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Statistical Analysis of Breakdown Voltages in Virgin and Aged LDPE Using Johnson SB and Weibull Distribution

机译:Johnson SB和Weibull分布的处女和老化LDPE中击穿电压的统计分析

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Polymeric material such as low density polyethylene (LDPE) has been used for decades as insulating material. Any polymeric material will experience degradation after prolonged application of high electrical stresses. Deeper understanding of the long term electrical degradation of the insulating material is necessary to predict the life of high voltage cable. Electroluminescence method (EL) is used to detect the breakdown voltages of thin film LDPE. This method utilizes a Peltier cooled electron multiplying charge coupled device (EMCCD) camera to detect the breakdown of the sample. Statistical distribution of the AC breakdown voltages of 100μm virgin and aged LDPE has been analysed. Comparison for the best fitted distribution was made for Weibull distribution and Johnson SB distribution using Anderson-Darling (A2) goodness-of-fit and Kolmogorov-Smirnov (D) goodness-of-fit (GOF). Johnson SB is rarely used in high voltage engineering application. The probability density function (PDF) and the cumulative density function (CDF) for both distributions are defined in this article. The statistical parameters used are estimated based on Maximum Likelihood Estimation (MLE) for both distributions. Based on the statistical analysis, it is observed that Johnson SB provide better fitting than Weibull distribution with lower fitting error and that 3-parameter Weibull is much better fitting than 2-parameter Weibull distribution for most cases. It is also found that the median breakdown voltage of LDPE samples decreases with increasing aging temperature.
机译:聚合物材料如低密度聚乙烯(LDPE)已经使用数十年作为绝缘材料。在长时间应用高电应力后,任何聚合物材料将经历降解。更深入地理解绝缘材料的长期电解,是预测高压电缆的寿命。电致发光方法(EL)用于检测薄膜LDPE的击穿电压。该方法利用珀耳帖冷却电子乘以电荷耦合装置(EMCCD)相机来检测样品的击穿。已经分析了100μm处女和老化LDPE的AC击穿电压的统计分布。使用Anderson-Darling(A2)使用Anderson-Darling(A2)使用适合的合适和Kolmogorov-Smirnov(D)良好健康(GOF),为Weibull分配和Johnson SB分布进行了比较。约翰逊SB很少用于高压工程应用。本文定义了两个分布的概率密度函数(PDF)和累积密度函数(CDF)。基于两个分布的最大似然估计(MLE)估计使用的统计参数。基于统计分析,据观察,Johnson SB提供比具有较低拟合误差的Weibull分布更好的拟合,并且对于大多数情况而言,3参数Weibull比2参数Weibull分布更好。还发现LDPE样品的中值击穿电压随着老化温度的增加而降低。

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