Ultra-Short-Term Distributed Photovoltaic Power Probabilistic Forecasting Method Based on Federated Learning and Joint Probability Distribution Modeling

Ultra-Short-Term Distributed Photovoltaic Power Probabilistic Forecasting Method Based on Federated Learning and Joint Probability Distribution Modeling

The accurate probabilistic forecasting of ultra-short-term power generation from distributed photovoltaic (DPV) systems is of great significance for optimizing electricity markets and managing energy on the user side. Existing methods regarding cluster information sharing tend to easily trigger issu...

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Bibliographic Details
Main Authors: Yubo Wang, Chao Huo, Fei Xu, Libin Zheng, Ling Hao
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Energies
Subjects:
distributed photovoltaic
ultra-short-term power forecasting
federated learning
spatiotemporal correlation
joint probability distribution
Online Access:https://www.mdpi.com/1996-1073/18/1/197
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