多核卷积神经网络仿真数据

数据主要来自HF-MS行星齿轮箱故障植入试验台的数据集。HF-MS试验台可以快速模拟行星齿轮箱在不同转速及负载条件下的各种故障，通过数据采集设备及诊断软件对各种故障的振动状态进行对比和分析。滚动轴承可模拟的故障有轴承内圈裂纹损伤、轴承外圈损伤、轴承滚珠损伤及轴承保持架损伤。齿轮可模拟的故障有一级太阳轮断齿、一级太阳轮点蚀、一级齿圈断齿、二级齿圈裂纹、一级行星轮磨损及二级行星轮点蚀。HF-MS行星齿轮箱数据集主要面向大扭矩轮毂驱动系统健康监测与故障诊断研究，基于加速度振动传感器产生，主要记录了HF-MS行星齿轮箱的振动加速度数据，以.MAT格式保存。The dataset is primarily sourced from the HF-MS planetary gearbox fault implantation test bench. The HF-MS test bench can rapidly simulate various faults of planetary gearboxes under different rotational speed and load conditions, and conduct comparative analysis on the vibration states of different faults via data acquisition equipment and diagnostic software. For rolling bearings, the simulatable faults include bearing inner ring crack damage, bearing outer ring damage, bearing ball damage, and bearing cage damage. For gears, the simulatable faults include stage 1 sun gear tooth breakage, stage 1 sun gear pitting corrosion, stage 1 ring gear tooth breakage, stage 2 ring gear crack, stage 1 planet gear wear, and stage 2 planet gear pitting corrosion. The HF-MS planetary gearbox dataset is mainly intended for research on health monitoring and fault diagnosis of high-torque hub drive systems. It is collected using accelerometers, primarily records the vibration acceleration data of the HF-MS planetary gearbox, and is stored in .MAT format.

搜集汇总

背景与挑战

背景概述

该数据集为多核卷积神经网络仿真数据，来源于HF-MS行星齿轮箱故障植入试验台，用于模拟行星齿轮箱在不同转速和负载条件下的多种故障（包括轴承和齿轮损伤）。数据主要包含振动加速度记录，以.MAT格式存储，数据量110.2MB，共5个文件，由孙蓓蓓创建并发布，服务于大扭矩轮毂驱动系统的健康监测与故障诊断研究。