The global construction and infrastructure landscape has been evolving rapidly, driven by urban expansion, transportation modernization, and underground development projects. Within this environment, shield machines used for tunneling have become indispensable, enabling efficient excavation in complex geological conditions. Central to the performance of these machines are their drive systems...