Randomized trial examines lubrication and surface texture impacts on machining performance of AISI 52100 steel, suggesting enhanced efficiency with innovative techniques.
This study explores the combined influence of graphene nanoplatelet (GNP)-enhanced minimum quantity lubrication (MQL) and laser surface texturing (LST) on chemical vapor deposition (CVD)-coated tungsten carbide (WC) cutting tools, aiming to enhance the machinability of AISI 52100 steel during turning operations. Experiments were structured using Taguchi's L16 orthogonal array, considering three primary factors: lubrication method (dry, standard MQL, MQL with 0.5 wt.% GNP, and MQL with 1 wt.% GNP), tool surface texture (textured vs. untextured), and cutting speed (119 m/min and 184 m/min). Tool wear was assessed through flank wear measurements, while surface quality was evaluated via surface roughness analysis. Statistical techniques, including Taguchi's signal-to-noise (S/N) ratio and analysis of variance (ANOVA), were employed to interpret the data. Results revealed that the optimal performance in terms of minimal flank wear was achieved using laser-textured tools under MQL with 1 wt.% GNP at 119 m/min. This condition outperformed all others, followed by MQL with 0.5 wt.% GNP, standard MQL, and dry cutting. Similarly, the optimum surface finish corresponded to the 1 wt.% GNP-assisted MQL condition, with decreasing performance observed for 0.5 wt.% GNP, plain MQL, and dry cutting, respectively. Across all trials, laser-textured inserts consistently delivered better surface quality than untextured ones. Furthermore, Energy Dispersive X-ray Spectroscopy (EDS) analysis was conducted to confirm the elemental integrity of the CVD-coated inserts under optimized conditions. The EDS results validated the presence and stability of the TiN/Al 2 O 3 /TiCN multilayer coating after machining, indicating robust coating adhesion and thermal durability under nano-GNP-assisted lubrication.
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Altaf et al. (2026) studied this question.
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