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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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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. |
format | Online Article Text |
id | pubmed-9823194 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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