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基于小波包变换的智能电网数据压缩与重构

Smart grid data compression and reconstruction by wavelet packet transform.

作者信息

Jadhav Rakhi, Mahajan Anurag

机构信息

Electronics and Telecommunication Engineering, Symbiosis Institute of Technology, Symbiosis International (Deemed University), Pune 412115, India.

出版信息

MethodsX. 2024 Jul 20;13:102872. doi: 10.1016/j.mex.2024.102872. eCollection 2024 Dec.

Abstract

A smart grid is a power network from generation to consumers and provides beneficial, steady, and safe electricity. It utilizes smart meters for billing, phasor measurement units to check the system's health., etc. As a result, it contains enormous volumes of real-time data that may be shared and stored by users, control centers, and services in a smart grid. It weakens the smart grid's communication networks. The size of the data in a smart grid will grow extremely in the future. As a result, it must reduce distortion in data compression and denoise while minimizing the demand on storage and communication networks. The goal of data compression and denoising should be to maximally conserve the useful data while accurately reflecting the state of the system and providing sufficient data regeneration at the receiving end. This paper has used lower-order different wavelets to represent a design to compress and reconstruct data at level three using wavelet Packet Transform. It works on the phasor measurement unit's current magnitude and voltage sag signals.•The proposed design has a better compression ratio.•Low reconstruction error.•This design is easy to access, systematic, profitable, and not time-consuming.

摘要

智能电网是一个从发电到用户的电力网络,可提供有益、稳定且安全的电力。它利用智能电表进行计费,使用相量测量单元来检查系统健康状况等。因此,它包含大量可由智能电网中的用户、控制中心和服务共享与存储的实时数据。这会削弱智能电网的通信网络。未来,智能电网中的数据量将极大增长。因此,它必须在减少数据压缩中的失真和去噪的同时,将对存储和通信网络的需求降至最低。数据压缩和去噪的目标应该是在最大程度保留有用数据的同时,准确反映系统状态并在接收端提供足够的数据再生。本文使用低阶不同小波来表示一种设计,该设计利用小波包变换在三级进行数据压缩和重构。它作用于相量测量单元的电流幅值和电压暂降信号。•所提出的设计具有更好的压缩比。•重构误差低。•该设计易于实现、系统、有益且不耗时。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32b4/11332056/28cee5f57279/ga1.jpg

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