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Deep Federated Adaptation: An Adaptative Residential Load Forecasting Approach with Federated Learning

Residential-level short-term load forecasting (STLF) is significant for power system operation. Data-driven forecasting models, especially machine-learning-based models, are sensitive to the amount of data. However, privacy and security concerns raised by supervision departments and users limit the...

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Detalles Bibliográficos
Autores principales: Shi, Yuan, Xu, Xianze
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9104819/
https://www.ncbi.nlm.nih.gov/pubmed/35590953
http://dx.doi.org/10.3390/s22093264