Search Results for author: Adrien Petralia

Found 2 papers, 2 papers with code

ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series

1 code implementation17 Dec 2023 Adrien Petralia, Philippe Charpentier, Themis Palpanas

The experimental results with two large real datasets show that the proposed approach outperforms current solutions, including state-of-the-art time series classifiers applied to appliance detection.

Time Series Time Series Classification

Appliance Detection Using Very Low-Frequency Smart Meter Time Series

1 code implementation10 May 2023 Adrien Petralia, Philippe Charpentier, Paul Boniol, Themis Palpanas

This paper presents an in-depth evaluation and comparison of state-of-the-art time series classifiers applied to detecting the presence/absence of diverse appliances in very low-frequency smart meter data.

Meter Reading Time Series +1

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