The Blind Source Separation-based Non-intrusive Load Monitoring Method

Xiaoguang Du, Chao Zhang
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Abstract

In order to obtain the detailed energy consumption information of household internal equipment, master the composition of household energy consumption, in order to optimize the user’s power consumption behavior and reduce the household energy consumption, this paper proposes a non-invasive load monitoring optimization method based on blind source separation. This paper proposed using blind source separation algorithm to realize non-invasive load decomposition, analyzed the load independence, with negative entropy maximization as the criterion of the loads are independent of each other, to the load of the separated waveform total full load operation. The rationality of this method is verified by a simulation example of the Reference Energy Disaggregation Data (REDD) set.
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基于盲源分离的非侵入式负荷监测方法
为了获取家庭内部设备的详细能耗信息,掌握家庭能耗构成,以优化用户的用电行为,降低家庭能耗,本文提出了一种基于盲源分离的无创负荷监测优化方法。本文提出采用盲源分离算法实现无创负荷分解,分析了负荷的独立性,以负熵最大化为判据,判断各负荷之间是否相互独立,使分离后的负荷波形总满负荷运行。通过参考能量分解数据(REDD)集的仿真实例验证了该方法的合理性。
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