The experiments were carried out on a production-grade CNC lathe using a DCMT-120,404 cutting insert. Two measurement systems quantified machining performance: a lathe tool dynamometer recorded the cutting forces acting on the tool, while a pyrometer monitored the temperature at the tool-workpiece interface. This combination allowed the team to compare how each nanoparticle-infused fluid affected both the mechanical load on the tool and the heat generated during cutting.

Among the fluids tested, the formulation containing 2.25% by weight of TiO₂ and ZnO nanoparticles delivered the strongest results, significantly reducing both cutting force and interface temperature relative to the other mixtures. The authors attribute this improvement to enhanced heat dissipation and lubrication within the cutting zone. In their interpretation, the nanoparticle-laden fluid reduces frictional interaction at the tool-chip interface, which in turn is expected to yield better surface roughness characteristics on the machined steel.

The study frames nanoparticle-dispersed cutting fluids as a means of improving machining quality in precision turning of AISI 304 stainless steel, linking the observed force and temperature reductions to the fluid’s modified thermal and tribological behavior. The reported benefits are tied to the specific formulations evaluated, with the 2.25% by weight concentration outperforming the 1.5% mixtures for both nanoparticle types.

As with any controlled machining study, the reported gains apply to the conditions tested: defined nanoparticle concentrations, a single insert geometry, and turning of one stainless steel grade on a CNC lathe. The published version is an accepted, peer-reviewed article released early for faster access, and it remains subject to further editorial edits before the final Version of Record replaces it. Readers should therefore treat the reported force and temperature reductions as experimental results tied to this particular setup rather than as universal performance figures for all cutting fluids or steel grades.

Subject of Research: Experimental analysis of TiO₂ and ZnO nanoparticle-infused cutting fluids in CNC turning of AISI 304 stainless steel

Article Title: Experimental analysis of AISI 304 stainless steel machinability utilizing TiO₂ and ZnO nanoparticle-infused emulsifier oil-based cutting fluids

Article References: Shanmugam, T., Kandasamy, V. K., Janakiraman, R., & Subramanian, R. (2026). Experimental analysis of AISI 304 stainless steel machinability utilizing TiO₂ and ZnO nanoparticle-infused emulsifier oil-based cutting fluids. Scientific Reports. https://doi.org/10.1038/s41598-026-71116-x

Image Credits: AI Generated

DOI: 10.1038/s41598-026-71116-x

Keywords: AISI 304 stainless steel, cutting fluids, nanoparticles, TiO2, ZnO, machining, CNC turning, cutting force, interface temperature, surface roughness, Experimental, analysis