A voltage and current measurement dataset for plug load appliance identification in households
Sign Up to like & getrecommendations! Published in 2020 at "Scientific Data"
DOI: 10.1038/s41597-020-0389-7
Abstract: This paper presents the Plug-Load Appliance Identification Dataset (PLAID), a labelled dataset containing records of the electrical voltage and current of domestic electrical appliances obtained at a high sampling frequency (30 kHz). The dataset contains 1876… read more here.
Keywords: appliance; load appliance; appliance identification; dataset ... See more keywords
Residential Appliance Identification Using 1-D Convolutional Neural Network Based on Multiscale Sinusoidal Initializers
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2022.3168043
Abstract: Appliance identification and classification are primary requirement for successful deployment of demand side management in smart grid. Traditionally, load identification is carried out after extracting handcrafted features from electrical signals followed by classification algorithms, which… read more here.
Keywords: appliance identification; appliance; cnn; convolutional neural ... See more keywords