首页|基于RFC-SAGA-RBF的直流偏磁下CT畸变电流反衍方法

基于RFC-SAGA-RBF的直流偏磁下CT畸变电流反衍方法

扫码查看
线路中的直流偏磁电流易引起计量用电流互感器(current transformer,CT)饱和,CT在饱和状态下输出的二次侧电流含有的谐波分量将导致电能计量误差增大.为了提高直流偏磁下电流互感器测量的准确性,提出了CT畸变电流的反衍方法.该方法将直流偏磁下CT畸变电流反衍过程分为离网和在网两个阶段.离网阶段,首先通过改变CT的运行环境生成数据样本集,然后利用随机森林分类(random forest classification,RFC)算法对CT的饱和程度进行分类,最后针对每一子类分别训练,经模拟退火遗传算法优化的径向基神经网络(simulate anneal genetic algorithm-radial basis function,SAGA-RBF)模型对饱和电流进行反衍;在网阶段,通过小波变换对二次侧电流波形进行饱和数据段提取,再将饱和数据段输入离线模型实现二次侧畸变电流反衍一次侧电流.仿真结果表明,所提方法在各种工况下均能对CT一次侧电流进行反衍,并提高CT的计量准确度.
Inverse Propagation Method of CT Distortion Current Under DC Bias Based on RFC-SAGA-RBF
The DC bias current in the transmission line can easily cause the saturation of current transformer(CT)and the harmonic components contained in the secondary current output of CT in saturation state will lead to an increase in power energy metering error.In order to improve the accuracy of current transformer measurement under DC bias,an inverse propagation method is proposed for CT distortion current.In this method,the inverse propagation process of CT distortion current under DC bias is divided into two stages:off-grid and on-grid.In the off-grid stage,the data sample set is generated by changing the operating environment of CT,and then the saturation degree of CT is classified by random forest classification(RFC)algorithm.Finally,a simulate anneal genetic algorithm-radial basis function(SAGA-RBF)model is trained for each subclass to simulate the saturation current.In the on-grid stage,the saturation data segment of the secondary current waveform is extracted by wavelet transform,and then the saturation data segment is input into the off-line model to realize the inverse propagation of the secondary distorted current.The simulation results show that the proposed method can relike the inverse propagation of the primary side current,and improve the measurement ac-curacy of CT.

electromagnetic current transformerDC biassaturation current reconstructionwavelet transformRFC algorithm

王波、尹仕红、肖勇、胡珊珊、范小飞、潘深琛、王保帅

展开 >

深圳供电局有限公司,广东 深圳 518001

南方电网科学研究院,广州 510663

广东省电网智能量测与先进计量企业重点实验室,广州 510663

电磁式电流互感器 直流偏磁 饱和电流重构 小波变换 随机森林分类算法

2024

南方电网技术
南方电网科学研究所有限责任公司

南方电网技术

CSTPCD北大核心
影响因子:1.42
ISSN:1674-0629
年,卷(期):2024.18(12)