High-resolution wind analysis plays an essential role in pollutant dispersion and renewable energy utilization. This article focuses on spatial wind downscaling. Specifically. a novel terrain-guided flatten memory network (abbreviated as TIGAM) with axial similarity constraint is proposed. https://herbsdailyes.shop/product-category/cold-and-flu/