Verification method for home electrical signal disaggregation
| Type of publication: | Article |
| Citation: | |
| Journal: | ESIOT (Extending Seamlessly to the Internet of Things) |
| Year: | 2014 |
| Month: | July |
| Abstract: | In order to enable demand response schemes for residential and industrial users, and to get power consumers involved in the general effort to save energy and decrease the carbon footprint of human activities, it is crucial to be able to monitor each component of the total power consumption of a household or of an industrial site over time. A cost effective and readily available solution to obtain these data is to exploit Non-Intrusive Load Monitoring (NILM) techniques over low frequency smart meter readings. Such methods have still important limitations in the detection of some types of appliances. For that reason, this work presents a new non intrusive load disaggregation method for residential households, based on low frequency measurements of active and reactive power. Our method allows detecting some families of common household appliances which were undetectable through low frequency NILM methods proposed so far. The proposed method has been validated on an experimental setting and using direct measurements of appliances consumption, proving that it allows achieving a high level of accuracy in load disaggregation. |
| Keywords: | Advanced Metering Infrastructure, Data intelligence analysis, Energy information management, Microgrid |
| Authors | |
| Added by: | [] |
| Total mark: | 0 |
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