Surface Roughness Prediction for CNC Milling Process using Artificial Neural Network

QR Code

Surface Roughness Prediction for CNC Milling Process using Artificial Neural Network

In CNC milling process, proper setting of cutting parameter is important to obtain better surface roughness. Unfortunately, conventional try and error method is time consuming as well as high cost. The purpose for this research is to develop mathematical model using multiple regression and artific...

Full description

Bibliographic Details
Main Authors:	M. F. F., Ab Rashid, Mohd Rizal, Abdul Lani
Format:	Conference or Workshop Item
Language:	English
Published:	2010
Subjects:	TS Manufactures
Online Access:	http://umpir.ump.edu.my/id/eprint/5278/ http://umpir.ump.edu.my/id/eprint/5278/1/WCE2010_pp2219-2224.pdf

Similar Items

Mathematical Modeling to Predict Surface Roughness in CNC Milling
by: M. F. F., Ab Rashid, et al.
Published: (2009)

Surface roughness modeling for CNC end milling using artificial neural network
by: Al Hazza, Muataz Hazza Faizi, et al.
Published: (2013)

Development of six sigma methodology for CNC milling process improvements
by: M.N., Ismail, et al.
Published: (2017)

Modeling of milling process to predict surface roughness using artificial intelligent method
by: Mohammad Rizal, Abdul Lani
Published: (2009)

An Improved Mathematical Model to Predict Surface Roughness Using Hybrid Method
by: M. F. F., Ab Rashid
Published: (2015)

Artificial intelligence model to predict surface roughness of Ti-15-3 alloy in EDM process
by: Khan, Md. Ashikur Rahman, et al.
Published: (2011)

Cutting temperature and surface roughness optimization in CNC end milling using multi objective genetic algorithm
by: Al Hazza, Muataz, et al.
Published: (2012)

Influence of micro end milling process parameters on surface roughness
by: Ali, Mohammad Yeakub, et al.
Published: (2008)

Effects of tool path strategies on surface roughness in high speed milling
by: Abdul Rashid, Muhammad
Published: (2012)

Development of an artificial neural network model for the prediction of the chip serration frequency in end milling of medium carbon steel
by: Patwari, Muhammed Anayet Ullah, et al.
Published: (2008)

Optimization of Roughing Operations in CNC Machining for Rapid Manufacturing Processes
by: M. Nafis, O. Z., et al.
Published: (2014)

Investigation of vibration and surface roughness in micro milling of PMMA
by: Ali, Mohammad Yeakub, et al.
Published: (2012)

In-situ worn geometry effect over the surface roughness propagation during micro milling process
by: Nurul Farhana, Mohadzir, et al.
Published: (2020)

Particle Swarm Optimisation Prediction Model for Surface Roughness
by: M. M., Noor, et al.
Published: (2011)

Optimization of surface roughness on duplex stainless steel in dry milling
by: Nurul Hidayah, Razak, et al.
Published: (2024)

Taguchi method approach on effect of lubrication condition on surface roughness in milling operation
by: Mohamad Syahmi, Shahrom
Published: (2012)

Monitoring of the surface roughness by using acoustic emission analysis during end milling process
by: Intan Yasmin, Ismail
Published: (2016)

Artificial neural network algorithm for predicting the surface roughness in end milling of Inconel 718 alloy
by: Hossain, Mohammad Ishtiyaq, et al.
Published: (2011)

Prediction of flank wear and surface roughness by recurrent neural network in turning process
by: W. K., Lee, et al.
Published: (2021)

Occupational noise reduction in CNC striping process
by: Kamarulzaman, Mahmad Khairai, et al.
Published: (2018)

Development of surface roughness prediction model for high speed end milling of hardened tool steel
by: Mohd Ali , Afifah, et al.
Published: (2011)

The Flexural Strength Prediction of Porous Cu-Sn-Ti Composites via Artificial Neural Networks
by: El Sawy, Abdelrahman, et al.
Published: (2018)

Tool wear and surface roughness on milling carbon fibre reinforced plastic using chilled air
by: Muhamad Khairussaleh, Nor Khairusshima, et al.
Published: (2012)

Development of an artificial neural network algorithm for predicting the surface roughness in end milling of inconel 718 alloy
by: Hossain, Mohammad Ishtiyaq, et al.
Published: (2008)

Influence of cutting parameters to surface area roughness in dimple machining using milling process
by: Mohd Ali Hanafiah, Shaharudin, et al.
Published: (2021)

Portable non-contact surface roughness measuring device
by: Z. F. Z., Abidin, et al.
Published: (2019)

Surrogate Modelling to Predict Surface Roughness and Surface Texture When Grinding AISI 1042 Carbon Steel
by: K., Kadirgama, et al.
Published: (2012)

End Mill Tools Integration in CNC Machining for Rapid Manufacturing Processes: Simulation Studies
by: M. Nafis, O. Z., et al.
Published: (2015)

Improvement of surface roughness in end milling of Ti6Al4V by coupling RSM with genetic algorithm
by: Patwari, Muhammed Anayet Ullah, et al.
Published: (2011)

Effect of High-Speed Milling Tool Path Strategies on the Surface Roughness of Stavax ESR Mold Insert Machining
by: Mebrahitom, A., et al.
Published: (2016)

Surface roughness of sputtered silicon. I. surface modeling
by: Ali, Mohammad Yeakub, et al.
Published: (2001)

Comparative study of tool path strategies in CNC machining for part with B-spline surfaces
by: Zainal Fahmi, Zainol Abidin, et al.
Published: (2020)

Modeling and analysis of MRR, EWR and surface roughness in EDM milling through response surface methodology
by: Asif Iqbal, A.K.M., et al.
Published: (2010)

Sidewall surface roughness of Sputtered Silicon 1: surface modelling
by: Ali, Mohammad Yeakub, et al.
Published: (2003)

Surface roughness analysis of beryllium-copper alloy in micro end milling
by: Mehfuz, R., et al.
Published: (2007)

Evaluation of Surface Roughness and Power Consumption in Machining FCD 450 Cast Iron using Coated and Uncoated Irregular Milling Tools
by: A. R., Yusoff, et al.
Published: (2015)

Response surface methodology approach for chip serration Frequency Prediction in milling
by: Patwari, Muhammed Anayet Ullah, et al.
Published: (2008)

Mathematical modeling of sputtering-induced surface roughness
by: Ali, Mohammad Yeakub, et al.
Published: (2001)

Lean energy analysis of CNC lathe
by: Liana, N. A., et al.
Published: (2018)

Dieless incremental forming using 3-axis CNC milling machine for aluminium sheet
by: Shea, Cheng Kuang
Published: (2016)