In tunnel boring machine (TBM) construction, the advance rate is a crucial parameter that affects TBM driving efficiency, project schedule, and construction cost. During operation process, various types of indicators are monitored in real-time can help to control TBM. Although some studies have already been carried out prediction, research almost all based on statistical methods shallow learnin...