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An overview of deterministic and probabilistic forecasting methods of wind energy

In recent years, a variety of wind forecasting models have been developed, prompting necessity to review the abundant methods to gain insights of the state-of-the-art development status. However, existing literature reviews only focus on a subclass of methods, such as multi-objective optimization an...

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Detalles Bibliográficos
Autores principales: Xie, Yuying, Li, Chaoshun, Li, Mengying, Liu, Fangjie, Taukenova, Meruyert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823194/
https://www.ncbi.nlm.nih.gov/pubmed/36624842
http://dx.doi.org/10.1016/j.isci.2022.105804
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author Xie, Yuying
Li, Chaoshun
Li, Mengying
Liu, Fangjie
Taukenova, Meruyert
author_facet Xie, Yuying
Li, Chaoshun
Li, Mengying
Liu, Fangjie
Taukenova, Meruyert
author_sort Xie, Yuying
collection PubMed
description In recent years, a variety of wind forecasting models have been developed, prompting necessity to review the abundant methods to gain insights of the state-of-the-art development status. However, existing literature reviews only focus on a subclass of methods, such as multi-objective optimization and machine learning methods while lacking the full particulars of wind forecasting field. Furthermore, the classification of wind forecasting methods is unclear and incomplete, especially considering the rapid development of this field. Therefore, this article aims to provide a systematic review of the existing deterministic and probabilistic wind forecasting methods, from the perspectives of data source, model evaluation framework, technical background, theoretical basis, and model performance. It is expected that this work will provide junior researchers with broad and detailed information on wind forecasting for their future development of more accurate and practical wind forecasting models.
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spelling pubmed-98231942023-01-08 An overview of deterministic and probabilistic forecasting methods of wind energy Xie, Yuying Li, Chaoshun Li, Mengying Liu, Fangjie Taukenova, Meruyert iScience Review In recent years, a variety of wind forecasting models have been developed, prompting necessity to review the abundant methods to gain insights of the state-of-the-art development status. However, existing literature reviews only focus on a subclass of methods, such as multi-objective optimization and machine learning methods while lacking the full particulars of wind forecasting field. Furthermore, the classification of wind forecasting methods is unclear and incomplete, especially considering the rapid development of this field. Therefore, this article aims to provide a systematic review of the existing deterministic and probabilistic wind forecasting methods, from the perspectives of data source, model evaluation framework, technical background, theoretical basis, and model performance. It is expected that this work will provide junior researchers with broad and detailed information on wind forecasting for their future development of more accurate and practical wind forecasting models. Elsevier 2022-12-14 /pmc/articles/PMC9823194/ /pubmed/36624842 http://dx.doi.org/10.1016/j.isci.2022.105804 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Review
Xie, Yuying
Li, Chaoshun
Li, Mengying
Liu, Fangjie
Taukenova, Meruyert
An overview of deterministic and probabilistic forecasting methods of wind energy
title An overview of deterministic and probabilistic forecasting methods of wind energy
title_full An overview of deterministic and probabilistic forecasting methods of wind energy
title_fullStr An overview of deterministic and probabilistic forecasting methods of wind energy
title_full_unstemmed An overview of deterministic and probabilistic forecasting methods of wind energy
title_short An overview of deterministic and probabilistic forecasting methods of wind energy
title_sort overview of deterministic and probabilistic forecasting methods of wind energy
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823194/
https://www.ncbi.nlm.nih.gov/pubmed/36624842
http://dx.doi.org/10.1016/j.isci.2022.105804
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