Shield Machine Monitoring is a specialized monitoring framework within tunnel construction monitoring that systematically tracks, analyzes, and controls the operational performance and geotechnical interactions of a tunnel boring machine equipped with a protective shield, distinguishing it by its focus on real-time machine-centric parameters such as face pressure, alignment, thrust force, and shield deformation to ensure safe and efficient excavation in complex ground conditions.