A Global Irradiance Prediction Model Using Convolutional Neural Networks, Wavelet Neural Networks, and Masked Multi-Head Attention Mechanism

A Global Irradiance Prediction Model Using Convolutional Neural Networks, Wavelet Neural Networks, and Masked Multi-Head Attention Mechanism

Accurate prediction of global irradiance is critical for optimizing energy management in photovoltaic (PV) systems, particularly in solar-powered electric vehicles (ESVs). However, traditional models struggle to capture the complex spatial and temporal dependencies in irradiance data, limiting predi...

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Bibliographic Details
Main Authors: Walid Mchara, Lazhar Manai, Mohamed Abdellatif Khalfa, Monia Raissi, Salah Hannechi
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Photovoltaic
forecasting
regression models
deep learning
hybrid
Online Access:https://ieeexplore.ieee.org/document/10876149/
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