Surface Roughness Prediction Model Based on AE in Grinding

Abstract:

Article Preview

Based on the theory of roughness during grinding and the theory of fuzzy-neural network, a new intelligent prediction model is developed in this paper. The inputs for the model are the grinding parameters and the AE signals. Beijing Shenghua SAEU2S system was used to collect and analyze the signals of acoustic emission. The experiment was conducted, and the results verify the feasibility of the proposed model.

Info:

Periodical:

Edited by:

Prasad Yarlagadda

Pages:

150-153

DOI:

10.4028/www.scientific.net/AMM.701-702.150

Citation:

N. Ding and W. Z. Yu, "Surface Roughness Prediction Model Based on AE in Grinding", Applied Mechanics and Materials, Vols. 701-702, pp. 150-153, 2015

Online since:

December 2014

Authors:

Export:

Price:

$35.00

[1] Bhateja C.P. ( 1977)An Enveloping Profile Approach for the Generation of Ground Surface Texture. Annals of the CIRP, Vol. 25, No. 1, p.333~338.

[2] Fletcher N.P. ( 1980) A Simple Model for Predicting the Possible Surface Roughness of a Cylindrically Traverse Ground Workpiece when Using Wheels Dressed with Single Point Diamond Tools. Proceedings of the Twenty-first International Machine Tool Design and Research Conference. p.329.

DOI: 10.1007/978-1-349-05861-7_43

[3] Banerjee J.K. and Hillier M.J. (1972)Some Observations on the Effects of Wheel Wear Land on Workpiece Surface Finish during Flat Surface Grinding with Cross-Feed. First World Conference on Industrial Tribology, New Delhi. p.5~11.

[4] Vicherstaff T.J. ( 1973) Wheel Wear and Surface Roughness in Cross Feed Surface Grinding . Int. J. Mach. Tool Des. Res, Vol. 13. p.183~189.

[5] Y.C. Shin S.J. Oh and S. A. (1977)Coker. Surface Roughness Measurement by Ultrasonic Sensing for In-Process Monitoring. Journal of Engineering for industry. pp.439-447.

[6] Zhou X, Xi F. (1999)Modeling and Prediction Surface Roughness of the Grinding Process. International Journal of Machine Tools & Manufacture. Vol. 1, No. 39. pp.1451-1470.

[7] S. Malkin. Theory and Application of grinding technology. 2002. p.10.

[8] Snoeys,R., Peters,J. and Decneut,A. (1974)The Significance of Chip Thickness in Grinding. Annals of the CIRP. Vol. 23, No. 2. p.227~332.

[9] Kedrov S.M. (1980)Investigation of Surface Finished in Cylindrical Grinding Operations. Machines and Tooling. Vol. 51, p.40~45.

In order to see related information, you need to Login.