International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Most Trusted Research Journal Since Year 2012

ISSN: 2319-7064



Research Paper | Mechanical Engineering | India | Volume 3 Issue 5, May 2014

Use of Artificial Neural Networks to Investigate the Surface Roughness in CNC Milling Machine

M. Vijay Kumar Reddy

In order to sustain in the global market competitiveness; maintaining the quality of the component plays a key role to satisfy the customer requirements. Quality can be determined by its surface roughness or by its surface finish. In this work; optimization of machine tool parameters is carried out for CNC milling machine. Machine tools can be used effectively by considering the optimal cutting parameters like speed; feed; and depth of cut. However these parameters greatly influence on the material removal rate and surface finish. This paper aims to investigate the surface roughness values at various speeds; feed and depth of cut conditions by using Artificial Neural Networks. ANN results show that there is no significant difference between the experimental values and predicted roughness values. From these results; conclude that the ANN is best suitable and accurate for solving the cutting parameter optimization.

Keywords: CNC Milling process, Optimization, Surface roughness, Artificial Neural Networks ANN

Edition: Volume 3 Issue 5, May 2014

Pages: 1248 - 1252

Share this Article

How to Cite this Article?

M. Vijay Kumar Reddy, "Use of Artificial Neural Networks to Investigate the Surface Roughness in CNC Milling Machine", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=20132063, Volume 3 Issue 5, May 2014, 1248 - 1252

43 PDF Views | 31 PDF Downloads

Download Article PDF

Similar Articles with Keyword 'CNC Milling process'

Research Paper, Mechanical Engineering, India, Volume 3 Issue 5, May 2014

Pages: 1248 - 1252

Use of Artificial Neural Networks to Investigate the Surface Roughness in CNC Milling Machine

M. Vijay Kumar Reddy

Share this Article

Research Paper, Mechanical Engineering, Malaysia, Volume 2 Issue 11, November 2013

Pages: 51 - 55

Effect of Cutting Parameters on the Surface Roughness of MWCNT Reinforced Epoxy Composite Using CNC End-Milling Process

G. Harii Krishna Rao, M. N. M Ansari, Shahida Begum

Share this Article

Similar Articles with Keyword 'Optimization'

Research Paper, Mechanical Engineering, India, Volume 5 Issue 2, February 2016

Pages: 1484 - 1489

Diameter and Spiral Thickness Optimization of Knuckle Joint Using Neural Network

Pankaj Dulani, S. A. K. Jilani

Share this Article

Research Paper, Mechanical Engineering, India, Volume 5 Issue 2, February 2016

Pages: 1706 - 1710

Comparative Study of Heat Absorbing Packed Bed Regenerator for Space Heating Using Clay And Waste Hard Rubber for Long Term Heat Storage

Shivasheesh Kaushik, Dr. Anirudh Gupta

Share this Article

Research Paper, Mechanical Engineering, Indonesia, Volume 8 Issue 9, September 2019

Pages: 1457 - 1459

Optimization Analysis of Turning Process Parameters for Shaft Characteristics

F Rahmadianto, Totok Soegiarto, Soeparno Djiwo

Share this Article

Research Paper, Mechanical Engineering, India, Volume 3 Issue 5, May 2014

Pages: 523 - 528

Simulation of Robotized Mig Welding Using Robotstudio

Rohit Sharma, Parveen Kalra, Ajay Gupta

Share this Article

Research Paper, Mechanical Engineering, India, Volume 4 Issue 1, January 2015

Pages: 2699 - 2702

Optimization of End Milling Parameters on Surface Roughness of Die Steel HCHCr by Taguchi Method

M. S. Harne, Ravikumar L. Shirsat

Share this Article

Similar Articles with Keyword 'Surface roughness'

Research Paper, Mechanical Engineering, India, Volume 6 Issue 9, September 2017

Pages: 913 - 916

Pulsed Laser Micro Polishing of Metals Using Dual-Beam Technology

Lagad Rahul Anil, Dr. Ashwini Kumar

Share this Article

Research Paper, Mechanical Engineering, India, Volume 4 Issue 1, January 2015

Pages: 2699 - 2702

Optimization of End Milling Parameters on Surface Roughness of Die Steel HCHCr by Taguchi Method

M. S. Harne, Ravikumar L. Shirsat

Share this Article

Research Paper, Mechanical Engineering, India, Volume 3 Issue 5, May 2014

Pages: 507 - 511

Effect of Process Parameters on Surface Roughness and Surface Hardness in Roller Burnishing Process

Jignesh R. Patel, Prof. S. M. Patel

Share this Article

Research Paper, Mechanical Engineering, India, Volume 3 Issue 5, May 2014

Pages: 1248 - 1252

Use of Artificial Neural Networks to Investigate the Surface Roughness in CNC Milling Machine

M. Vijay Kumar Reddy

Share this Article

Research Paper, Mechanical Engineering, Nigeria, Volume 4 Issue 7, July 2015

Pages: 2030 - 2036

Cutting Parameters Effects on Surface Roughness During End Milling of Aluminium 6061 Alloy Under Dry Machining Operation

Okokpujie Imhade. P, Okonkwo Ugochukwu.C, Okwudibe Chinenye. D.

Share this Article



Top