load-disaggregation

There are 1 repository under load-disaggregation topic.

MORED
MOREDataset / MORED
A Moroccan Buildings’ Electricity Consumption Dataset. MORED is made available by TICLab of the International University of Rabat (UIR), and the data collection was carried out as part of PVBuild research project, coordinated by Prof. Mounir Ghogho and funded by the United States Agency for International Development (USAID).
load-forecasting load-disaggregation electricity-consumption consumption-data dataset nilm energy-disaggregation
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EEE17A / DNN-for-NILM
In this project, we've tried applying various DNNs to the problem of non-intrusive load monitoring (NILM) and compared their results for various appliances using the REDD dataset. We took a sliding window approach in hopes that we'll be able to achieve real time disaggregation with further tuning and testing. We compare the disaggregated energy consumption results based on MSE, MAE, Relative Error and F1 Score.
energy-disaggregation neural-networks feature-learning nilm energy-consumption deep-learning cnn-model load-disaggregation load-forecasting lstm-model
Language:Jupyter Notebook 2

MOREDataset / MORED