Application of GNP and MWCNT-based Nano-MQL lubrication combined with vortex cooling when machining of bearing steel

This study investigates the performance of environmentally friendly hybrid cooling/lubrication strategies for the machining of 100Cr6 bearing steel, with a particular focus on integrating nanofluid-based minimum quantity lubrication and vortex tube cooling. Eight different cooling/lubrication methods were used: i.e., dry, MQL, Vortex, MQL+Vortex, MWCNT, MWCNT+Vortex, GNP, and GNP+Vortex. To characterize the tribological and thermophysical behavior of the nanofluids, viscosity, pH, and thermal conductivity measurements were conducted. Machining performance was assessed in terms of cutting temperature, surface roughness, power consumption, and flank wear under controlled turning experiments. The experimental results clearly demonstrate that hybrid systems outperform both conventional and single-mode cooling strategies. Among the tested conditions, the MWCNT + vortex configuration showed the greatest improvements across all performance indicators. Compared to dry machining, this hybrid approach reduced cutting temperature by 49.85%, surface roughness by 22.89%, power consumption by 20.97%, and flank wear by 87.94%. Similar, though slightly lower, improvements were observed in GNP-based hybrid conditions, confirming the effectiveness of nanoparticle-assisted lubrication in enhancing tribological performance. Overall, the combination of vortex tube cooling and nanofluid-assisted MQL creates a highly effective hybrid strategy for improving the machinability of 100Cr6 bearing steel. The results clearly indicate that MWCNT-based nanofluids combined with vortex cooling provide the most favorable balance between thermal management, energy efficiency, and tool protection.

Authors

Institutions

Publication Details

Journal
Scientific Reports
Published
2026-08-28
DOI
https://doi.org/10.1038/s41598-026-61343-7
Primary Topic
Advanced machining processes and optimization
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Application of GNP and MWCNT-based Nano-MQL lubrication combined with vortex cooling when machining of bearing steel

Mahmut Çelik, Emine Şirin
Scientific Reports
Advanced machining processes and optimization
article

Application of GNP and MWCNT-based Nano-MQL lubrication combined with vortex cooling when machining of bearing steel

Mahmut Çelik, Emine Şirin
article en

Abstract

This study investigates the performance of environmentally friendly hybrid cooling/lubrication strategies for the machining of 100Cr6 bearing steel, with a particular focus on integrating nanofluid-based minimum quantity lubrication and vortex tube cooling. Eight different cooling/lubrication methods were used: i.e., dry, MQL, Vortex, MQL+Vortex, MWCNT, MWCNT+Vortex, GNP, and GNP+Vortex. To characterize the tribological and thermophysical behavior of the nanofluids, viscosity, pH, and thermal conductivity measurements were conducted. Machining performance was assessed in terms of cutting temperature, surface roughness, power consumption, and flank wear under controlled turning experiments. The experimental results clearly demonstrate that hybrid systems outperform both conventional and single-mode cooling strategies. Among the tested conditions, the MWCNT + vortex configuration showed the greatest improvements across all performance indicators. Compared to dry machining, this hybrid approach reduced cutting temperature by 49.85%, surface roughness by 22.89%, power consumption by 20.97%, and flank wear by 87.94%. Similar, though slightly lower, improvements were observed in GNP-based hybrid conditions, confirming the effectiveness of nanoparticle-assisted lubrication in enhancing tribological performance. Overall, the combination of vortex tube cooling and nanofluid-assisted MQL creates a highly effective hybrid strategy for improving the machinability of 100Cr6 bearing steel. The results clearly indicate that MWCNT-based nanofluids combined with vortex cooling provide the most favorable balance between thermal management, energy efficiency, and tool protection.

Scientific Reports
Düzce Üniversitesi (TR), Erciyes University (TR)
Erciyes Üniversitesi, Bilimsel Araştırma Projeleri, Erciyes Üniversitesi
Affordable and clean energy
Openalex Percentile: Top 19%
Advanced machining processes and optimization
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.