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Fault Detection and Reconfiguration Technique for Cascaded H-bridge 11-level Inverter Drives Operating under Faulty Condition

机译:故障检测及重新配置级联H型桥11电平逆变器驱动器在故障状态下运行

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摘要

A fault detection and reconfiguration technique for a cascaded H-bridge 11-level inverter drives during faulty condition is proposed in this paper. The ability of cascaded H-bridge multilevel inverter drives (MLID) to operate under faulty condition is also discussed. Output phase voltages of a MLID can be used as a diagnostic signal to detect faults and their locations. AI-based techniques are used to perform the fault classification. A neural network (NN) classification is applied to the fault diagnosis of a MLID system. Multilayer perceptron (MLP) networks are used to identify the type and location of occurring faults. The principal component analysis (PCA) is utilized in the feature extraction process to reduce the NN input size. The genetic algorithm (GA) is also applied to select the valuable principal components to train the NN. A reconfiguration technique is also developed. The developed system is validated with simulation and experimental results. The developed fault diagnostic system requires about 6 cycles (~100 ms at 60 Hz) to clear an open circuit and about 9 cycles (~150 ms at 60 Hz) to clear a short circuit fault. The experiment and simulation results are in good agreement with each other, and the results show that the developed system performs satisfactorily to detect the fault type, fault location, and reconfiguration.
机译:本文提出了一种故障条件下级联H桥11电平逆变器驱动器的故障检测和重新配置技术。还讨论了级联H桥多级逆变器驱动器(MLID)在错误状态下运行的能力。 MLID的输出相电压可用作检测故障及其位置的诊断信号。基于AI的技术用于执行故障分类。神经网络(NN)分类应用于MLID系统的故障诊断。多层erceptron(MLP)网络用于识别发生故障的类型和位置。主成分分析(PCA)用于特征提取过程以降低NN输入大小。还应用遗传算法(GA)以选择培训NN的有价值的主要组件。还开发了重新配置技术。开发系统验证了模拟和实验结果。开发的故障诊断系统需要大约6个周期(在60 Hz时〜100ms),以清除开路电路和大约9个周期(60 Hz,〜150ms)以清除短路故障。实验和仿真结果彼此吻合良好,结果表明,发达系统令人满意地检测故障类型,故障位置和重新配置。

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