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Improving the Forecasts of Coastal Wind Speeds in Tianjin,China Based on the WRF Model with Machine Learning Algorithms

Weihang ZHANG Meng TIAN Shangfei HAI Fei WANG Xiadong AN Wanju LI Xiaodong LI Lifang SHENG

气象学报(英文版)2024,Vol.38Issue(3):570-585,16.
气象学报(英文版)2024,Vol.38Issue(3):570-585,16.DOI:10.1007/s13351-024-3096-z

Improving the Forecasts of Coastal Wind Speeds in Tianjin,China Based on the WRF Model with Machine Learning Algorithms

Improving the Forecasts of Coastal Wind Speeds in Tianjin,China Based on the WRF Model with Machine Learning Algorithms

Weihang ZHANG 1Meng TIAN 2Shangfei HAI 3Fei WANG 1Xiadong AN 1Wanju LI 1Xiaodong LI 4Lifang SHENG5

作者信息

  • 1. College of Oceanic and Atmospheric Sciences,Ocean University of China,Qingdao 266100
  • 2. Tianjin Key Laboratory for Oceanic Meteorology,Tianjin Institute of Meteorological Science,Tianjin 300074
  • 3. College of Oceanic and Atmospheric Sciences,Ocean University of China,Qingdao 266100||CMA Earth System Modeling and Prediction Centre,China Meteorological Administration(CMA),Beijing 100081
  • 4. Qingdao Meteorological Bureau,Qingdao 266003
  • 5. College of Oceanic and Atmospheric Sciences,Ocean University of China,Qingdao 266100||Tianjin Key Laboratory for Oceanic Meteorology,Tianjin Institute of Meteorological Science,Tianjin 300074
  • 折叠

摘要

关键词

machine learning/Weather Research and Forecast(WRF)model/wind speed forecasting/coastal region

Key words

machine learning/Weather Research and Forecast(WRF)model/wind speed forecasting/coastal region

引用本文复制引用

Weihang ZHANG,Meng TIAN,Shangfei HAI,Fei WANG,Xiadong AN,Wanju LI,Xiaodong LI,Lifang SHENG..Improving the Forecasts of Coastal Wind Speeds in Tianjin,China Based on the WRF Model with Machine Learning Algorithms[J].气象学报(英文版),2024,38(3):570-585,16.

基金项目

Supported by the Open Project of Tianjin Key Laboratory of Oceanic Meteorology(2020TKLOMYB05)and National Natural Sci-ence Foundation of China(42275191). (2020TKLOMYB05)

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