] YU J N. Econometrics [M]. Beijing: University of International Business and Economics Press, 2000. (in Chinese)

    [13] [13] ZENG J S, LIU X G, LUO SH H, et al.. Application of principle component regression and partial least square in blast furnace iron-making [J]. Journal of Zhejiang University: Science Edition, 2009, 36(1):33-36. (in Chinese)

    [14] [14] SHI ZH W, HAN M. Ridge regression learning in ESN for chaotic time series prediction [J]. Control and Decision, 2007, 22(3):258-261. (in Chinese)

    [15] [15] FAN J M, XU L M, ZHAO X M, et al.. Sensor placement strategy for thermal error compensation on machine tools [J]. Chinese Journal of Scientific Instrument, 2005, 26(S1):83-84. (in Chinese)

    [16] [16] LO C, YUAN J X,NI J. Optimal temperature variable selection by grouping approach for thermal error modeling and compensation [J]. International Journal of Machine Tools & Manufacture, 1999, 39(99): 1383-1396.

    [17] [17] LEE J, YANG S. Statistical optimization and assessment of a thermal error model for CNC machine tools [J]. International Journal of Machine Tools & Manufacture, 2002, 42(1): 147-155.

    [18] [18] YANG J G, DENG W G, REN Y Q, et al.. Grouping optimization modeling by selection of temperature variables for the thermal error compensation on machine tools [J]. China Mechanical Engineering, 2004, 15(6): 478-48. (in Chinese)

    [20] [20] MIAO E M, LIU Y, GAO Z H, et al.. Variability of temperature-sensitive points and Its influences for CNC machines tools [J]. China Mechanical Engineering, 2016(3):285-289. (in Chinese)

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    MIAO En-ming, LIU Yi, DONG Yun-fei, CHEN Wei-kang. Improvement of forecasting robustness of time series model for thermal error on CNC machine tool[J]. Optics and Precision Engineering, 2016, 24(10): 2480

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    Paper Information

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    Received: May. 7, 2016

    Accepted: --

    Published Online: Nov. 23, 2016

    The Author Email: En-ming MIAO (miaoem@163.com)

    DOI:10.3788/ope.20162410.2480

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