Optics and Precision Engineering, Volume. 18, Issue 11, 2407(2010)

Prediction system of surface roughness based on LS-SVM in cylindrical longitudinal grinding

HUANG Ji-dong1...2,*, WANG Long-shan1, LI Guo-fa1, ZHANG Xiu-zhi1 and WANG Jia-zhong3 |Show fewer author(s)
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  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
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    References(10)

    [1] [1] MALKIN S. Grinding Technology Theory and Applications of Machining with Abrasives [M ]. Chichester: Eillis Horwood Limited, 1988.

    [2] [2] ALIYM. ZHANG L CH . A methodology for fuzzy modeling of engineering systems [J]. Fuzzy Sets and Systems, 2001,118:181-197.

    [3] [3] LIU G J, GONG Y D, WANG W SH. On-line monitoring for grinding wheel states based on neural network.[J]. Journal of Northeastearn University, 2002,23(10):984-987.(in Chinese)

    [4] [4] LI G F, WANG L SH, DING N. On-line prediction of surface roughness in cylindrical longitudinal grinding based on evolutionary neural network [J]. China Mechanical Engineering., 2005,16(3):223-226. (in Chinese).

    [5] [5] WANG J ZH.Study on the Key Techniques of Intelligent Cylindrical Traverse Grinding[D]. Changchun:Jilin University,2006. (in Chinese)

    [7] [7] SUYKENS J A K, VANDEWALLE J. Least square support vector machine classifiers [J]. Neural Processing Letters, 1999,9(3):293-300.

    [8] [8] SUYKENS J A K, VANDEWALLE J, DE MOOR B. Optimal control by least squares support vector machines [J]. Neural Networks., 2001,14:105-113.

    [9] [9] WU D H. Research on Intelligent Quality Control Technology Based on Quality Information Integration [D].Hefei:Hefei University of Technology,2006. (in Chinese)

    [10] [10] BURGES C J C. A tutorial on support vector machines for Pattern recognition [J].Knowledge Discovery and Data Mining,1998,2(2):121-167.

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    HUANG Ji-dong, WANG Long-shan, LI Guo-fa, ZHANG Xiu-zhi, WANG Jia-zhong. Prediction system of surface roughness based on LS-SVM in cylindrical longitudinal grinding[J]. Optics and Precision Engineering, 2010, 18(11): 2407

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    Paper Information

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    Received: Mar. 10, 2010

    Accepted: --

    Published Online: Dec. 13, 2010

    The Author Email: Ji-dong HUANG (jdhuang2000@163.com)

    DOI:

    CSTR:32186.14.

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