The invention discloses a
ground penetrating radar (GPR) section horizontal interference suppression method based on a
diffusion model. The method comprises the following steps: (1) constructing a standardized profile interference
data set containing an actual measurement sample and a
simulation sample; wherein an actual measurement sample comes from an
urban road detection profile, and proper samples are screened out through mean value reduction preprocessing operation; a
simulation sample is subjected to forward modeling based on a
time domain finite difference method (FDTD), and various road structures and underground anomaly features are simulated; (2) a comprehensive ResBlock is introduced into the
diffusion model, a lightweight Agent Agent module is introduced between ResBlocks of all
layers, a space attention mechanism is deployed at the middle connection position of the Unet architecture, and a strategy based on Cosine theta schema is introduced in the forward
diffusion stage; (3) training by using an improved diffusion model based on the constructed
data set to obtain a trained model; and (4) sending
test set data into the trained model, and completing the horizontal interference suppression test reasoning of the GPR profile. According to the method, construction of the horizontal interference
data set and improvement of the diffusion model are combined together, the problems that a current traditional low-rank
decomposition method is insufficient in intelligent degree, difficult to consider multi-
source data and depends on manual parameter adjustment are solved, and
technical support is provided for GPR high-resolution imaging and
anomaly detection.