The invention discloses a large-scale soil organic carbon
spatial distribution simulation method involving environmental factors, relating to the field of digital soil
cartography. The method includes the following steps of: 1, overlapping a
vegetation type map with a
soil type map to generate a combined
spatial distribution map of
vegetation-soil units, assigning a corresponding pattern spot in the map with the mean value of the soil organic carbon content of each
vegetation-soil unit, and thereby obtaining the soil organic carbon mean value
spatial distribution curve m(k) with the resolution ratio of 1km; 2, expressing relation between vegetation-soil mean value residuals and the quantitative environmental factors by a neural
network model, and thereby obtaining the vegetation-soil mean value residual spatial distribution curve f'(xi, k, yj, k); 3, stimulating the spatial distribution curves of the remained residuals r'(xi, k, yj, k) by an HASM model; 4, at last, adding the m(k) with the f'(xi, k, yj, k) and the r'(xi, k, yj, k) to obtain the stimulation result of the soil organic carbon spatial distribution by the HASM_EF method. According to the large-scale soil organic carbon spatial distribution
simulation method involving environmental factors, reference is provided for accurately estimating the national-scale soil organic carbon reserve and researching spatiotemporal changes of large-scale soil property.