Assessment of tribological behaviour of laser textured brake disc/composite brake pad system using adaptive neuro fuzzy interference system technique

IF 2 3区 材料科学 Q2 ENGINEERING, MECHANICAL Surface Topography: Metrology and Properties Pub Date : 2023-07-05 DOI:10.1088/2051-672X/ace275
Ravi Shankar Nadig, A. Bharatish, H. Murthy, I. Manoj, P. Vinod
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Abstract

This paper examines the impact of Laser Surface Texturing (LST) on the tribological performance of a commercial automotive brake system consisting of a metallic brake disc and composite brake pads. The study focuses on achieving an optimal combination of wear and friction, aligning with the goals of green technology. The Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) methodology is used to rank the characteristics, while the Adaptive Neuro Fuzzy Interference System (ANFIS) methodology is employed to model the friction and wear behavior of the brake pad-disc system under varying normal loads and sliding speeds. At a normal load of 100 N and a sliding speed of 0.73 m s−1 under dry conditions, the brake system exhibited a minimum coefficient of friction of 0.2066 and a specific wear rate of 7.93 × 10−6 mm3 N−1-m−1. Although, there was no specific correlation found between frictional power and specific wear rate, a higher load of 100 N and sliding speed of 2.71 m s−1 resulted in decrease in specific wear rate by 83% when compared to that of untextured brake discs. By applying brake oil to the laser-textured boundary, the coefficient of friction experienced a 31% reduction.
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基于自适应神经模糊干涉系统技术的激光纹理制动盘/复合刹车片系统摩擦学性能评估
本文研究了激光表面变形(LST)对由金属制动盘和复合刹车片组成的商用汽车制动系统摩擦学性能的影响。这项研究的重点是实现磨损和摩擦的最佳组合,与绿色技术的目标保持一致。采用TOPSIS (Order Preference Technique by Similarity to Ideal Solution)方法对特征进行排序,采用自适应神经模糊干扰系统(ANFIS)方法对不同正常载荷和滑动速度下刹车片-盘系统的摩擦磨损行为进行建模。在干工况下,正常载荷为100 N,滑动速度为0.73 m s−1时,制动系统的最小摩擦系数为0.2066,比磨损率为7.93 × 10−6 mm3 N−1-m−1。虽然没有发现摩擦功率和比磨损率之间的具体相关性,但与没有纹理的制动盘相比,更高的100 N负载和2.71 m s - 1的滑动速度导致比磨损率降低了83%。通过将刹车油涂在激光纹理边界上,摩擦系数降低了31%。
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来源期刊
Surface Topography: Metrology and Properties
Surface Topography: Metrology and Properties Materials Science-Materials Chemistry
CiteScore
4.10
自引率
22.20%
发文量
183
期刊介绍: An international forum for academics, industrialists and engineers to publish the latest research in surface topography measurement and characterisation, instrumentation development and the properties of surfaces.
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