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Two-stage hybrid deep learning with strong adaptability for detailed day-ahead photovoltaic power forecasting
J Li, C Zhang, B Sun - IEEE Transactions on Sustainable …, 2022 - ieeexplore.ieee.org
Deep learning (DL) has been widely used in photovoltaic (PV) power forecasting due to its
advantages in nonlinear processing and feature extraction. However, it faces an overfitting …
advantages in nonlinear processing and feature extraction. However, it faces an overfitting …
[HTML][HTML] On vision transformer for ultra-short-term forecasting of photovoltaic generation using sky images
An accurate photovoltaic (PV) generation forecasting is important for grid scheduling and
dispatching. However, ultra-short-term PV generation forecasting is rather challenging …
dispatching. However, ultra-short-term PV generation forecasting is rather challenging …
A comprehensive review of shipboard power systems with new energy sources
A new energy ship is being developed to address energy shortages and greenhouse gas
emissions. New energy ships feature low operational costs and zero emissions. This study …
emissions. New energy ships feature low operational costs and zero emissions. This study …
Solar-mixer: An efficient end-to-end model for long-sequence photovoltaic power generation time series forecasting
Z Zhang, J Wang, Y **a, D Wei… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The expansion of photovoltaic power generation makes photovoltaic power forecasting an
essential requirement. With the development of deep learning, more accurate predictions …
essential requirement. With the development of deep learning, more accurate predictions …
DEST-GNN: A double-explored spatio-temporal graph neural network for multi-site intra-hour PV power forecasting
Accurate forecasting of photovoltaic (PV) power is crucial for real-time grid balancing and
storage system optimization. However, due to the intermittent and fluctuating nature of PV …
storage system optimization. However, due to the intermittent and fluctuating nature of PV …