HFCAS OpenIR
Incorporating environmental impacts into zero-point shifting diagnosis of wind turbines yaw angle
Yang, Jian1; Wang, Li1; Song, Dongran1; Huang, Chaoneng1; Huang, Liansheng2; Wang, Junlei3
2022
Source PublicationENERGY
ISSN0360-5442
Corresponding AuthorSong, Dongran(humble_szy@163.com)
AbstractThe diagnostic mechanism of yaw angle zero-point shifting (ZPS) of wind turbines (WTs) is based on the variation of the output power at different yaw angles. However, the output power is significantly affected by environmental factors. To improve the diagnostic performance, a diagnostic method based on SCiForest and Sparse Gaussian Process Regression (SGPR) is proposed, in which two environmental factors including air temperature and turbulence intensity are incorporated into the ZPS diagnosis procedure. On this basis, the diagnostic model is developed, the diagnostic performance is explored by considering the individual and coupling effect of environmental factors, and the model validation is made on the actual operation data of the three 3 MW WTs. The validation results show that the air temperature and turbulence intensity have a mutual promotion effect on the diagnostic performance. Specifically, the diagnostic accuracy for the three WTs is slightly improved by including the individual effect of the environmental factors, while it is noticeably enhanced by 68.706 %, 65.411 % and 59.572 %, respectively, considering the coupling effect. After calibrating the yaw angle ZPS, the annual profit for the three WTs can be increased by 9.150 %, 15.417 % and 21.649 %, respectively, which shows the proposed method has the potential in improving the operation efficiency of the WTs and reducing the cost of wind power. (c) 2021 Elsevier Ltd. All rights reserved.
KeywordWind turbines Yaw angle Zero-point shifting Air temperature Turbulence intensity
DOI10.1016/j.energy.2021.121762
WOS KeywordTURBULENCE INTENSITY ; ERROR ; MODEL
Indexed BySCI
Language英语
Funding ProjectNational Natural Science Foun-dation of China[61803393] ; National Natural Science Foun-dation of China[51777217] ; Natural Science Foundation of Hunan Province[2020JJ4751] ; Innovation-Driven Project of Central South University[2020CX031]
Funding OrganizationNational Natural Science Foun-dation of China ; Natural Science Foundation of Hunan Province ; Innovation-Driven Project of Central South University
WOS Research AreaThermodynamics ; Energy & Fuels
WOS SubjectThermodynamics ; Energy & Fuels
WOS IDWOS:000701747800012
PublisherPERGAMON-ELSEVIER SCIENCE LTD
Citation statistics
Cited Times:4[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.hfcas.ac.cn:8080/handle/334002/124878
Collection中国科学院合肥物质科学研究院
Corresponding AuthorSong, Dongran
Affiliation1.Cent South Univ, Sch Automat, Changsha, Peoples R China
2.Chinese Acad Sci, Inst Plasma Phys, Hefei, Peoples R China
3.Zhengzhou Univ, Sch Mech & Power Engn, Zhengzhou, Peoples R China
Recommended Citation
GB/T 7714
Yang, Jian,Wang, Li,Song, Dongran,et al. Incorporating environmental impacts into zero-point shifting diagnosis of wind turbines yaw angle[J]. ENERGY,2022,238.
APA Yang, Jian,Wang, Li,Song, Dongran,Huang, Chaoneng,Huang, Liansheng,&Wang, Junlei.(2022).Incorporating environmental impacts into zero-point shifting diagnosis of wind turbines yaw angle.ENERGY,238.
MLA Yang, Jian,et al."Incorporating environmental impacts into zero-point shifting diagnosis of wind turbines yaw angle".ENERGY 238(2022).
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