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TECHNICAL PAPERS

Support Vector Regression for Determination of Minimum Zone

[+] Author and Article Information
Chakguy Prakasvudhisarn

Industrial Engineering Program, Sirindhorn International Institute of Technology, Thammasat University, Pathumthani, Thailand

Theodore B. Trafalis, Shivakumar Raman

School of Industrial Engineering, University of Oklahoma, Norman, OK 73019

J. Manuf. Sci. Eng 125(4), 736-739 (Nov 11, 2003) (4 pages) doi:10.1115/1.1596572 History: Received February 01, 2003; Online November 11, 2003
Copyright © 2003 by ASME
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References

ASME Y14.5M-1994, 1995, Dimensioning and Tolerancing, The American Society of Mechanical Engineers, New York, NY.
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Samuel,  G. L., and Shunmugam,  M. S., 1999, “Evaluation of Straightness and Flatness Error Using Computational Geometric Techniques,” Comput.-Aided Des., 31(13), pp. 829–843.
Shunmugam,  M. S., 1987, “Comparison of Linear and Normal Deviations of Forms of Engineering Surfaces,” Precis. Eng., 9(2), pp. 96–102.
Shunmugam,  M. S., 1987, “New Approach for Evaluating Form Errors of Engineering Surfaces,” Comput.-Aided Des., 19(7), pp. 368–374.
Shunmugam,  M. S., 1991, “Establishing Reference Figures for Form Evaluation of Engineering Surfaces,” J. Manuf. Syst., 10(4), pp. 314–321.
Wang,  Y., 1992, “Minimum Zone Evaluation of Form Tolerances,” Manufacturing Review, 5(3), pp. 213–220.
Kanada,  T., and Suzuki,  S., 1993, “Evaluation of Minimum Zone Flatness by Means of Nonlinear Optimization Techniques and Its Verification,” Precis. Eng., 15(2), pp. 93–99.
Kanada,  T., and Suzuki,  S., 1993, “Application of Several Computing Techniques for Minimum Zone Straightness,” Precis. Eng., 15(4), pp. 274–280.
Carr,  K., and Ferreira,  P., 1995, “Verification of Form Tolerances, Part 1: Basic Issues, Flatness, and Straightness,” Precis. Eng., 17(2), pp. 131–143.
Malyscheff,  A. M., Trafalis,  T. B., and Raman,  S., 2002, “From Support Vector Machine Learning to the Determination of the Minimum Enclosing Zone,” Computers and Industrial Engrg, 42, pp. 59–74.
Schölkopf, B., Bartlett, P. L., Smola, A., and Williamson, R., 1998, “Support Vector Regression With Automatic Accuracy Control,” L. Niklasson, M. Boden, and T. Ziemke, eds., Proceedings of ICANN’98, Perspectives in Neural Computing, pp. 111–116, Springer Verlag, Berlin.
Huang,  S. T., Fan,  K. C., and Wu,  J. H., 1993, “A New Minimum Zone Method for Evaluating Straightness Errors,” Precis. Eng., 15(3), pp. 158–165.
Huang,  S. T., Fan,  K. C., and Wu,  J. H., 1993, “A New Minimum Zone Method for Evaluating Flatness Errors,” Precis. Eng., 15(1), pp. 25–32.

Figures

Grahic Jump Location
Specifying flatness (Source: ASME Y14.5M-1994, 1)
Grahic Jump Location
Minimum enclosing zone straightness using SVR

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