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A Novel Method to Construct Taxonomy Electrical Appliances Based on Load Signaturesof

机译:基于负荷特征的分类电器构造新方法

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摘要

A load signature is an electrical expression that a load device or appliance distinctly possesses. Load signatures can be applied to produce many useful services and products, such as, determining the energy usage of individual appliances, monitoring the health of critical equipment, monitoring power quality, and developing facility management tools. Load signatures of typical yet extensive loads are needed to be collected before applying them to different services and products. As there are an enormous number of electrical appliances, it is beneficial to classify the appliances for building a well-organized load signature database. The objective of this study is to develop an effective method to classify the loads. A 2-dimensional form of load signatures, voltage-current (V-l) trajectory, is suggested for characterizing the typical household appliances.Hierarchical clustering method was employed to classify the appliances and construct the taxonomy of the appliances. The taxonomy based on V-l trajectory was compared to the taxonomies based on traditional power metrics and eigenvectors in the previous studies. It was found that the groups of appliances in the taxonomy based on V-I trajectory were well-separated and had engineering meanings .
机译:负载特征是负载设备或电器明显拥有的电气表达。负载签名可用于产生许多有用的服务和产品,例如确定单个设备的能源使用,监视关键设备的运行状况,监视电源质量以及开发设施管理工具。在将典型但广泛的负载应用于不同的服务和产品之前,需要收集这些负载的签名。由于存在大量的电器,因此对电器进行分类以建立组织良好的负载特征数据库是有益的。这项研究的目的是开发一种有效的方法来对载荷进行分类。提出了二维签名形式的电压-电流(V-1)轨迹来表征典型的家用电器。采用分层聚类方法对家用电器进行分类,并建立了家用电器的分类法。在以前的研究中,将基于V-1轨迹的分类法与基于传统功率度量和特征向量的分类法进行了比较。发现基于V-I轨迹的分类法中的电器组是分开的,具有工程意义。

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