MINERÍA la mejor puerta de acceso al sector minero EDICIÓN 577 / OCTUBRE 2025 60 Operaciones Mineras y Gestión de Activos Abstract This study describes the development, training, and operational implementation of an anomaly detection model based on convolutional autoencoders, applied to the overland conveyor system of the Toromocho mining project. This 5 km-long conveyor is a critical asset in the production chain, connecting the primary crushing area with the concentrator plant’s stockpile. Given the system’s complexity -with more than 370 sensors integrated into the PI System-, a modular and scalable monitoring architecture was designed to enable early detection of operational deviations across six functional systems: pulleys, master CSTs, slave MODELO DE DETECCIÓN DE ANOMALÍAS PARA EL CÁLCULO DE SALUD EN LA FAJA OVERLAND
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