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Smart Meters for Domestic Consumers: Innovative Methods for Identifying Appliances using NIALM

机译:国内消费者的智能电表:使用Nialm识别设备的创新方法

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A country drives by their people and the electricity energy, the availability of the electricity power reflects the strength of that country. All most everything depends on the electricity energy, So it is become very important that we use the available energy very efficiently, and here the energy management come in the picture and Non Intrusive appliance Load monitoring (NIALM) is the part of energy management, in which the energy consumption by the particular load is monitored without any intrusion of wire/circuit. In literature, NIALM has been discussed as a monitoring process for conservation of energy using single point sensing (SPS) for extraction of aggregate signal of the appliances’ features, ignoring the second function of demand response (DR) assuming that it would be manual or sensor-based. This assumption is not implementable in developing countries like India, because of requirement of extra cost of sensors, and privacy concerns. Surprisingly, despite decades of research on NIALM, none of the suggested procedures has resulted in commercial application. This paper highlights the causes behind non- commercialization, and proposes a viable and easy solution worthy of commercial exploitation both for monitoring and DR management for outage reduction in respect of Indian domestic consumers. Using a approach of multi point sensing (MPS), combined with Independent Component Analysis (ICA), experiments has been done in laboratory environment and CPWD specification has been followed.
机译:由他们的人民和电能的国家驱动,电力的可用性反映了该国的力量。所有大多数一切都取决于电力,因此我们非常有效地使用可用的能量,并且在此处的能源管理进入图片和非侵入式设备负载监测(Nialm)是能源管理的一部分,监测特定负载的能量消耗,而无需侵入电线/电路。在文献中,已经讨论了Nialm作为使用单点传感(SPS)保护能量的监测过程,以提取电器特征的总信号,忽略了需求响应(DR)的第二个功能,假设它是手动或传感器为基础。这种假设在印度等发展中国家不可能,因为要求传感器的额外费用和隐私问题。令人惊讶的是,尽管对Nialm的研究数十年来,但没有建议的程序导致商业申请。本文重点介绍了非商业化背后的原因,并提出了一种可行且简便的解决方案,商业剥削对于监测和博士的监督管理,以减少印度国内消费者的停电。使用多点感测(MPS)的方法,结合独立分量分析(ICA),在实验室环境中进行了实验,并进行了CPWD规范。

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