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A non-intrusive load monitoring system based on a cascaded method

机译:基于级联方法的非侵入式负荷监测系统

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Non-intrusive load monitoring (NILM) refers to a method of detecting the current energy consumptions of a house or a building using a single set of sensors at the utility service entry (USE). The voltage of USE in Taiwan can vary within ±5%. NILM, which uses active (P) and reactive powers (Q) as the load signatures may suffer from very low detection rates. In this paper, we proposed a new NILM method based on cascaded strategy. The proposed algorithm consists of three stages. In the first stage, the conventional PQ method will be employed. In the second stage, a linearized admittance method will be used to update the fundamental components of the current signals in the database due the voltage variations at USE. Finally, in the third stage, the updated current spectra from the second stage will be used for identifying the loads passed down from the first stage. It is shown via experiments that the proposed method yield better detection rate than the conventional PQ method.
机译:非侵入式负载监控(NILM)是指一种在公用事业服务入口(USE)处使用单组传感器检测房屋或建筑物当前能耗的方法。台湾的USE电压可在±5%之内变化。使用有功功率(P)和无功功率(Q)作为负载信号的NILM可能会受到非常低的检测率的困扰。在本文中,我们提出了一种基于级联策略的新的NILM方法。所提出的算法包括三个阶段。在第一阶段,将采用常规的PQ方法。在第二阶段,由于USE处的电压变化,将使用线性导纳方法更新数据库中电流信号的基本分量。最后,在第三阶段,将从第二阶段更新的当前频谱用于识别从第一阶段向下传递的负载。通过实验表明,所提出的方法比常规的PQ方法具有更好的检测率。

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