The tunnel boring machine (TBM) is an important and common construction method for
urban subways, and it requires a detailed and rational control strategy to ensure the safety …

This research develops a hybrid approach that integrates light gradient boosting machine
(LightGBM) and non-dominated sorting genetic algorithm II (NSGA-II) to optimize the tunnel …

Timely and reasonable matching of the control parameters and geological conditions of the
rock mass in tunnel excavation is crucial for hard rock tunnel boring machines (TBMs) …

The timely and appropriate adjustment of operational control strategy is necessary for
efficient tunnelling and hazard prevention in tunnel boring machine (TBM) projects. Because …

Abstract A Tunnel Boring Machine (TBM) is an extremely large and complex engineering
machine that usually works under a complicated geological environment to excavate tunnel …

Due to the rapid development of the urban metro system, the situation of new excavation
work being conducted adjacent to existing tunnels is quite common and becomes prime …

Full-face tunnel boring machine (TBM) is a modern and efficient tunnel construction
equipment. A reliable and accurate TBM performance (like penetration rate, PR) prediction …

In recent years, tunnel boring machines (TBMs) have been widely used in tunnel
construction. However, the TBM control parameters set based on operator experience may …

For intelligent risk prediction and optimization in the shield tunnel excavation under
uncertainty, this paper proposes a data-driven decision support framework based on the …

The decision-making method of tunnel boring machine (TBM) operating parameters has a
significant guiding significance for TBM safe and efficient construction, and it has been one …