Wang Chenglong, Sun Jianlin, Kong Linghui, He Jiaqi
School of Materials Science and Engineering, University of Science and Technology Beijing, Beijing 100083, China.
The Yellow River Institute of Hydraulic Research, the Yellow River Water Conservancy Commission, Zhengzhou 450003, China.
Materials (Basel). 2022 Jul 26;15(15):5177. doi: 10.3390/ma15155177.
The tribological properties of nanofluids are influenced by multiple factors, and the interrelationships among the factors are deserving of further attention. In this paper, response surface methodology (RSM) was used to study the tribological behavior of reduced graphene oxide-AlO (rGO-AlO) nanofluid. The interaction effects of testing force, rotational speed and nanoparticle concentration on the friction coefficient (), wear rate () and surface roughness () of steel disks were investigated via the analysis of variance. It was confirmed that all the three input variables were significant for and values, while testing force, nanoparticle concentration and its interaction with testing force and rotational speed were identified as significant parameters for value. According to regression quadratic models, the optimized response values were 0.088, 2.35 × 10 mm·N·m and 0.832 μm for , and , which were in good agreement with the actual validation experiment values. The tribological results show that 0.20% was the optimum mass concentration which exhibited excellent lubrication performance. Compared to the base fluid, , and values had a reduction of approximately 45.6%, 90.3% and 56.0%. Tribochemical reactions occurred during the friction process, and a tribofilm with a thickness of approximately 20 nm was generated on the worn surface, consisting of nanoparticle fragments (rGO and AlO) and metal oxides (FeO and FeO) with self-lubrication properties.
纳米流体的摩擦学性能受多种因素影响,各因素之间的相互关系值得进一步关注。本文采用响应面法(RSM)研究了还原氧化石墨烯 - 氧化铝(rGO - AlO)纳米流体的摩擦学行为。通过方差分析研究了测试力、转速和纳米颗粒浓度对钢盘摩擦系数()、磨损率()和表面粗糙度()的交互作用。结果表明,所有三个输入变量对和值均有显著影响,而测试力、纳米颗粒浓度及其与测试力和转速的交互作用被确定为值的显著参数。根据回归二次模型,、和的优化响应值分别为0.088、2.35×10 mm·N·m和0.832μm,与实际验证实验值吻合良好。摩擦学结果表明,0.20%是表现出优异润滑性能的最佳质量浓度。与基础流体相比,、和值分别降低了约45.6%、90.3%和56.0%。摩擦过程中发生了摩擦化学反应,磨损表面生成了一层厚度约为20nm的摩擦膜,由具有自润滑性能的纳米颗粒碎片(rGO和AlO)和金属氧化物(FeO和FeO)组成。