首页|基于BP-MIV的地铁磁感应电压影响因素贡献度分析

基于BP-MIV的地铁磁感应电压影响因素贡献度分析

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地铁牵引电流在列车运行中动态变化,导致周边电网回路中产生磁感应电压,由此产生的感应电流是致使变压器发生直流偏磁的关键因素之一.磁感应电压的产生受多种因素影响,为定量分析不同影响因素对其贡献度的大小,首先利用磁感应电压公式推导出地铁磁感应电压的主要影响因素,其次建立"地铁线路-输电线"磁耦合边界元模型,仿真分析关键因素对感应电压的影响,在列车平稳运行阶段,感应电压受影响很小,在1 000m处,感应电压已衰减了 90%,继而构建了产生磁感应电压的反向(back propagation,BP)神经网络,并采用平均影响值(mean impact value,MIV)解析各个影响因素对磁感应电压的贡献度.结果表明,等效回路中磁感应电压更易被等效回路长度影响,其贡献度为44.38%,相对距离的贡献度最小,仅为21.31%.因此,电力系统构成等效回路的面积是影响最终在闭合回路中产生磁感应电压值的最重要因素.
Contribution Analysis of Factors Affecting Magnetic Induction Voltage in Subways Using the BP-MIV
Metro traction current changes dynamically during train operation,resulting in magnetic-induced voltage in the peripheral grid circuit,which is one of the key challenges that cause transformers to undergo DC demagnetization.The generation of magnetic induction voltage is affected by various factors.To quantitatively analyze the size of the contribution of different influencing factors,this paper uses the magnetic induction voltage formula to derive the main influencing factors of the magnetic induction voltage of the subway.Subsequently,the"subway line-transmission line"magnetic coupling boundary element model is established to simulate and analyze the influence of the key factors on the induction voltage.The influence of the key factors on the induction voltage is analyzed.During the smooth running of the train,the induced voltage is not significantly affected,and at 1000 m,the induced voltage is attenuated by 90%.We constructed the backpropagation(BP)neural network to generate the magnetically induced voltage and analyzed the contribution of each influencing factor to the magnetically induced voltage using the mean impact value(MIV).The results show that the main influencing factors in the equivalent loop of the subway are the same as those in the grid,and the magnetically induced voltage in the equivalent loop is the same as that in the grid.The results show that the magnetic induction voltage in the equivalent loop is more likely to be influenced by the equivalent loop length,the contribution of which is 44.38%,and the relative distance has the smallest contribution of 21.31%.Therefore,the area of the power system constituting the equivalent loop is the most important factor affecting the magnetic induction voltage.

metromagnetic induction voltageBP neural networkMIV algorithmpower systemdegree of contribution

刘江涛、高海洋、卫茹、陈庭记、杨莲、延巧娜、孔维君

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国网江苏省电力有限公司南京供电分公司,南京 210019

地铁 磁感应电压 BP神经网络 MIV算法 电力系统 贡献度

国网江苏省电力有限公司科技项目

J2022089

2024

都市快轨交通
北京交通大学,北京城建设计研究总院有限责任公司

都市快轨交通

CSTPCD北大核心
影响因子:0.785
ISSN:1672-6073
年,卷(期):2024.37(3)
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