The invention relates to the field of
seabed sediment classification mapping, and provides a
seabed sediment classification mapping method based on shallow stratum profile data, which comprises the following steps: acquiring sensor data of a target
seabed, including multi-beam topographic data, side-scan image data, seismic data and shallow stratum profile data; multi-dimensional acoustic-
terrain-seismic features are constructed, acoustic
feature matching is carried out on multi-beam
terrain data and side-scan image data, seismic data are introduced, and an extended hierarchical model is constructed; constructing a preliminary
submarine topography model diagram by using a spatial interpolation
algorithm, repairing a preliminary missing region by using a
generative adversarial network, generating a complete
submarine topography model diagram, embedding multi-dimensional acoustic-
topography-seismic features, and predicting a
sediment migration trend; and generating a seabed substrate classification
planar graph and a three-dimensional geological profile map, and performing seabed substrate classification mapping in combination with a sediment migration trend. According to the invention, the resolution and integrity of the
submarine topography model can be significantly improved, and the dynamic classification map reflecting the current and future patterns is generated.