Tribological Behaviour of AA-6063 Cast Using In-Situ Microwave Process By Taguchi Method & ANFIS Model

IF 2.2 3区 工程技术 Q2 ENGINEERING, MECHANICAL Journal of Tribology-transactions of The Asme Pub Date : 2023-04-20 DOI:10.1115/1.4062371
V. Gangwar, Sudhir Kumar, H. Singh
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Abstract

Tribological behavior of AA-6063 casted by microwave casting process was investigated. In this work, sliding wear analysis has been done on in-situ cast developed through the novel technique. The in-situ cast of AA-6063 was developed using microwave irradiation. Sliding wear process parameters such as normal load, sliding velocity and sliding distance are optimized through Taguchi technique. L9 orthogonal array and signal-to-noise (S/N) analysis is used to obtain the optimumprocess parametersfor wear rate (WR) as the selected response.After optimization, a confirmatory test was performed using the analysis of variance (ANOVA).Scanning electron microscopy (SEM) images, energy dispersive X-ray spectroscopy (EDS) images and frictional characterisationwere usedto study the mechanism of wear.Using the experimental data an adaptive neuro fuzzy inference system (ANFIS) model has been developed and which was further tested using average wear rate.
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田口法和ANFIS模型原位微波铸造AA-6063的摩擦学性能
研究了微波铸造AA-6063的摩擦学性能。在这项工作中,对通过这种新技术开发的原位铸造进行了滑动磨损分析。采用微波辐照的方法制备了AA-6063的原位浇铸体。采用田口技术对滑动磨损过程中的法向载荷、滑动速度和滑动距离等参数进行了优化。L9正交阵列和信噪比(S/N)分析用于获得磨损率(WR)作为所选响应的最佳工艺参数。优化后,使用方差分析(ANOVA)进行验证性检验。利用扫描电子显微镜(SEM)图像、能谱仪(EDS)图像和摩擦特性研究了磨损机理。利用实验数据建立了一个自适应神经模糊推理系统(ANFIS)模型,并用平均磨损率对其进行了进一步的测试。
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来源期刊
Journal of Tribology-transactions of The Asme
Journal of Tribology-transactions of The Asme 工程技术-工程:机械
CiteScore
4.20
自引率
12.00%
发文量
117
审稿时长
4.1 months
期刊介绍: The Journal of Tribology publishes over 100 outstanding technical articles of permanent interest to the tribology community annually and attracts articles by tribologists from around the world. The journal features a mix of experimental, numerical, and theoretical articles dealing with all aspects of the field. In addition to being of interest to engineers and other scientists doing research in the field, the Journal is also of great importance to engineers who design or use mechanical components such as bearings, gears, seals, magnetic recording heads and disks, or prosthetic joints, or who are involved with manufacturing processes. Scope: Friction and wear; Fluid film lubrication; Elastohydrodynamic lubrication; Surface properties and characterization; Contact mechanics; Magnetic recordings; Tribological systems; Seals; Bearing design and technology; Gears; Metalworking; Lubricants; Artificial joints
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