1.清华大学电机系新型电力系统运行与控制全国重点实验室,北京 100084
2.华北电力大学电气与电子工程学院新能源电力系统国家重点实验室,北京 100096
刘羽霄(2001—),男,博士研究生,从事薄膜电容器状态监控性能预测相关的研究
张涌新(1996—),男,博士研究生,主要从事薄膜电容器数据利用相关的研究
钟少龙(1988—),男,助理研究员,从事有机电介质薄膜电容器介电特性与破坏机理研究
王昕劼(1999—),男,博士研究生,从事电容器用聚丙烯薄膜性能研究工作
黄磊(1995—),男,博士研究生,从事聚丙烯等绝缘介质性能研究工作
吴致远(1998—),男,博士研究生,主要从事薄膜电容器自愈特性相关的研究
王健涛(2000—),男,博士研究生,主要从事金属化薄膜性能相关研究
党智敏(1969—),男,教授,从事先进能源电工材料与器件研究工作
纸质出版日期:2024-02,
收稿日期:2023-10-17,
移动端阅览
刘羽霄, 张涌新, 钟少龙, 等. 薄膜电容器数据挖掘与分析[J]. 电力电容器与无功补偿, 2024,45(1):145-156.
LIU YUXIAO, ZHANG YONGXIN, ZHONG SHAOLONG, et al. Data Mining and Analysis of Film Capacitor. [J]. Power capacitor & reactive power compensation, 2024, 45(1): 145-156.
刘羽霄, 张涌新, 钟少龙, 等. 薄膜电容器数据挖掘与分析[J]. 电力电容器与无功补偿, 2024,45(1):145-156. DOI: 10.14044/j.1674-1757.pcrpc.2024.01.020.
LIU YUXIAO, ZHANG YONGXIN, ZHONG SHAOLONG, et al. Data Mining and Analysis of Film Capacitor. [J]. Power capacitor & reactive power compensation, 2024, 45(1): 145-156. DOI: 10.14044/j.1674-1757.pcrpc.2024.01.020.
作为电力系统的重要元件之一,薄膜电容器因长使用寿命、高可靠性等优点而受到广泛应用,然而却极少有研究从数据角度挖掘电容器的自身属性。为了填补这一空白,本文选取收集自网络的40 793条薄膜电容器数据作为分析基础,首先利用散点图和箱线图从横向角度分析了不同材料制备而成的电容器的容值、最高最低温度、交直流运行电压等差异,然后利用饼图从纵向角度对比了电容器的运行温度和应用场合,最后计算出这些性能指标的皮尔逊系数并进行了相关性分析。结果表明金属化聚丙烯材料作为目前的主流材料在容值和交直流运行电压方面比其他材料均具有显著的优势,而金属化聚苯硫醚在运行温度上占优,电容器除温度和运行电压外的各项参数之间的相关性并不显著。未来可以进一步对数据进行处理和学习,达到性能预测的效果。
As one of the important components of power system
thin film capacitor is widely used due to its such advantages as long service life and high reliability. However
there is very little research on mining the inherent properties of the capacitor from a data perspective. In order to fill this gap
40 793 thin film capacitor data are collected from the network as the analysis basis. Firstly
scatter plots and box plots are used to analyze the differences in capacitance
maximum and minimum temperatures
AC/DC operating voltages
and other factors of capacitors prepared from different materials from a horizontal perspective. Then
pie charts are used to compare the operating temperatures and application scenarios of capacitor from a vertical perspective. Finally
the Pearson coefficients of these performance indicators is calculated for correlation analysis. The results show that metallized polypropylene material
as the current mainstream material
has significant advantages over other materials in terms of capacitance and AC/DC operating voltage
while metallized polyphenylene sulfide dominates in operating temperature. The correlation between various parameters of capacitors
except temperature and operating voltage
is not significant. In the future
further data processing and learning can be carried out to achieve performance prediction results.
薄膜电容器数据挖掘性能比较相关性分析
thin film capacitordata miningperformance comparisoncorrelation analysis
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