Measurement Offset Fault Detection Logic for PMSM Position Sensor

IF 2.2 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Sensors Letters Pub Date : 2024-08-22 DOI:10.1109/LSENS.2024.3447897
Hafiz Ahmed
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引用次数: 0

Abstract

High-performance control of permanent magnet synchronous motors (PMSMs) demands precise position information, but nonidealities and signal conversion issues may introduce a dc offset (DCO) in the motor position sensor output. This offset significantly degrades drive performance and efficiency. To address this, conventional state-machine-type algorithms adapt control bandwidths based on fault types. This letter introduces an intuitive decision logic (DL) for both forward and reverse motor operations, offering simplicity and ease of implementation. In contrast to complex signal processing methods, such as wavelet and Fourier transformation and neural network, the proposed lightweight DL can be efficiently implemented in a wide range of embedded devices. Experimental results using an industrial-grade PMSM servo motor across diverse operating conditions validate the efficacy of the proposed DL over long short-term memory network-based counterpart.
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PMSM 位置传感器的测量偏移故障检测逻辑
永磁同步电机(PMSM)的高性能控制需要精确的位置信息,但非理想状态和信号转换问题可能会在电机位置传感器输出中引入直流偏移(DCO)。这种偏移会大大降低驱动性能和效率。为解决这一问题,传统的状态机型算法会根据故障类型调整控制带宽。这封信介绍了一种直观的决策逻辑 (DL),适用于电机的正转和反转操作,既简单又易于实施。与复杂的信号处理方法(如小波、傅里叶变换和神经网络)相比,所提出的轻量级决策逻辑可在各种嵌入式设备中有效实施。使用工业级 PMSM 伺服电机在不同工作条件下的实验结果验证了所提出的 DL 比基于长期短期记忆网络的对应方法更有效。
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来源期刊
IEEE Sensors Letters
IEEE Sensors Letters Engineering-Electrical and Electronic Engineering
CiteScore
3.50
自引率
7.10%
发文量
194
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