Abstract. Lossy compression has been applied to the data of large-scale Earth system model (ESMD) due its advantages a high ratio. However, few lossy methods consider both global and local multidimensional coupling correlations, which could lead information loss in approximation compression. Here, an adaptive method, hierarchical geospatial field representation (Adaptive-HGFDR), is developed ba...