Research on Audible Noise of UHV Power Transformer Based on Sparse Auto-encoder

TIAN Haoyang; MA Wenjia; WANG Fenghua; ZHOU Dongxu; LI Minxian; JI Yiping

doi:10.13296/j.1001-1609.hva.2020.09.010

您当前的位置：

首页 >

文章列表页 >

Research on Audible Noise of UHV Power Transformer Based on Sparse Auto-encoder

更新时间：2025-04-26

- Research on Audible Noise of UHV Power Transformer Based on Sparse Auto-encoder
- High VoltageApparatus Vol. 56, Issue 9, Pages: 67-73+79(2020)
- 作者机构：
  
  1. 国网上海市电力公司电力科学研究院
  2. 上海交通大学电气工程系
- 作者简介：
- 基金信息：
- DOI：10.13296/j.1001-1609.hva.2020.09.010
  CLC： TM41
- Published：2020
- 稿件说明：
移动端阅览
[1]田昊洋,马文嘉,王丰华,周东旭,厉敏宪,季怡萍.基于稀疏自动编码器的特高压变压器可听噪声分析[J].高压电器,2020,56(09):67-73+79.

TIAN Haoyang, MA Wenjia, WANG Fenghua, et al. Research on Audible Noise of UHV Power Transformer Based on Sparse Auto-encoder[J]. High voltageapparatus, 2020, 56(9): 67-73+79.
[1]田昊洋,马文嘉,王丰华,周东旭,厉敏宪,季怡萍.基于稀疏自动编码器的特高压变压器可听噪声分析[J].高压电器,2020,56(09):67-73+79. DOI： 10.13296/j.1001-1609.hva.2020.09.010.

TIAN Haoyang, MA Wenjia, WANG Fenghua, et al. Research on Audible Noise of UHV Power Transformer Based on Sparse Auto-encoder[J]. High voltageapparatus, 2020, 56(9): 67-73+79. DOI： 10.13296/j.1001-1609.hva.2020.09.010.

摘要

作为特高压交流变电站内的主要噪声源之一

运行中的特高压变压器的本体噪声、冷却装置噪声及环境噪声等相互混叠

给准确分析特高压变压器的噪声特性带来不利影响。文中依据某1 000 kV交流变电站特高压变压器的噪声测试结果

通过设计阻带滤波器和合理选取稀疏自动编码器的关键参数如隐层节点数、稀疏参数等

提出了一种综合阻带滤波器和稀疏自动编码器的特高压变压器本体噪声提取方法

对比分析了特高压变压器噪声信号分离前后的频谱瀑布图。结果表明:特高压变压器的本体噪声主要集中在100、200、300 Hz分量

经所构建的稀疏自编码器网络提取的特高压变压器本体噪声的时域更为平稳

频域分辨率更高。研究结果可为特高压变电站变压器的可听噪声分析评估提供参考。

Abstract

As one of the main noise source in UHV AC substation

the body noise of power transformer

cooling device noise and environment noise of an operated UHV power transformer are always overlapped with each other.This phenomenon would bring about some negative effects for the accurate analysis of noise features of power transformer in UHV AC substation.Based on the noise measurement results of UHV power transformer in a 1 000 kV AC substation

the method to extract the body noise of UHV power transformer based on the combination of stop-band filter and sparse auto-encoder is proposed through the design of stop-band filter and reasonable selection of key parameters of sparse auto-encoder

including number of hidden layer nodes

sparse parameter

etc.The spectrum waterfall of noise signals of UHV power transformer is analyzed.The results have shown that the frequency of body noise of UHV power transformer is mainly at 100 Hz

200 Hz and 300 Hz component.The body noise of UHV power transformer obtained by the proposed network of sparse auto-encoder has the more stable waveform in time domain and high resolution in frequency domain.The results could provide the reference for the analysis and evaluation of audible noise of power transformer in UHV AC substation.

关键词

Keywords

references

Views

下载量

CSCD

Alert me when the article has been cited

提交

Tools

Publicity Resources

Quality Detection，Diagnosis and Testing of Power Transformer Based on Chaotic Algorithm

Study on Electromagnetic Force and Vibration Reduction Method of Large Capacity Transformer Clamp

Research on Insulation State Assessment Method of Power Transformer Based on Health Index

Research on Fault Diagnosis Method of Power Transformer Based on Capsule Networks

Simple Analysis of Charged Oil Compensator of Power Transformer

Related Author

TIAN Lin

ZHANG Da

LIU Zhen

WU Hongbo

YAN Jing

WEN Jun

CONG Haoxi

YANG Huina

Related Institution

State Grid Hebei Electric Power Co., Ltd.

State Grid Hebei Marketing Service Center

Wuhan University

North China Electric Power University

State Grid Shaanxi Electric Power Company

⁰