智能产线几何-工艺-监测信息融合表征数据集

本数据集聚焦于智能产线中几何、工艺与监测信息的融合表征研究，基于南京航空航天大学机电学院数控加工实验室的DMG 80P数控加工中心（2022年4月-5月切削钛合金试验）构建。数据集包含：1）LabVIEW模型文件（.vi），实现机床主轴电流、功率、进给速度等动态数据与刀具尺寸等静态信息的融合关联与表征；2）测试数据集，涵盖刀尖点坐标、主轴参数（OPC_W1文件）、工件振动信号（Vib_W1文件）及切削力信号（W1_1.txt文件，含拉力、弯矩、温度等多维数据。数据以Excel可读格式存储，详细字段含义见配套说明。数据量大小为489MB。数据集完全共享，需在Windows 10专业版环境下通过LabVIEW运行模型，并配合Excel查看数据。适用于加工过程多源信息融合分析、工艺优化及刀具状态监测等场景，使用需遵守知识产权规定。

This dataset centers on the research of fusion characterization of geometric, process and monitoring information in intelligent production lines. It was constructed based on the titanium alloy cutting tests conducted at the DMG 80P CNC machining center in the CNC Machining Laboratory of the College of Mechanical and Electrical Engineering, Nanjing University of Aeronautics and Astronautics from April to May 2022. The dataset comprises: 1) LabVIEW model files (.vi), which enable the fusion association and characterization of dynamic data including machine tool spindle current, power, feed rate, as well as static information such as tool dimensions; 2) Test dataset, which covers tool tip point coordinates, spindle parameters (stored in OPC_W1 file), workpiece vibration signals (stored in Vib_W1 file) and cutting force signals (stored in W1_1.txt file containing multi-dimensional data such as tensile force, bending moment and temperature. The data is stored in Excel-readable format, and detailed meanings of each field are provided in the accompanying documentation. The total size of the dataset is 489 MB. The dataset is fully shared. The model must be run via LabVIEW under the Windows 10 Professional environment, and the data can be viewed with Excel. It is applicable to scenarios including multi-source information fusion analysis in machining processes, process optimization and tool condition monitoring. Users must comply with relevant intellectual property regulations when using this dataset.

搜集汇总

背景与挑战

背景概述

该数据集基于南京航空航天大学DMG 80P数控加工中心的钛合金切削试验构建，包含LabVIEW模型文件及测试数据，实现了几何、工艺与监测等多源信息的融合表征。数据量约为548.55MB，适用于加工过程分析、工艺优化等场景，需在特定软件环境下使用。