Sustainable PV Power Forecasting via MPA-VMD Optimized BiGRU with Attention Mechanism

Accurate photovoltaic (PV) power generation forecasting is crucial for optimizing grid management and enhancing the reliability of sustainable energy systems. This study creates a novel hybrid model—MPA-VMD-BiGRU-MAM—designed to improve PV power forecasting accuracy through advanced decomposition an...

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Prif Awduron:	Yongmei Ding, Shangnan Zhou, Wenwu Deng
Fformat:	Artigo
Iaith:	Inglês
Cyhoeddwyd:	MDPI AG 2025-05-01
Cyfres:	Mathematics
Pynciau:	photovoltaic power forecasting hybrid deep learning model marine predator algorithm (MPA) variational mode decomposition (VMD) multi-head attention mechanism
Mynediad Ar-lein:	https://www.mdpi.com/2227-7390/13/9/1531
Tagiau:	Ychwanegu Tag Dim Tagiau, Byddwch y cyntaf i dagio'r cofnod hwn!