主轴承全寿命周期数据集

主轴承全寿命周期数据集主要面向主轴承健康性能预测算法的研究、隧道掘进机智能运维平台运维算法需求建设，基于隧道掘进装备实际施工的PLC存储的刀盘系统和推进系统的关键部件的传感器产生，主要记录了刀盘扭矩和总推力等观测值，数据量108MB。

The Full-life Cycle Dataset of Main Bearings is primarily intended for research on health performance prediction algorithms for main bearings, and the development of operation and maintenance algorithm requirements for intelligent operation and maintenance platforms of tunnel boring machines (TBMs). The dataset is collected from sensors of key components in the cutterhead system and thrust system, with the data stored by the PLC during actual construction of tunnel boring equipment. It mainly records observed values such as cutterhead torque and total thrust, with a total data size of 108 MB.

搜集汇总

背景与挑战

背景概述

该数据集是面向隧道掘进装备主轴承健康性能预测和智能运维研究的全寿命周期数据，基于实际施工的PLC存储数据，记录了刀盘扭矩和总推力等关键观测值，数据量为108MB，包含29个文件，主要用于算法开发和平台建设。数据集来源于国家重点研发计划项目，具有较高的实用价值，适用于机械工程领域的故障诊断与预测模型训练。