Environmental and Work Factors That Drive Fatigue of Individual Haul Truck Drivers

Many factors influence the fatigue state of human beings, and has a significant adverse effect on health safety haulage operators in mine. Among various monitoring systems mine operations, currently, Percentage Eye Closure (PERCLOS) is common. However, work other environmental haul truck drivers; PERCLOS do not consider these their modeling fatigue. Therefore, factors’ impact individual operations could yield interesting insights into managing This study provides an approach using operational data sets to find leading indicators operators’ A machine learning algorithm used model individual. eXtreme Gradient Boosting (XGBoost) chosen for this because its efficiency, accuracy, feasibility, which integrates multiple tree models stronger interpretability. number negative positive samples are created from available increase datasets. Then, results compared with existing models. selected algorithm, along big set was able create comprehensive model. The importance among sets.