Due to the influence of complex factors such as atmospheric dynamic processes, physical processes and local topography geomorphology, prediction near-surface meteorological elements in numerical weather model often has deviation. The deep learning neural networks are more flexible but with high variance. Here, we proposed a stacking ensemble named FLT, which consists fully connected network emb...