TICLab, International University of Rabat, Rabat 11100, Morocco.
ENSIAS, Mohammed V University, Rabat BP 713, Morocco.
Sensors (Basel). 2020 Feb 14;20(4):1048. doi: 10.3390/s20041048.
Non-intrusive Load Monitoring (NILM) systems aim at identifying and monitoring the power consumption of individual appliances using the aggregate electricity consumption. Many issues hinder their development. For example, due to the complexity of data acquisition and labeling, datasets are scarce; labeled datasets are essential for developing disaggregation and load prediction algorithms. In this paper, we introduce a new NILM system, called Integrated Monitoring and Processing Electricity Consumption (IMPEC). The main characteristics of the proposed system are flexibility, compactness, modularity, and advanced on-board processing capabilities. Both hardware and software parts of the system are described, along with several validation tests performed at residential and industrial settings.
非侵入式负载监测(NILM)系统旨在使用总电量来识别和监测各个电器的功耗。许多问题阻碍了它们的发展。例如,由于数据采集和标记的复杂性,数据集稀缺;标记数据集对于开发解耦和负载预测算法至关重要。在本文中,我们引入了一种新的 NILM 系统,称为集成监测和处理电量(IMPEC)。该系统的主要特点是灵活性、紧凑性、模块化和先进的板载处理能力。系统的硬件和软件部分都进行了描述,并在住宅和工业环境中进行了多项验证测试。