Estimation of cutting forces and surface roughness for hard turning using neural networks |
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| Authors: | Vishal S Sharma Suresh Dhiman Rakesh Sehgal S K Sharma |
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| Affiliation: | (1) Department of Industrial Engineering, National Institute of Technology, Jalandhar, Punjab, India;(2) Department of Mechanical Engineering, National Institute of Technology, Hamirpur, Himachal Pradesh, India;(3) Department of Mechanical Engineering, National Institute of Technology, Kurukshetra, Hariyana, India |
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| Abstract: | Metal cutting mechanics is quite complicated and it is very difficult to develop a comprehensive model which involves all
cutting parameters affecting machining variables. In this study, machining variables such as cutting forces and surface roughness
are measured during turning at different cutting parameters such as approaching angle, speed, feed and depth of cut. The data
obtained by experimentation is analyzed and used to construct model using neural networks. The model obtained is then tested
with the experimental data and results are indicated. |
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| Keywords: | Cutting forces Surface roughness Neural networks |
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