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A Novel and Scalable Home Appliances Electrical Signature Database for Smart Home Energy Management

机译:用于智能家居能源管理的新颖且可扩展的家用电器电子签名数据库

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This paper proposes a comprehensive framework named HAESD designed under the software environment LabVIEW to build up a database for NonIntrusive Load Monitoring (NILM) purposes. It provides the central component of a scalable architecture for the storage of current and voltage measurements related to real-world Home Electrical Appliances (HEAs) and the extraction of their electrical features. A connection is established between the two softwares LabVIEW and MySQL, where the latter is used as a Relational Database Management System (RDBMS) to generate and to manage a database of HEAs’ current and voltage measurements. This connection is performed thanks to the ODBC standards. The goal behind HAESD development is to store/load electrical signatures data in/from the designed database. These electrical signatures are computed under the LabVIEW environment starting from HEAs’ supply current and voltage measurements. The supply current and voltage of each HEA is acquired thanks to National Instrument (NI) current and voltage acquisition and data transfer modules. An experimental setup has allowed testing and validating the HAESD framework implementation. Experimental results are given considering a microwave as an example of real-world HEA. This framework will help to establish scalable and large database of real-world HEAs with the view to identify them and manage their electricity consumption.
机译:本文提出了一个名为HAESD的综合框架,该框架是在LabVIEW软件环境下设计的,目的是建立用于非侵入式负载监控(NILM)的数据库。它提供了可伸缩体系结构的中心组件,用于存储与实际家用电器(HEA)相关的电流和电压测量值,并提取其电气功能。两种软件LabVIEW和MySQL之间建立了连接,后者被用作关系数据库管理系统(RDBMS)来生成和管理HEA电流和电压测量值的数据库。由于使用ODBC标准,因此可以执行此连接。 HAESD开发背后的目标是在设计数据库中存储电子签名数据/从设计数据库中存储电子签名数据。这些电子签名是在LabVIEW环境下从HEA的电源电流和电压测量开始计算的。借助美国国家仪器(NI)的电流和电压采集以及数据传输模块,可以采集每个HEA的电源电流和电压。实验设置允许测试和验证HAESD框架的实现。给出的实验结果以微波炉为现实世界中HEA的一个例子。该框架将有助于建立可扩展的大型HEA数据库,以识别它们并管理其用电量。

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