Application of Support Vector Regression in assessment of geometric errors

被引：0

作者：

Venkat, Vidhya ^{[1
]}

Shunmugam, M.S. ^{[1
]}

机构：

[1] Department of Mechanical Engineering, Indian Institute of Technology Madras

来源：

International Journal of Manufacturing Research | 2008年 / 3卷 / 02期

关键词：

CMM data; Form data; Form error; Geometric relationship; Minimum zone; Support Vector Regression; SVR;

D O I：

10.1504/IJMR.2008.017413

中图分类号：

学科分类号：

摘要：

Manufactured components are verified using Coordinate Measuring Machine (CMM) and form-measuring instruments or setups. Standards define form error based on a Minimum Zone (MZ) principle which establishes an ideal reference feature. This principle is extended in the present work to arrive at the relationship errors. Additionally, idealisation of relationship has been attempted for the first time. Support Vector Regression (SVR) technique is used to evaluate form and relationship errors from CMM and form data. For new data sets and data taken from literature, the results show that SVR method can produce unique parameters for MZ. © 2008, Inderscience Publishers.

引用

页码：149 / 171

页数：22

共 27 条

[1]

Carr K., Ferreira P., Verification of form tolerances, Part I: Basic issues, flatness and straightness, Precision Engineering, 17, pp. 131-143, (1995)

[2]

Choi W., Kurfess T.R., Dimensional measurement data analysis, Part 1: A zone fitting algorithm, Journal of Manufacturing Science and Engineering, Transactions of the ASME, 121, pp. 238-245, (1999)

[3]

Choi W., Kurfess T.R., Dimensional measurement data analysis, Part 2: Minimum zone evaluation, Journal of Manufacturing Science and Engineering, Transactions of the ASME, 121, pp. 245-250, (1999)

[4]

Chetwynd D.G., Roundness measurement using limacons, Precision Engineering, 1, 3, pp. 137-141, (1979)

[5]

Dhanish P.B., Shunmugam M.S., An algorithm to form error evaluation using theory of discrete and linear Cheby shev approximations, Computer Methods in Applied Mechanics and Engineering, 92, 3, pp. 309-324, (1991)

[6]

Dhanish P.B., A simple algorithm for evaluation of minimum zone circularity error from coordinate data, International Journal of Machine Tools and Manufacture, 42, 14, pp. 1589-1594, (2002)

[7]

Donmez M.A., Blomquist D.S., Hocken R.J., Liu C.R., Banash M.M., A general methodology for machine tool accuracy measurement by error compensation, Precision Engineering, 8, 4, pp. 187-196, (1986)

[8]

Huang S.T., Fan K.C., Wu J.H., New minimum zone method for evaluating straightness errors, Precision Engineering, 15, 3, pp. 158-165, (1993)

[9]

Technical Drawings - Geometrical Tolerancing - Guidelines, (1983)

[10]

Lai J.Y., Chen I.H., Minimum zone evaluation of circles and cylinders, International Journal of Machine Tools and Manufacture, 36, 4, pp. 435-451, (1996)

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