Prediction for the future mechanical behavior of underwater shield tunnel fusing deep learning algorithm on SHM data

•Revealing the influences of time, space and external load on the future mechanical behavior of tunnel structure.•Coupling mechanism of different influencing factors for the prediction of structural mechanical behavior.•Interdisciplinary application of mechanical analysis and big data technology.