An adaptive operating parameters decision-making method for shield machine considering geological environment

•It proposes a geological adaptive operating parameters decision-making method.•It also optimizes parameters of screw machine rotation speed and soil bin pressure.•A D-ResNet network is proposed to predict tunneling speed and cutterhead torque.•Optimization time of our method is much lower than existing optimization methods.•Our decision-making method effectively balance efficiency and energy consumption.