American Journal of Materials Engineering and Technology. 2013, 1(3), 49-53
DOI: 10.12691/materials-1-3-5
Open AccessArticle
Amer A. Moosa1,
1automation manufacturing engineering department, University of Baghdad, Baghdad, Iraq
Pub. Date: September 29, 2013
Cite this paper:
Amer A. Moosa. Utilizing a Magnetic Abrasive Finishing Technique (MAF) Via Adaptive Nero Fuzzy (ANFIS). American Journal of Materials Engineering and Technology. 2013; 1(3):49-53. doi: 10.12691/materials-1-3-5
Abstract
An experimental study was conducted for measuring the quality of surface finishing roughness using magnetic abrasive finishing technique (MAF) on brass plate which is very difficult to be polish by a conventional machining process where the cost is high and much more susceptible to surface damage as compared to other materials. Four operation parameters were studied, the gap between the work piece and the electromagnetic inductor, the current that generate the flux, the rotational Spindale speed and amount of abrasive powder size considering constant linear feed movement between machine head and workpiece. Adaptive Neuro fuzzy inference system (ANFIS) was implemented for evaluation of a series of experiments and a verification with respect to specimen roughness change has been optimized and usefully achieved by obtained results were an average of the error between the surface roughness predicted by model simulation and that of direct measure is 2.0222 %.Keywords:
magnetic abrasive finishing (MAF) adaptive Neuro fuzzy inference system (ANFIS) (AR) average roughness (RMSE) root mean square error membership function (MF)
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References:
[1] | S.C. Jayswal, V.K. Jain, and P.M. Dixit, “Modeling and simulation of magnetic abrasive finishing process”, International Journal of Advanced Manufacturing Technology, Vol.26 (2005), pp. 477-490. |
|
[2] | Ching-Tien Lin, Lieh-Dai Yang, and Han-Ming Chow, “Study of magnetic abrasive finishing in free-form surface operations using the Taguchi method”, International Journal of Advanced Manufacturing Technology, (2006). |
|
[3] | Yan Wang, and Dejin Hu, ”Study on the inner surface finishing of tubing by magnetic abrasive finishing”, International Journal of Machine Tools & Manufacture, Vol.45 (2005), pp. 43-49. |
|
[4] | Geeng-Wei Chang, Biing-Hwa, and Yan, Rong-Tzong Hsu, “Study on cylindrical magnetic abrasive finishing using unbounded magnetic abrasives”, International Journal of Machine Tools & Manufacture, Vol.42 (2002), pp. 575-583. |
|
[5] | T. Mori, K. Hirota, and Y. Kawashima, “Clarification of magnetic abrasive finishing mechanism”, Journal of Materials Processing Technology, Vols.143-144 (2003), pp. 682-686. |
|
[6] | V. S. Maiboroda and E. A. Khomenko, “Tribotechnical characteristics of ferroabrasive powders in magnetic-abrasion machining”, Journal of Powder Metallurgy and Metal Ceramics, Vol.42 (2003), pp. 9-10. |
|
[7] | Dhirendra K. Singh, V.K. Jain, and V. Raghuram., “Parametric study of magnetic abrasive finishing process”, Journal of Materials Processing Technology, Vol.149 (2004), pp. 22-29. |
|
[8] | Nazar kais M.naif“Study on the Parameter Optimization in Magnetic Abrasive Polishing for Brass Plate Using Taguchi Method “journal of college of engineering, vol,3(2011).9- Jae-SeobKwak and Tae-Kyung Kwak, “Parameter Optimization in Magnetic Abrasive Polishing for Magnesium Plate”, IEEE, Vol.5 (2010), pp.544-547. |
|