The invention discloses a geomorphic stage division and DEM construction method based on an air substitution
time index, and relates to the technical field of surveying and mapping
remote sensing and geographic
information processing.The method comprises the steps that firstly, space
cutting is conducted on a high-resolution DEM, an independent
watershed sample is extracted,
terrain elements such as a valley line, a
ridge line, a channel line and a
watershed boundary line are extracted from the independent
watershed sample, the
terrain elements are spliced with the DEM, and an independent watershed model is obtained; constructing an
image pair sample; secondly, for each sample, calculating four types of air
generation time indexes including area elevation integral, main
ditch-
branch ditch ratio, gully density and
surface roughness, giving weights to the indexes in combination with expert knowledge, and dividing the samples in the
juvenile period, the adulty period and the old period according to
a weighting result to obtain an air
generation time data set; and finally, training the CGAN network in stages, and generating high-resolution DEMs in different development stages. Through scientific
landform development stage division, the expression ability of the model to
landform details is improved, and the adaptability and
interpretability to different
landform evolution stages are also enhanced.