From Empirical Analysis to Mixture‐of‐Experts Modeling: Zero‐Shot Cross‐Frequency Forecasting in Real‐Time Photovoltaic Management

The integration of renewable energy sources, particularly solar photovoltaics (PV), has increased the complexity of real‐time data management. Heterogeneous devices with varying control cycles and frequent missing data further complicate this process. Traditional rule‐based or device‐specific method...

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Autori principali:	Issei Suemitsu, Toru Kono, Ryo Wakabayashi, Jun Tsunoda, Yosuke Yamaguchi, Wenpeng Wei
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	Wiley-VCH 2026-02-01
Serie:	Advanced Energy & Sustainability Research
Soggetti:	cross‐frequency forecasting machine learning solar power generation time series forecasting zero‐shot learning
Accesso online:	https://doi.org/10.1002/aesr.202500355
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