基于小波变换和集成分类器的智能电网可靠保护方案

Deepa U. Mishra, Preeti Jain
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引用次数: 1

摘要

“智能电网”的出现是通过在当前的低压配电框架内利用分布式能源(DER)的潜力来管理不断增长的电力需求的新趋势的结果。尽管配电网从智能电网中受益匪浅,但可再生和同步der的整合问题使保护工作本身就很困难。与可以承受高达10倍故障电流的同步der相比,可再生der的动态生产行为仅限于承载高达额定电流2-3倍的故障电流,这在操作环境方面形成了两者之间的明显区别。由于这些因素,随之而来的安全挑战变得更加困难。由于故障电流的大小随模式的不同而变化,因此在孤岛模式和并网模式之间,故障电流的大小有很大的变化。因此,有必要开发一种准确可靠的方法,可以在两种模式下运行,并满足智能电网的保护需求,而不会受到与电力电子接口设备和非线性负载相关的谐波的影响。在此背景下,提出了一种基于离散小波变换(DWT)和Bagged决策树数据挖掘方法联合框架的智能电网保护策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Reliable Protection Scheme for Smartgrid Based On Wavelet Transform and Ensemble Classifier
The advent of the “Smartgrid” is a result of the new trend of managing the increasing power demand by harnessing the potential of distributed energy resources (DER) within the current low voltage distribution framework. Even while the distribution networks benefit greatly from the Smartgrid, the integration problems with renewable and synchronous DERs have rendered protection jobs inherently difficult. When compared to synchronous DERs, which can endure fault current up to 10 times, renewable DERs' dynamic producing behaviour, which is restricted to carrying fault current up to 2–3 times the rated current, creates a clear distinction between the two in terms of operating circumstances. As a result of these factors, the accompanying security challenges become even more difficult. Because the magnitude of fault current varies according to mode, there is a significant variation in the amount of fault current between islanded and grid-connected modes. As a result, it is necessary to develop an accurate and dependable approach that can operate in both modes and fulfil the Smartgrid's protection needs without being influenced by harmonics associated with power electronic interface devices and non-linear loads. In this context, a protection strategy for the Smartgrid has been presented that is based on the joint framework of discrete wavelet transform (DWT) and Bagged decision tree based data-mining approach.
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