http://repository.iitr.ac.in/handle/123456789/11433
Title: | Empirical modelling of surface quality in electrochemical-mechanical finishing of bevel gears |
Authors: | Misra J.P. Jain, P. K. Dwivedi, Dheerendra Kumar Verma S. |
Published in: | International Journal of Machining and Machinability of Materials |
Abstract: | Bevel gears are used to transmit power and/or motion between two intersecting shafts positively (i.e., without slip) and thus it is the most efficient device to transmit power and/or motion. This paper presents the micro-finishing of bevel gears by electrochemical-mechanical finishing (ECMF) process under different experimental conditions of current, rotating speed of workpiece and electrolyte concentration. Empirical models have been developed using response surface methodology (RSM) and artificial neural network (ANN) with feed-forward back propagation algorithm. The developed ANN model has been optimised and it is observed that the developed model is quite capable of predicting the surface quality of the process for different sets of input process parameters. © 2016 Inderscience Enterprises Ltd. |
Citation: | International Journal of Machining and Machinability of Materials (2016), 18(4): 350-364 |
URI: | https://doi.org/10.1504/IJMMM.2016.077709 http://repository.iitr.ac.in/handle/123456789/11433 |
Issue Date: | 2016 |
Publisher: | Inderscience Enterprises Ltd. |
Keywords: | ANN. Artificial neural network ECMF Electrochemical-mechanical finishing Empirical modelling Response surface methodology RSM |
ISSN: | 17485711 |
Author Scopus IDs: | 36722065500 7402520507 7004266679 23002269700 |
Author Affiliations: | Misra, J.P., Department of Mechanical Engineering, National Institute of Technology, Kurukshetra, Kurukshetra, 136119, India Jain, P.K., Department of Mechanical and Industrial Engineering, Indian Institute of Technology Roorkee, Roorkee, 247667, India Dwivedi, D.K., Department of Mechanical and Industrial Engineering, Indian Institute of Technology Roorkee, Roorkee, 247667, India Verma, S., Department of Mechanical Engineering, National Institute of Technology, Kurukshetra, Kurukshetra, 136119, India |
Corresponding Author: | Misra, J.P.; Department of Mechanical Engineering, National Institute of TechnologyIndia; email: joyprakash.misra@gmail.com |
Appears in Collections: | Journal Publications [ME] |
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