A robust monitoring system is essential for ensuring safety and reliability in automated construction. Activity recognition one of the critical tasks monitoring. Existing studies this area have not fully exploited potential enhancing performance machine learning algorithms using domain knowledge, especially problem formulation. This paper presents a hierarchical framework improving accuracy ide...