Use of Artificial Neural Networks to Investigate the Surface Roughness in CNC Milling Machine
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

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

113 PDF Views | 78 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 9 Issue 11, November 2020

Pages: 961 - 964

Nose Design for Formula Student Vehicle with Aerodynamic Components

Harsh Savliya

Share this Article

Research Paper, Mechanical Engineering, India, Volume 4 Issue 6, June 2015

Pages: 1509 - 1515

Optimization of Fracture Behavior of AA6061 Al-Alloy Pipes Using Finite Element Analysis

D.U.M. Manikanta, A. Chennakesava Reddy

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, 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

Review Papers, Mechanical Engineering, India, Volume 4 Issue 3, March 2015

Pages: 2364 - 2368

Review of Optimization Aspects for Casting Processes

Yazad N. Doctor, Dr. Bhushan T. Patil, Aditya M. Darekar

Share this Article

Similar Articles with Keyword 'Surface roughness'

Research Paper, Mechanical Engineering, Saudi Arabia, Volume 5 Issue 5, May 2016

Pages: 1447 - 1454

Tactile Perception of Passenger Vehicle Interior Polymer Surfaces: An Investigation using Fingertip Blind Observations and Friction Properties

Mohammad S. Alsoufi

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, 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 8 Issue 10, October 2019

Pages: 521 - 526

Optimization of Machining Parameters on Electric Discharge Machining (EDM) of Maraging Steels C300

Pottakarla Mahesh, Akkala Yakanna

Share this Article

Research Paper, Mechanical Engineering, India, Volume 2 Issue 1, January 2013

Pages: 341 - 344

Some Tribological Investigations on Zinc Base Alloy

Vijaykumar N Chalwa, Nishal Kadli

Share this Article
Top