Introduction: The application of intelligent learning methods to the mining characteristics and rules time-series data has gained increasing attention with rapid development deep learning. One critical such is assistant driving tunnel boring machines (TBMs), for which optimization parameters essential improve construction efficiency. However, existing prediction models TBM are “static” cannot d...