润滑油
摩擦学
聚脲
使用寿命
材料科学
析因实验
复合材料
法律工程学
工程类
计算机科学
涂层
机器学习
作者
Hong Zhang,Yimin Mo,Qingchun Liu,Jun Wang,Qian Li
出处
期刊:Lubricants
[Multidisciplinary Digital Publishing Institute]
日期:2023-09-05
卷期号:11 (9): 377-377
标识
DOI:10.3390/lubricants11090377
摘要
In order to further extend the service life of calcium sulfonate complex–polyurea grease (CSCPG) while ensuring its tribological performance, this article starts with the production of raw materials and the preparation process of the grease and explores the factors that significantly affect the tribological performance and service life of CSCPG based on unreplicated saturated factorial design (USFD). The Kriging prediction model is used along with the optimization objectives of friction coefficient and service life, and nondominated sorting genetic algorithm II (NSGA-II) was used for a multi-objective optimization solution. The tribological and service life tests were conducted before and after optimization. The results show that the viscosity of the base oil and the content of the nano-solid friction reducers have a significant impact on the tribological properties of CSCPG. The content of polyurea thickeners and antioxidants, as well as the thickening reaction temperature, have a significant impact on the service life of CSCPG. When the friction coefficient and service life are optimized as objectives and are compared to the initial group, the friction coefficient of CSCPG could be reduced by 5.3%, and the service life could be extended by 3.8%. The Kriging prediction model based on USFD has high accuracy and can be used to guide the preparation and performance optimization of CSCPG.
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