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一种基于FCS-MPC的无阈值牵引逆变器开路故障诊断方法
An FCS-MPC-Based Threshold-Free Diagnosis Method for Open-Circuit Faults in Traction Inverters
| 作者 | Hongwei Tao · Yunquan Song · Zhen Huang · Yunjun Yu |
| 期刊 | IEEE Journal of Emerging and Selected Topics in Power Electronics |
| 出版日期 | 2025年1月 |
| 技术分类 | 储能系统技术 |
| 技术标签 | 储能系统 模型预测控制MPC 故障诊断 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | 开路故障 故障诊断 无阈值方法 有限控制集模型预测控制 残差序列 |
语言:
中文摘要
针对牵引系统中两电平逆变器常见的开路故障,提出一种基于有限控制集模型预测控制(FCS-MPC)的无阈值故障诊断方法。通过分析正常与故障工况下的代价函数估计值生成残差序列,遍历该序列获取最小残差以定位故障,并引入残差变化率进行故障结果的二次确认。该方法无需设定阈值,也无需额外硬件。实验结果表明,该方法在参数失配情况下具有较强鲁棒性,可在八分之一个电周期内准确诊断开路故障,验证了其有效性和可行性。
English 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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SunView 深度解读
该无阈值开路故障诊断技术对阳光电源储能变流器和新能源汽车产品线具有重要应用价值。针对ST系列储能变流器和PowerTitan系统,该方法可在八分之一电周期内快速诊断IGBT开路故障,无需额外传感器即可提升系统可靠性,降低硬件成本。对于车载OBC和电机驱动产品,基于FCS-MPC的诊断方法与现有控制策略深度融合,在参数失配时仍保持鲁棒性,可显著提升牵引系统安全性。该技术可集成至iSolarCloud平台实现智能预测性维护,通过残差变化率二次确认机制减少误报,为阳光电源构建更可靠的功率电子系统提供技术支撑,特别适用于高可靠性要求的储能和电动汽车应用场景。