工业阀门故障诊断专识数据集

本数据集聚焦工业阀门（截止阀、球阀、蝶阀、闸阀、调节阀、安全阀）的故障诊断，覆盖内漏、外漏、卡涩、执行机构故障、阀杆弯曲、无法完全关闭等典型故障模式及正常状态。提供多通道时序信号（振动、声发射、压力、阀杆位移、执行器电流）及工况参数（开度、压差、介质），并附带精确故障标签和严重程度分级。适用于泄漏检测、卡涩诊断、执行器故障分析、寿命预测等。This dataset focuses on fault diagnosis of industrial valves, including globe valves, ball valves, butterfly valves, gate valves, control valves and safety valves, covering typical fault modes such as internal leakage, external leakage, jamming, actuator failures, valve stem bending, failure to fully close, as well as the normal operating state. It provides multi-channel time-series signals (vibration, acoustic emission, pressure, valve stem displacement, actuator current) and operating condition parameters (opening degree, pressure difference, medium), along with accurate fault labels and severity grading. This dataset is applicable to leak detection, jamming diagnosis, actuator fault analysis, life prediction and other related tasks.

搜集汇总

背景与挑战

背景概述

本数据集专注于工业阀门（如截止阀、球阀等）的故障诊断，涵盖内漏、外漏、卡涩等典型故障模式及正常状态。它包含多通道时序信号和工况参数，并提供精确的故障标签与严重程度分级，适用于故障诊断算法训练和模型开发。