1. Hebei Meteorological Information Center, Shijiazhuang 050021, China
2. Hebei Climate Center, Shijiazhuang 050021, China
3. Hebei Key Laboratory for Meteorology and Eco-Environment, Shijiazhuang 050021, China
4. School of Ecology and Environment, Inner Mongolia University, Hohhot 010021, China
5. Nansen-Zhu International Research Centre, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing 100029, China
6. Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters (CIC-FEMD), Nanjing University of Information Science & Technology, Nanjing 210044, China