A new method used to generate ensemble initial perturbations

(Institute of Atmospheric Physics, Chinese Academy of Sciences) In the past two decades, ensemble forecasting has been developed substantially to become a powerful approach that improves numerical weather prediction. Recently, data assimilation schemes were combined with the dynamical methods to better sample the analysis uncertainties,