矿山设备状态评测数据集

本数据集聚焦矿山重型设备（矿卡、挖掘机、破碎机、输送带、提升机等）的健康状态评测，覆盖齿轮箱、电机、液压、输送带、结构件等故障类型。数据内容包括设备元数据、工况参数（载荷、转速、物料）、多通道传感信号（振动、温度、电流、压力、声发射）、故障标签及剩余寿命标注。适用于故障诊断、剩余寿命预测、健康状态评估、异常检测及维修决策优化等场景。This dataset focuses on the health condition assessment of heavy mining equipment, including mining trucks, excavators, crushers, conveyor belts, hoists and other related machinery, covering fault types such as gearboxes, motors, hydraulic systems, conveyor belts and structural components. The dataset includes equipment metadata, operating condition parameters (load, rotational speed, conveyed material), multi-channel sensing signals (vibration, temperature, current, pressure, acoustic emission), fault labels and remaining life annotations. It is applicable to scenarios including fault diagnosis, remaining life prediction, health condition assessment, anomaly detection and maintenance decision optimization.

搜集汇总

背景与挑战

背景概述

该数据集专注于矿山重型设备的健康状态评测，涵盖矿卡、挖掘机、破碎机等多种设备类型及其常见故障。数据包含设备元数据、工况参数、多通道传感信号以及故障标签和剩余寿命标注，适用于故障诊断、剩余寿命预测和健康状态评估等工业智能运维场景。