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Damage Identification of Large Generator Stator Insulation Based on PZT Sensor Systems and Hybrid Features of Lamb Waves

机译:基于PZT传感器系统和兰姆波混合特征的大型发电机定子绝缘损伤识别

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摘要

Large generators are the principal pieces of equipment in power systems, and their operation reliability critically depends on the stator insulation. Damages in stator insulation will gradually lead to the failure and breakdown of generator. Due to the advantages of Lamb waves in Structural health monitoring (SHM), in this study, a distributed piezoelectric (PZT) sensor system and hybrid features of the Lamb waves are introduced to identify stator insulation damage of large generator. A hierarchical probability damage-imaging (PDI) algorithm is proposed to tackle the material inhomogeneity and anisotropy of the stator insulation. The proposed method includes three steps: global detection using correlation coefficients, local detection using Time of flight (ToF) along with the amplitude of damage-scattered Lamb wave, and final images fusion. Wavelet Transform was used to extract the ToF of Lamb wave in terms of the time-frequency domain. Finite Element Modeling (FEM) simulation and experimental work were carried out to identify four typical stator insulation damages for validation, including inner void, inner delamination, puncture, and crack. Results show that the proposed method can precisely identify the location of stator insulation damage, and the reconstruction image can be used to identify the size of stator insulation damage.
机译:大型发电机是电力系统中的主要设备,其运行可靠性主要取决于定子绝缘。定子绝缘层的损坏将逐渐导致发电机故障和故障。鉴于兰姆波在结构健康监测(SHM)中的优势,本研究引入了分布式压电(PZT)传感器系统和兰姆波的混合特征,以识别大型发电机的定子绝缘损坏。为了解决定子绝缘材料的不均匀性和各向异性,提出了一种分层概率损伤成像(PDI)算法。所提出的方法包括三个步骤:使用相关系数的全局检测,使用飞行时间(ToF)以及损伤分散Lamb波幅度的局部检测以及最终图像融合。小波变换被用于提取时频域的兰姆波的ToF。进行了有限元建模(FEM)仿真和实验工作,以确定四种典型的定子绝缘损坏以进行验证,包括内部空隙,内部分层,刺穿和裂纹。结果表明,所提出的方法能够准确地识别出定子绝缘损坏的位置,并且重建图像可以用于识别定子绝缘损坏的大小。

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