Predicting surface roughness in machining: a review

PG Benardos, GC Vosniakos - International journal of machine tools and …, 2003 - Elsevier
The general manufacturing problem can be described as the achievement of a predefined
product quality with given equipment, cost and time constraints. Unfortunately, for some …

Analysis of machining parameters effects on surface roughness: a review

AM Khorasani, MRS Yazdi… - International Journal of …, 2012 - inderscienceonline.com
This paper aims at presenting the effective parameters on surface roughness in machining
process. Many investigations have been carried out on the offline or online machining …

Predictive modelling and optimization of machining parameters to minimize surface roughness using artificial neural network coupled with genetic algorithm

G Kant, KS Sangwan - Procedia Cirp, 2015 - Elsevier
This paper develops a predictive and optimization model by coupling the two artificial
intelligence approaches–artificial neural network and genetic algorithm–as an alternative to …

Artificial intelligence for automatic prediction of required surface roughness by monitoring wear on face mill teeth

DY Pimenov, A Bustillo, T Mikolajczyk - Journal of Intelligent …, 2018 - Springer
Nowadays, face milling is one of the most widely used machining processes for the
generation of flat surfaces. Following international standards, the quality of a machined …

A genetic algorithmic approach for optimization of surface roughness prediction model

PVS Suresh, PV Rao, SG Deshmukh - International Journal of Machine …, 2002 - Elsevier
Due to the widespread use of highly automated machine tools in the industry, manufacturing
requires reliable models and methods for the prediction of output performance of machining …

Machine learning approach to the prediction of surface roughness using statistical features of vibration signal acquired in turning

M Elangovan, NR Sakthivel… - Procedia Computer …, 2015 - Elsevier
Prediction of surface roughness is always considered important in the manufacturing field. A
product may require a particular roughness that may be specified by the designer for various …

Study on prediction of surface quality in machining process

C Lu - Journal of materials processing technology, 2008 - Elsevier
The surface profile and roughness of a machined workpiece are two of the most important
product quality characteristics and in most cases a technical requirement for mechanical …

Development of empirical models for surface roughness prediction in finish turning

X Wang, CX Feng - The International Journal of Advanced Manufacturing …, 2002 - Springer
Surface roughness plays an important role in product quality. This paper focuses on
developing an empirical model for the prediction of surface roughness in finish turning. The …

Surface roughness modelling in face milling

C Felhő, B Karpuschewski, J Kundrák - Procedia CIRP, 2015 - Elsevier
The ability to plan the quality of surfaces is very important in manufacturing due to the
fulfillment of requirements for parts machined by different methods. A method and a …

Surface roughness predictive modeling: neural networks versus regression

CX Feng, XF Wang - IIE Transactions, 2003 - Taylor & Francis
Surface roughness plays an important role in product quality and manufacturing process
planning. This research focuses on developing an empirical model for surface roughness …