Optics and Precision Engineering, Volume. 16, Issue 9, 1682(2008)

Optimal sensor placement for thermal error identification of NC machine tool based on LS-SVM and genetic algorithm

LIN Wei-qing1...2,*, FU Jian-zhong1, XU Ya-zhou1 and CHEN Zi-chen1 |Show fewer author(s)
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  • 2[in Chinese]
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    References(7)

    [1] [1] RAMESH R,MANNAN M A.Error compensation in machine tools-A review.PartⅡ.Thermal errors[J].International Journal of Machine Tool & Manufacture,2000,40(9):1257-1284

    [4] [4] LIN W Q,XU Y Z,FU J Z.Thermal error modeling and compensation of spindles based on LS-SVM[C].International Technology and Innovation Conference,Hangzhou:IET Press,2006:1160-1166

    [6] [6] LO C H,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(9):1383-1396

    [7] [7] GUO H Y,ZHANG L,ZHANG L L,et al..Optimized sensor placement for urban flow measurement[J].Smart Materials and Structures,2004,13:528-534

    [8] [8] CYNTHIA S,ADITI C.Optimal sensor placement for damage characterization using genetic algorithms[C].Structures,Structural Dynamics & Materials Conference,California,ASME Press,2004:678-684

    [13] [13] VAPNIK V.Nature of Statistical Learning Theory[M].New York:Springer Verlag,1999

    [14] [14] SUYKENS J A K,Van GESTEL T,de BREBANTER J,et al..Least Squares Support Vector Machines[M].Singapore:World Scientific Pub.Co.,2002

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    LIN Wei-qing, FU Jian-zhong, XU Ya-zhou, CHEN Zi-chen. Optimal sensor placement for thermal error identification of NC machine tool based on LS-SVM and genetic algorithm[J]. Optics and Precision Engineering, 2008, 16(9): 1682

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    Paper Information

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    Received: Nov. 20, 2007

    Accepted: --

    Published Online: Feb. 28, 2010

    The Author Email: Wei-qing LIN (lethe_lwq@163.com)

    DOI:

    CSTR:32186.14.

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