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Please use this identifier to cite or link to this item: 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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