Physics-Informed Graph Attention Network with Topology Masking for Probabilistic Load Forecasting in Active Distribution Networks

The integration of distributed photovoltaics (PV) introduces time-varying electrical coupling in active distribution networks, limiting the efficacy of conventional forecasting methods that rely on incomplete topological information and static physical models. This paper proposes a physics-informed...

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Bibliografske podrobnosti

Principais autores:	Wenting Lei, Weifeng Peng, Chenxi Dai, Shufeng Dong
Format:	Artigo
Jezik:	Inglês
Izdano:	MDPI AG 2026-03-01
Serija:	Energies
Teme:	graph attention network load forecasting physics-informed learning probabilistic prediction topology identification
Online dostop:	https://www.mdpi.com/1996-1073/19/5/1294
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