The Application of Levenberg-Marquardt Algorithm in On-Line Monitoring for XLPE Cables

Jiantao Sun, X. Wen
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引用次数: 3

Abstract

The insulation condition of XLPE cables could be evaluated comprehensively by its working insulation resistance, equivalent capacitance and dielectric loss factor. To calculate the three parameters precisely, an improved data processing method was presented, in which the nonlinear least-squares fitting algorithm was utilized based on Levenberg-Marquardt algorithm that took the results of fast Fourier transform as the initial value for iteration. The parameters of fundamental component were extracted from the sampled signals quickly, and the influences caused by the frequency fluctuation, harmonic content and direct current content were restrained well using this method. The simulation results were given to show the effectiveness of this method. The reliability of on-line monitoring could be promoted.
Levenberg-Marquardt算法在XLPE电缆在线监测中的应用
利用交联聚乙烯电缆的工作绝缘电阻、等效电容和介质损耗系数可以综合评价交联聚乙烯电缆的绝缘状况。为了精确计算这三个参数,提出了一种改进的数据处理方法,该方法采用基于Levenberg-Marquardt算法的非线性最小二乘拟合算法,以快速傅里叶变换的结果作为迭代的初始值。该方法能快速提取采样信号的基波分量参数,并能很好地抑制频率波动、谐波含量和直流含量对信号的影响。仿真结果表明了该方法的有效性。提高了在线监测的可靠性。
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