基于人工神经网络和田口法的石墨增强Al-25Zn /SiC杂化复合材料干滑动磨损性能优化

IF 1.6 Q4 MATERIALS SCIENCE, COATINGS & FILMS Tribology - Materials, Surfaces & Interfaces Pub Date : 2021-11-17 DOI:10.1080/17515831.2021.2002598
P. Ritapure, A. Damale, R. Yadav, Y. R. Kharde
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引用次数: 0

摘要

本文提出了一种独特的用于滑动轴承和其他耐磨应用的Al25Zn/SiC/石墨杂化复合材料。新合成的Al-25Zn合金复合材料以3wt -%石墨和10wt -%、15wt -%和20wt -% SiC增强,按照ASTM G-99标准对EN24盘进行了针式摩擦计测试。在引脚温度、速度、负载和恒定滑动距离等参数下,使用田口L16阵列进行滑动磨损研究。结果表明,在Al25Zn/SiC复合材料中加入3 wt-%的石墨,可显著提高材料的耐磨性、抗拉强度、冲击强度和延展性,但硬度有所降低。利用人工神经网络和回归模型对复合材料的磨损行为进行了预测。基体合金中最常见的磨损机制是附着,复合材料中最常见的磨损机制是磨损和脱层。在试验材料中,石墨含量为3wt %, SiC含量为15wt %的复合材料具有最佳的复合性能。图形抽象
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Optimization of dry sliding wear characteristics of Al–25Zn/SiC hybrid composites by graphite reinforcement using artificial neural network and Taguchi’s method
ABSTRACT This paper proposes a unique Al25Zn/SiC/Graphite hybrid composite for plain bearing and other wear-resistant applications. Newly synthesized composites of Al–25Zn alloy reinforced with 3 wt-% graphite and 10, 15 and 20 wt-% SiC are tested using a pin on the disc tribometer following ASTM G-99 standard against EN24 disc. Sliding wear studies using the Taguchi L16 array are carried out for a set of parameters including pin temperature, speed, load and a constant sliding distance. The results reveal that adding 3 wt-% graphite into Al25Zn/SiC composites greatly enhances wear resistance, tensile strength, impact strength and ductility at the expense of hardness. The wear behaviour of the composites is predicted using an artificial neural network and a regression model. Adhesion is found the most common wear mechanism in matrix alloys, while abrasion and delamination in composites. Among the examined materials, the composite with 3 wt-% graphite and 15 wt-% SiC has the optimum combination of characteristics. GRAPHICAL ABSTRACT
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来源期刊
Tribology - Materials, Surfaces & Interfaces
Tribology - Materials, Surfaces & Interfaces MATERIALS SCIENCE, COATINGS & FILMS-
CiteScore
2.80
自引率
0.00%
发文量
15
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