Online Evaluation for the Accuracy of Electronic Voltage Transformer Based on Recursive Principal Components Analysis
The electronic voltage transformer (EVT) has received much attention with the recent global trend to establish smart grids and digital substations. One of the main issues of the EVT is the deterioration of its performance with long-term operation which affects the control and protection systems it i...
Main Authors: | , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2020-10-01
|
Series: | Energies |
Subjects: | |
Online Access: | https://www.mdpi.com/1996-1073/13/21/5576 |
id |
doaj-a51c4c97c2334e108a6d94172ddea383 |
---|---|
record_format |
Article |
spelling |
doaj-a51c4c97c2334e108a6d94172ddea3832020-11-25T03:05:39ZengMDPI AGEnergies1996-10732020-10-01135576557610.3390/en13215576Online Evaluation for the Accuracy of Electronic Voltage Transformer Based on Recursive Principal Components AnalysisZhenhua Li0Yangang Zheng1Ahmed Abu-Siada2Mengyao Lu3Hongbin Li4Yanchun Xu5College of Electrical Engineering & New Energy, China Three Gorges University, Yichang 443002, ChinaCollege of Electrical Engineering & New Energy, China Three Gorges University, Yichang 443002, ChinaDiscipline of Electrical and Computer Engineering, Curtin University, Perth, WA 6000, AustraliaCollege of Electrical Engineering & New Energy, China Three Gorges University, Yichang 443002, ChinaSchool of Electrical and Electronic Engineering, Huazhong University of Science and Technology, Wuhan 430074, ChinaCollege of Electrical Engineering & New Energy, China Three Gorges University, Yichang 443002, ChinaThe electronic voltage transformer (EVT) has received much attention with the recent global trend to establish smart grids and digital substations. One of the main issues of the EVT is the deterioration of its performance with long-term operation which affects the control and protection systems it is employed for and hence the overall reliability of the power grids. This calls for the essential need for a reliable technique to regularly assess the accuracy of operating EVT in real-time. Unfortunately, traditional calibration methods cannot detect the incipient EVT performance change in real-time. As such, this paper presents a new online method to evaluate the accuracy of the EVT. In this regard, the <em>Q</em>-statistic is calculated based on the recursive principal components analysis (RPCA) using the output data of EVT to map up the changes of metering error on the electric–physics relationship. By employing the output data of the EVT along with the power grid characteristics, the performance of the EVT is evaluated without the need for a standard transformer, as per the current industry practice. Results show that the proposed method can assess the EVT with a 0.2 accuracy class.https://www.mdpi.com/1996-1073/13/21/5576electronic voltage transformermeasurement accuracyrecursive principal components analysisonline evaluationasset management |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Zhenhua Li Yangang Zheng Ahmed Abu-Siada Mengyao Lu Hongbin Li Yanchun Xu |
spellingShingle |
Zhenhua Li Yangang Zheng Ahmed Abu-Siada Mengyao Lu Hongbin Li Yanchun Xu Online Evaluation for the Accuracy of Electronic Voltage Transformer Based on Recursive Principal Components Analysis Energies electronic voltage transformer measurement accuracy recursive principal components analysis online evaluation asset management |
author_facet |
Zhenhua Li Yangang Zheng Ahmed Abu-Siada Mengyao Lu Hongbin Li Yanchun Xu |
author_sort |
Zhenhua Li |
title |
Online Evaluation for the Accuracy of Electronic Voltage Transformer Based on Recursive Principal Components Analysis |
title_short |
Online Evaluation for the Accuracy of Electronic Voltage Transformer Based on Recursive Principal Components Analysis |
title_full |
Online Evaluation for the Accuracy of Electronic Voltage Transformer Based on Recursive Principal Components Analysis |
title_fullStr |
Online Evaluation for the Accuracy of Electronic Voltage Transformer Based on Recursive Principal Components Analysis |
title_full_unstemmed |
Online Evaluation for the Accuracy of Electronic Voltage Transformer Based on Recursive Principal Components Analysis |
title_sort |
online evaluation for the accuracy of electronic voltage transformer based on recursive principal components analysis |
publisher |
MDPI AG |
series |
Energies |
issn |
1996-1073 |
publishDate |
2020-10-01 |
description |
The electronic voltage transformer (EVT) has received much attention with the recent global trend to establish smart grids and digital substations. One of the main issues of the EVT is the deterioration of its performance with long-term operation which affects the control and protection systems it is employed for and hence the overall reliability of the power grids. This calls for the essential need for a reliable technique to regularly assess the accuracy of operating EVT in real-time. Unfortunately, traditional calibration methods cannot detect the incipient EVT performance change in real-time. As such, this paper presents a new online method to evaluate the accuracy of the EVT. In this regard, the <em>Q</em>-statistic is calculated based on the recursive principal components analysis (RPCA) using the output data of EVT to map up the changes of metering error on the electric–physics relationship. By employing the output data of the EVT along with the power grid characteristics, the performance of the EVT is evaluated without the need for a standard transformer, as per the current industry practice. Results show that the proposed method can assess the EVT with a 0.2 accuracy class. |
topic |
electronic voltage transformer measurement accuracy recursive principal components analysis online evaluation asset management |
url |
https://www.mdpi.com/1996-1073/13/21/5576 |
work_keys_str_mv |
AT zhenhuali onlineevaluationfortheaccuracyofelectronicvoltagetransformerbasedonrecursiveprincipalcomponentsanalysis AT yangangzheng onlineevaluationfortheaccuracyofelectronicvoltagetransformerbasedonrecursiveprincipalcomponentsanalysis AT ahmedabusiada onlineevaluationfortheaccuracyofelectronicvoltagetransformerbasedonrecursiveprincipalcomponentsanalysis AT mengyaolu onlineevaluationfortheaccuracyofelectronicvoltagetransformerbasedonrecursiveprincipalcomponentsanalysis AT hongbinli onlineevaluationfortheaccuracyofelectronicvoltagetransformerbasedonrecursiveprincipalcomponentsanalysis AT yanchunxu onlineevaluationfortheaccuracyofelectronicvoltagetransformerbasedonrecursiveprincipalcomponentsanalysis |
_version_ |
1724677244085862400 |