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Identification of Stator Winding Insulation Faults in Three-Phase Induction Motors Using MEMS Accelerometers

机译:使用MEMS加速度计识别三相感应电动机中的定子绕组绝缘故障

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In recent years, the advancement of the microelectronics industry has allowed for a major expansion in the development of sensor-based equipment and applications, driven primarily by the cost reduction of micro-electro-mechanical systems (MEMS) devices. Currently, using this type of component, it is feasible to develop cost-effective systems aimed at early detection of failures in electrical machines and, in special cases, three-phase induction motors (TIM). These devices, coupled with predictive maintenance records, can prevent unexpected shutdowns due to malfunctions and signal the need for actions to extend the life cycle of the equipment. This is a relevant topic considering that the industrial sector is increasingly seeking for solutions based on non-destructive techniques (NDT) for preventive and predictive fault diagnosis. In this scenario, the objective of this work is to evaluate the application of a low-cost MEMS accelerometer to identify insulation failures in stator windings through vibration analysis. For this purpose, two MEMS accelerometers were coupled on either side of the frame of a TIM. Then, vibration signals were acquired for different types and levels of insulation failures. The data obtained were processed using different metrics such as root mean square (RMS), kurtosis, and skewness. The results allowed us to identify the insulation faults applied to the TIM, confirming the feasibility of applying the low-cost MEMS accelerometer in the vibration analysis for fault diagnosis.
机译:近年来,微电子工业的进步允许在传感器的设备和应用的开发中进行重大扩张,主要通过微机电系统(MEMS)器件的成本降低来驱动。目前,使用这种类型的组件,可以开发经济高效的系统,旨在早期检测电机故障,在特殊情况下,三相感应电动机(TIM)是可行的。这些设备与预测性维护记录耦合,可以防止由于故障而导致的意外停机,并且信号需要采取动作来延长设备的生命周期。这是一个有关的主题,考虑到工业部门越来越多地寻求基于非破坏性技术(NDT)的解决方案,用于预防性和预测故障诊断。在这种情况下,这项工作的目的是评估低成本MEMS加速度计的应用,以通过振动分析识别定子绕组中的绝缘故障。为此目的,两个MEMS加速度计耦合在TIM框架的任一侧。然后,获取不同类型和绝缘故障水平的振动信号。使用不同度量处理所获得的数据,例如均方根平方(RMS),KurtOss和偏斜。结果允许我们识别应用于TIM的绝缘故障,确认在故障诊断中应用低成本MEMS加速度计的可行性。

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