Global Solar Radiation Prediction: Using Artificial Neural NetworksCase study: the city of Er-Rachidia, Morocco - Couverture souple

Khala, Mohamed; Abouzid, Houda; Teidej, Sara

 
9786204333809: Global Solar Radiation Prediction: Using Artificial Neural NetworksCase study: the city of Er-Rachidia, Morocco
Couverture souple
ISBN 10 : 6204333801 ISBN 13 : 9786204333809
Editeur : Our Knowledge Publishing, 2021

Synopsis

This book aims to develop a new RSG preversion model based on deep learning. This approach will be able to boost the prediction accuracy of RSG data. Subsequently, the present proposed algorithm effectively handles the dynamics of our targeted weather component by integrating a recurrent and dynamic model named LSTM neural network with an autoregressive process. The raw data available for training this model is divided into two sets, the first is used for the training phase while the second is reserved for testing. The specific objective therefore is to generate accurate semi-hourly RSG forecasts at the level of the city of Er-Rachidia, MOROCCO (Latitude: 31°55′53″N; Longitude: 4°25′35″ W; Elevation: 1039 m), while adopting a powerful learning algorithm named Adam. The indices and results established in this study demonstrate the robustness and confidence that can be adopted to this model which can provide power system managers with reliable forecasts to ensure better management of solar energy and power service systems.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Our Knowledge Publishing
Date d'édition
2021
Langue
anglais
ISBN 10 
6204333801
ISBN 13 
9786204333809
Reliure
Broché
Nombre de pages
92
Coordonnées du fabricant
non disponible
Personne responsable
non disponible