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Pipeline for Annual Averaged Wind Power Output Generation Prediction of Wind Turbines Based on Large Wind Speed Data Sets and Power Curve Data
In this article, an abstract framework for annual averaged wind power output generation prediction of wind turbines is presented which is heavily based on large wind speed data sets and power curve data of wind turbines due to the rising interest in wind energy as one main future renewable energy so...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8563481/ https://www.ncbi.nlm.nih.gov/pubmed/34754770 http://dx.doi.org/10.1016/j.mex.2021.101499 |
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author | Wacker, Benjamin Schlüter, Jan Chr. |
author_facet | Wacker, Benjamin Schlüter, Jan Chr. |
author_sort | Wacker, Benjamin |
collection | PubMed |
description | In this article, an abstract framework for annual averaged wind power output generation prediction of wind turbines is presented which is heavily based on large wind speed data sets and power curve data of wind turbines due to the rising interest in wind energy as one main future renewable energy source. As combinations of arbitrary power curve modeling techniques and arbitrary wind speed distributions based on wind speed data are seldom combined, the abstract combination of these two aspects in wind power output generation prediction in one pipeline is thoroughly described here. Conclusively, one detailed example wind speed data set from a weather station situation in Bremen, Germany illustrates applicability of the presented framework. |
format | Online Article Text |
id | pubmed-8563481 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-85634812021-11-08 Pipeline for Annual Averaged Wind Power Output Generation Prediction of Wind Turbines Based on Large Wind Speed Data Sets and Power Curve Data Wacker, Benjamin Schlüter, Jan Chr. MethodsX Method Article In this article, an abstract framework for annual averaged wind power output generation prediction of wind turbines is presented which is heavily based on large wind speed data sets and power curve data of wind turbines due to the rising interest in wind energy as one main future renewable energy source. As combinations of arbitrary power curve modeling techniques and arbitrary wind speed distributions based on wind speed data are seldom combined, the abstract combination of these two aspects in wind power output generation prediction in one pipeline is thoroughly described here. Conclusively, one detailed example wind speed data set from a weather station situation in Bremen, Germany illustrates applicability of the presented framework. Elsevier 2021-08-25 /pmc/articles/PMC8563481/ /pubmed/34754770 http://dx.doi.org/10.1016/j.mex.2021.101499 Text en © 2021 The Authors. Published by Elsevier B.V. https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Method Article Wacker, Benjamin Schlüter, Jan Chr. Pipeline for Annual Averaged Wind Power Output Generation Prediction of Wind Turbines Based on Large Wind Speed Data Sets and Power Curve Data |
title | Pipeline for Annual Averaged Wind Power Output Generation Prediction of Wind Turbines Based on Large Wind Speed Data Sets and Power Curve Data |
title_full | Pipeline for Annual Averaged Wind Power Output Generation Prediction of Wind Turbines Based on Large Wind Speed Data Sets and Power Curve Data |
title_fullStr | Pipeline for Annual Averaged Wind Power Output Generation Prediction of Wind Turbines Based on Large Wind Speed Data Sets and Power Curve Data |
title_full_unstemmed | Pipeline for Annual Averaged Wind Power Output Generation Prediction of Wind Turbines Based on Large Wind Speed Data Sets and Power Curve Data |
title_short | Pipeline for Annual Averaged Wind Power Output Generation Prediction of Wind Turbines Based on Large Wind Speed Data Sets and Power Curve Data |
title_sort | pipeline for annual averaged wind power output generation prediction of wind turbines based on large wind speed data sets and power curve data |
topic | Method Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8563481/ https://www.ncbi.nlm.nih.gov/pubmed/34754770 http://dx.doi.org/10.1016/j.mex.2021.101499 |
work_keys_str_mv | AT wackerbenjamin pipelineforannualaveragedwindpoweroutputgenerationpredictionofwindturbinesbasedonlargewindspeeddatasetsandpowercurvedata AT schluterjanchr pipelineforannualaveragedwindpoweroutputgenerationpredictionofwindturbinesbasedonlargewindspeeddatasetsandpowercurvedata |