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Performance of the CMA-GD Model in Predicting Wind Speed at Wind Farms in Hubei, China

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成果类型:
期刊论文
作者:
Xu, Pei-hua;Cheng, Chi;Wang, Wen;Chen, Zheng-hong;Zhong, Shui-xin;...
通讯作者:
Cheng, C
作者机构:
[Chen, Zheng-hong; Cheng, Chi; Xu, Pei-hua] Hubei Meteorol Serv Ctr, Wuhan 430079, Peoples R China.
[Xu, Pei-hua] Cent China Normal Univ, Fac Artificial Intelligence Educ, Sch Educ Informat Technol, Wuhan 430079, Peoples R China.
[Wang, Wen] Hubei Energy Grp New Energy Dev Co Ltd, Wuhan 430069, Peoples R China.
[Zhong, Shui-xin; Zhang, Yan-xia] China Meteorol Adm, Guangzhou Inst Trop & Marine Meteorol, Guangdong Prov Key Lab Reg Numer Weather Predict, Guangzhou 510641, Peoples R China.
通讯机构:
[Cheng, C ] H
Hubei Meteorol Serv Ctr, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
CMA-GD;wind;speed;prediction;wind;farm;root;mean;square;error;performance;evaluation
期刊:
热带气象学报
ISSN:
1004-4965
年:
2023
卷:
29
期:
4
页码:
473-481
基金类别:
National Key Research and Development Program of the Ministry of Science [2018YFB1502801]; Hubei Provincial Natural Science Foundation [2022CFD017]; Innovation and Development Project of China Meteorological Administration [CXFZ2023J044]
机构署名:
本校为其他机构
院系归属:
教育信息技术学院
摘要:
This study assesses the predictive capabilities of the CMA-GD model for wind speed prediction in two wind farms located in Hubei Province, China. The observed wind speeds at the height of 70m in wind turbines of two wind farms in Suizhou serve as the actual observation data for comparison and testing. At the same time, the wind speed predicted by the EC model is also included for comparative analysis. The results indicate that the CMA-GD model performs better than the EC model in Wind Farm A. The CMA-GD model exhibits a monthly average correlation coefficient of 0.56, root mean square error of...
摘要(中文):
This study assesses the predictive capabilities of the CMA-GD model for wind speed prediction in two wind farm...展开更多 This study assesses the predictive capabilities of the CMA-GD model for wind speed prediction in two wind farms located in Hubei Province,China.The observed wind speeds at the height of 70m in wind turbines of two wind farms in Suizhou serve as the actual observation data for comparison and testing.At the same time,the wind speed predicted by the EC model is also included for comparative analysis.The results indicate that th...

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