Soft Modeling Approach in Predicting Surface Roughness, Temperature, Cutting Forces in Hard Turning Process Using Artificial Neural Network: An Empirical Study

Empirical Study ◽

Cutting Forces ◽

Hard Turning ◽

Turning Process ◽

Modeling Approach ◽

Artificial Neural ◽

Soft Modeling

Flank wear and surface roughness prediction in hard turning via artificial neural network and multiple regressions

Australian Journal of Mechanical Engineering ◽

10.7158/m13-045.2015.13.1 ◽

2015 ◽

Vol 13 (1) ◽

pp. 31-45 ◽

Cited By ~ 8

Author(s):

N. Senthilkumar ◽

T. Tamizharasan

Keyword(s):

Neural Network ◽

Surface Roughness ◽

Hard Turning ◽

Flank Wear ◽

Surface Roughness Prediction ◽

Multiple Regressions ◽

Roughness Prediction ◽

Prediction of surface roughness in hard turning under high pressure coolant using Artificial Neural Network

Measurement ◽

10.1016/j.measurement.2016.06.048 ◽

2016 ◽

Vol 92 ◽

pp. 464-474 ◽

Cited By ~ 96

Author(s):

Mozammel Mia ◽

Nikhil Ranjan Dhar

Keyword(s):

Neural Network ◽

Surface Roughness ◽

High Pressure ◽

Hard Turning ◽

Artificial Neural ◽

High Pressure Coolant

Prediction of cutting forces and surface roughness using artificial neural network (ANN) and support vector regression (SVR) in turning 4140 steel

Materials Science and Technology ◽

10.1179/1743284712y.0000000043 ◽

2012 ◽

Vol 28 (8) ◽

pp. 980-986 ◽

Cited By ~ 5

Author(s):

İ Asilturk ◽

H Kahramanli ◽

H El Mounayri

Keyword(s):

Neural Network ◽

Surface Roughness ◽

Support Vector Regression ◽

Cutting Forces ◽

Support Vector ◽

Artificial Neural ◽

Artificial Neural Network Ann

Modelling of tool wear and surface roughness in hard turning using regression and artificial neural network

International Journal of Machining and Machinability of Materials ◽

10.1504/ijmmm.2008.020912 ◽

2008 ◽

Vol 4 (1) ◽

pp. 76

Author(s):

P. Palanisamy ◽

S. Shanmugasundaram

Keyword(s):

Neural Network ◽

Surface Roughness ◽

Tool Wear ◽

Hard Turning ◽

Modelling, prediction and analysis of surface roughness in turning process with carbide tool when cutting steel C38 using artificial neural network

International Journal of Industrial and Systems Engineering ◽

10.1504/ijise.2017.10005302 ◽

2017 ◽

Vol 27 (1) ◽

pp. 1

Author(s):

Ali Benamar ◽

Rachid Noureddine ◽

Farid Boukezzi ◽

Farid Noureddine

Keyword(s):

Neural Network ◽

Surface Roughness ◽

Carbide Tool ◽

Turning Process ◽

Cutting Steel ◽

Experimental Determination of Cutting Forces and Surface Roughness when Turning 50CrV4 Steel (SAE 6150) and Modelling with the Artificial Neural Network Approach

Transactions of the Indian Institute of Metals ◽

10.1007/s12666-014-0410-y ◽

2014 ◽

Vol 67 (6) ◽

pp. 869-879 ◽

Cited By ~ 4

Author(s):

Hasan Basri Ulas

Keyword(s):

Neural Network ◽

Surface Roughness ◽

Artificial Neural Network Approach

Experimental Determination ◽

Cutting Forces ◽

Network Approach ◽

Neural Network Approach ◽

Artificial Neural ◽

Application Of Regression And Artificial Neural Network Analysis In Modelling Of Surface Roughness In Hard Turning Of AISI 52100 Steel

Materials Today Proceedings ◽

10.1016/j.matpr.2017.12.050 ◽

2018 ◽

Vol 5 (2) ◽

pp. 4766-4777 ◽

Cited By ~ 7

Author(s):

Uma Maheshwera Reddy Paturi ◽

Harish Devarasetti ◽

Suresh Kumar Reddy Narala

Keyword(s):

Neural Network ◽

Surface Roughness ◽

Network Analysis ◽

Hard Turning ◽

Neural Network Analysis ◽

Aisi 52100 ◽

Artificial Neural Network Analysis ◽

Aisi 52100 Steel ◽

Effect of time-controlled MQL pulsing on surface roughness in hard turning by statistical analysis and artificial neural network

The International Journal of Advanced Manufacturing Technology ◽

10.1007/s00170-016-9978-1 ◽

2017 ◽

Vol 91 (9-12) ◽

pp. 3211-3223 ◽

Cited By ~ 47

Author(s):

Mozammel Mia ◽

Mashrat Hasan Razi ◽

Istiaq Ahmad ◽

Rafid Mostafa ◽

Sheikh M. S. Rahman ◽

...

Keyword(s):

Neural Network ◽

Surface Roughness ◽

Statistical Analysis ◽

Hard Turning ◽

Application of artificial neural network and optimization algorithms for optimizing surface roughness, tool life and cutting forces in turning operation

Journal of Mechanical Science and Technology ◽

10.1007/s12206-013-0327-0 ◽

2013 ◽

Vol 27 (5) ◽

pp. 1469-1477 ◽

Cited By ~ 31

Author(s):

F. Jafarian ◽

M. Taghipour ◽

H. Amirabadi

Keyword(s):

Neural Network ◽

Surface Roughness ◽

Tool Life ◽

Cutting Forces ◽

Optimization Algorithms ◽

Turning Operation ◽

Modelling, prediction and analysis of surface roughness in turning process with carbide tool when cutting steel C38 using artificial neural network

International Journal of Industrial and Systems Engineering ◽

10.1504/ijise.2017.085227 ◽

2017 ◽

Vol 26 (4) ◽

pp. 567

Author(s):

Farid Boukezzi ◽

Rachid Noureddine ◽

Ali Benamar ◽

Farid Noureddine

Keyword(s):

Neural Network ◽

Surface Roughness ◽

Carbide Tool ◽

Turning Process ◽

Cutting Steel ◽