Authors :
Ahmed Lajilib; Adel Ewhida; Abdulmaan Shabaan
Volume/Issue :
Volume 11 - 2026, Issue 6 - June
Google Scholar :
https://tinyurl.com/msbh9zpu
Scribd :
https://tinyurl.com/3anfptbc
DOI :
https://doi.org/10.38124/ijisrt/26jun1333
Note : A published paper may take 4-5 working days from the publication date to appear in PlumX Metrics, Semantic Scholar, and ResearchGate.
Abstract :
This paper investigates the optimization of surface roughness (Ra) in the CNC turning of AISI 4041 low-alloy steel
using a Taguchi design and advanced Analysis of Variance (ANOVA). A Taguchi L25 orthogonal array was utilized to
evaluate the individual and interactive effects of spindle speed, feed rate, and depth of cut. Experimental data were analyzed
via signal-to-noise (S/N) ratios alongside a General Linear Model (GLM) ANOVA utilizing Type III sum of squares to isolate
factor contributions.
Keywords :
Surface Roughness; Taguchi Method; ANOVA; CNC Turning; Feed Rate; Optimization; AISI 4041 low-alloy Steel.
References :
- P. V., R. A., B. J. L. and P. Y. M., "Investigation and Optimization of Surface Roughness for WCED Machining of St.St. 304 Using Taguchi Method," International Journal of Engineering, pp. 257-267, 2009.
- R. S. J., D. D. M. and K. D., "Analysis of Surface Topology in Dry Machi ning of EN-8 Steel," Elsvier Journal, Proccedia Material Science, vol. 6, pp. 931-938, 2014.
- S. R. P., R. K. and S. B., "Effect of WEDM Conditions on Surface Roughness a Parametric Optimization Using Taguchi Mmethod," International Journal of Advanced Engineering Science and Technologies, vol. 6, no. 1, pp. 41-48, 2011.
- E. P. N. E., M. P. and V. B. R., "Machining Parameter Setting for Facting EN 8 Steel with TNMG Insert," American International Journal of Research in Science and Technology, Engineering & Mathematics, vol. 3, no. 1, pp. 87-92, 2013.
- K. S. M. and N. N., "A Literature Review on Optimization of Machining Parameters in Wire EDM," International Journal of Latest Research in Science and Technology , vol. 2, no. 1, p. 492, 2013.
- V. K. P., S. B. B., M. V. P. and S. M., "Optimizing Surface Finish in WEDM Using the Taguchi Parameter Design Method," Journal of the Brazilian Sciety of Mechanical Sciences and Engiineering, vol. XXXII, no. 2, pp. 107-113, 2010.
- V. J., A. P. and B. L., "Turning Parameter Optimiization for Surface Roughness of ASTM A242 type-1 Alloy Steel by Taguchi Method," International Journal of Advances in Engineering & Technology, 2012.
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- K. H., A. M., M. Aas and Z. J. H., "Optimization of Cutting Parametersin CNC turning," IJERA, vol. 3, no. 3, pp. 331-334, 2013.
- S. Gariania, T. Doa and A. Lajili, "Optimisation of Cutting Tool Geometry and Operating Parameters based on Taguchi Method for Turning AISI D2: Surface Roughness Analysis," 7th International Conference on Industry of the Future and Smart Manufacturing (former International Conference on Industry 4.0 and Smart Manufacturing), pp. 791-800, 2026.
- S. S. Chaudhari, S. S. Khedka and N. B. Borkar, "Optimization of Process Parameters Using Taguchi Method Approach with Minimum Quality Lubrication for Turning," International Journal of Engineering Research and Applications, vol. 4, p. 1268, 2011.
- N. Baroiu, "Prediction of Surface Roughness in Drilling of Polymers Using a Geometrical Model and Artificial Neural Networks," Material Plastic, pp. 160-173, 2025.
- V. D. M. B. Abhishek Dixit, "WATER JET MACHINING: AN ADVANCE MANUFACTURING PROCESS," International Journal of Engineering Research and General Scienc, p. 288, 2015.
This paper investigates the optimization of surface roughness (Ra) in the CNC turning of AISI 4041 low-alloy steel
using a Taguchi design and advanced Analysis of Variance (ANOVA). A Taguchi L25 orthogonal array was utilized to
evaluate the individual and interactive effects of spindle speed, feed rate, and depth of cut. Experimental data were analyzed
via signal-to-noise (S/N) ratios alongside a General Linear Model (GLM) ANOVA utilizing Type III sum of squares to isolate
factor contributions.
Keywords :
Surface Roughness; Taguchi Method; ANOVA; CNC Turning; Feed Rate; Optimization; AISI 4041 low-alloy Steel.