An FCS-MPC-Based Threshold-Free Diagnosis Method for Open-Circuit Faults in Traction Inverters

IF 4.9 2区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Journal of Emerging and Selected Topics in Power Electronics Pub Date : 2025-01-07 DOI:10.1109/JESTPE.2025.3526681
Hongwei Tao;Yunquan Song;Zhen Huang;Yunjun Yu
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Abstract

The open-circuit (OC) fault is one of the most prevalent failures in the two-level inverter used in traction systems. Reliable fault diagnosis method can improve the security of the inverter. During the fault diagnosis process, thresholds are very important and the accuracy of fault diagnosis depends on the thresholds. However, inaccurate thresholds may lead to false or missed alarms. To reduce the dependence of fault diagnosis on thresholds, a threshold-free OC fault diagnosis method is proposed in this article, which is based on the finite control set-model predictive control (FCS-MPC). According to the analysis of the two-level inverter, the estimated values of the cost function in normal and faulty conditions are obtained. Then, the residual sequence is achieved. Traverse the residual sequence and the minimum residual is found, and it is used for fault location. The residual change rates are introduced for secondary confirmation of the fault diagnosis result. In the fault diagnosis method, no threshold is necessary and no redundant hardware is required. Finally, the experimental platform is established. The experimental results show that the proposed method is robust to parameter mismatches and can successfully diagnose the OC faults within one-eighth period of the three-stator current. The feasibility and effectiveness of the proposed fault diagnosis method are also verified by the experimental results.
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基于fcs - mpc的牵引逆变器开路故障无阈值诊断方法
开路故障是牵引系统用双电平逆变器最常见的故障之一。可靠的故障诊断方法可以提高逆变器的安全性。在故障诊断过程中,阈值非常重要,故障诊断的准确性取决于阈值的大小。但是,不准确的阈值可能导致误报或漏报告警。为了减少故障诊断对阈值的依赖,本文提出了一种基于有限控制集模型预测控制(FCS-MPC)的无阈值OC故障诊断方法。通过对双电平逆变器的分析,得到了正常和故障情况下的成本函数的估计值。然后,得到残差序列。遍历残差序列,找到最小残差,并将其用于故障定位。引入残差变化率对故障诊断结果进行二次确认。在故障诊断方法中,不需要阈值,也不需要冗余硬件。最后,建立了实验平台。实验结果表明,该方法对参数失配具有较强的鲁棒性,能够在三定子电流的1 / 8周期内成功诊断出OC故障。实验结果验证了所提故障诊断方法的可行性和有效性。
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来源期刊
CiteScore
12.50
自引率
9.10%
发文量
547
审稿时长
3 months
期刊介绍: The aim of the journal is to enable the power electronics community to address the emerging and selected topics in power electronics in an agile fashion. It is a forum where multidisciplinary and discriminating technologies and applications are discussed by and for both practitioners and researchers on timely topics in power electronics from components to systems.
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