Underground diaphragm wall joint seam leakage prediction method and device based on deep learning

The invention provides an underground diaphragm wall joint seam leakage prediction method and device based on deep learning, and relates to the technical field of foundation pit supporting waterproofing, and the method comprises the steps: obtaining first information and second information; preprocessing and converting the first information to obtain underground diaphragm wall engineering spatio-temporal data; establishing a leakage prediction model according to the underground diaphragm wall engineering spatio-temporal data and a preset deep learning algorithm; and obtaining a recommendation scheme according to the second information and the leakage prediction model. The underground diaphragm wall joint seam leakage prediction model is established based on the deep learning algorithm, and the leakage amount of the underground diaphragm wall joint seam is predicted by obtaining the stratum distribution diagram of the historical project, the underground diaphragm wall joint seam reinforcement scheme, the leaka