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Utilizing design of experiments techniques to determine the optimal coefficient of friction in spur gears

摩擦学 摩擦系数 参数统计 摩擦系数 表面粗糙度 表面光洁度 材料科学 机械工程 机械 工程类 复合材料 数学 物理 统计
作者
Naser S. Sanoussi,Maroua Hammami,Nabih Féki,Tarek M. Belgasam,Mohamed Slim Abbès,Mohamed Haddar
出处
期刊:Proceedings of the Institution of Mechanical Engineers, Part J: Journal of Engineering Tribology [SAGE Publishing]
卷期号:238 (5): 500-520
标识
DOI:10.1177/13506501231223073
摘要

The friction occurring between the teeth of gears is a significant contributor to energy loss in gear drives. Factors like the load, speed, and coefficient of friction (µ) play a crucial role in determining the extent of frictional losses in gears. The coefficient of friction (µ) is a complex function influenced by various tribological parameters, including rolling, and sliding velocities, normal load at the tooth contact zone, oil temperature, and contact surface roughness. To analyze the impact of design and operating parameters on the coefficient of friction, a comprehensive statistical parametric approach was employed, combining numerical and statistical methods. The study employed a design of experiments methodology to numerically examine the impact of various tribological factors on the coefficient of friction. This methodology facilitated the identification of primary effects and crucial factors that have a significant impact on the variable µ. The findings derived from the computational models were subsequently compared with the discoveries of pre-existing investigations that includes both experimental and theoretical approaches. The proposed method represents a powerful tool for understanding the relationship and correlation between major tribological factors and the coefficient of friction. By employing this approach, it becomes possible to identify optimized tribological parameters. This information is valuable in improving the design and operation of gear systems, with the aim of reducing energy loss due to friction and enhancing overall efficiency.
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