A Methodology for the Early Diagnosis of Vehicle Torque Converter Clutch Degradation

Xiaodong Jia, Shiming Duan, C. Lee, P. Radecki, Jay Lee
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引用次数: 2

Abstract

Torque converters (TC) are widely used in automatic transmissions and continuous variation transmissions (CVT) to transfer the engine power to the transmission through fluid and mechanical coupling. The degradation of the TC Clutch (TCC) may result in excessive vibrations in the TC and driveline, elevated transmission temperature, and transmission shudder. The present study develops a systematic approach to detect TCC system degradation utilizing both machine learning techniques and domain expertise. The validation using vehicle data demonstrates the effectiveness of the approach. The early detection of TCC degradation may help to prolong the lifespan of TC, protect transmission components from further damage, and avoid limp-home and walk-home incidents.
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汽车变矩器离合器退化的早期诊断方法
液力变矩器(TC)广泛应用于自动变速器和无级变速器(CVT)中,通过流体和机械耦合将发动机动力传递给变速器。TC离合器(TCC)的退化可能导致TC和传动系统过度振动,变速箱温度升高和变速箱抖动。本研究开发了一种利用机器学习技术和领域专业知识检测TCC系统退化的系统方法。车辆数据验证表明了该方法的有效性。TCC退化的早期检测可能有助于延长TC的使用寿命,保护传动部件免受进一步损坏,并避免跛行回家和步行回家的事件。
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