Real-Time Wavelet-Based Data Compression in Light of IEC61850 Communication Protocol

被引:0
|
作者
Ayub, Rizwan [1 ]
Morsi, Walid G. [1 ]
机构
[1] Ontario Tech Univ, Comp & Software Engn Dept, Smart Grid & Elect Vehicles Res Lab, Oshawa, ON, Canada
来源
2022 IEEE CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE) | 2022年
基金
加拿大自然科学与工程研究理事会;
关键词
Data compression; power quality; wavelets; DISTURBANCE DATA-COMPRESSION; POWER; FORMS;
D O I
10.1109/CCECE49351.2022.9918247
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This study addresses the problem of data compression in the context of IEC61850 communication protocol used in smart grids. The study presents a new approach based on wavelet compression that uses the predictor importance to identify the wavelet detail level that holds the salient features of the disturbance signal and then applies a hybrid threshold that includes both hard and soft thresholds to the wavelet details. The effectiveness of the proposed approach has been tested and evaluated and the results have shown that the proposed approach was very effective in increasing the compression ratio leading to reduction in the file sizes. Furthermore, the results of testing the proposed approach using a real-time digital simulator in the context of IEC61850 showed that the implementation of the proposed approach not only led to a significant reduction in the number of messages but also leads to a reduction in their sizes while maintaining a high-quality signal reconstruction following the compression process.
引用
收藏
页码:151 / 158
页数:8
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