Heartdis: a generalizable end-to-end energy disaggregation pipeline
The need for a more energy-efficient future is now more evident than ever. Energy
disagreggation (NILM) methodologies have been proposed as an effective solution for the
reduction in energy consumption. However, there is a wide range of challenges that NILM
faces that still have not been addressed. Herein, we propose HeartDIS, a generalizable
energy disaggregation pipeline backed by an extensive set of experiments, whose aim is to
tackle the performance and efficiency of NILM models with respect to the available data. Our …
disagreggation (NILM) methodologies have been proposed as an effective solution for the
reduction in energy consumption. However, there is a wide range of challenges that NILM
faces that still have not been addressed. Herein, we propose HeartDIS, a generalizable
energy disaggregation pipeline backed by an extensive set of experiments, whose aim is to
tackle the performance and efficiency of NILM models with respect to the available data. Our …
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