4 accepted papers
The performance of Non-Intrusive Load Monitoring is strongly depending on the choice of features and their ability to uniquely describe the signatures of different appliances. Especially for transfer-learning applications, the invariance of the features with respect to changes in the time domain is…
Non-Intrusive Load Monitoring aims to extract multiple unknown variables, i.e. device signatures, from a single observation, thus it can be considered as a single-channel source separation problem. Source separation methods and especially Non-negative Matrix Factorization have been utilized to solve…
Non-Intrusive Load Monitoring aims to extract the energy consumption of individual electrical appliances through disaggregation of the total power load measured by one smart-meter. In this article we introduce the use of fractional calculus in the Non-Intrusive Load Monitoring task. Specifically the…
Non-Intrusive Load Monitoring aims to disaggregate the energy consumption measurements of a smart-meter from household to device level. Most commercial smart-meters measure at 1 Hz or slightly higher, in order to be able to wirelessly transmit the acquired data to a server for further data analysis.…