太赫兹科学与电子信息学报2024，Vol.22Issue(5)：537-542,557,7.DOI:10.11805/TKYDA2022124
基于改进降噪自编码器的馈线终端失效率预测
Failure rate prediction for feedback terminal units based on the improved stacked denoising autoencoder
摘要
Abstract
As an important component in smart grid,the Feedback Terminal Unit(FTU)occasionally faces the unexpected shutdown due to the extreme operation environment.The failure rate prediction of massive Feedback Terminal Units(FTUs)is investigated by using the Stacked Denoising Autoencoder(SDAE)failure rate estimation method improved by the Dropout Regularization operation to prevent overfitting.Adadelta algorithm is employed to optimize the learning rate.An accurate failure prediction is realized with satisfied learning rate.A series of experiments are conducted to verify the advantages of the proposed method in solving the FTU failure estimation problem关键词
馈线终端装置/Dropout方法/Adadelta算法/堆叠降噪自编码器Key words
Feedback Terminal Unit/Dropout method/Adadelta algorithm/Stacked Denoising Autoencoder分类
动力与电气工程引用本文复制引用
赵建军,刘佳林,李洋,王珩瑜,杨挺..基于改进降噪自编码器的馈线终端失效率预测[J].太赫兹科学与电子信息学报,2024,22(5):537-542,557,7.基金项目
国网冀北公司科技资助项目(520144200017) （520144200017）
