来自机器人组装的航空螺纹紧固件的运动和动态数据
Gustavo Jose Giardini Lahr1, Thiago Henrique Segreto Silva2, Guilherme Ribeiro Moreira2
1HRI2 Lab, Italian Institute of Technology, via San Quirico 19D, 16163 Genoa, Italy.
Data in brief
|November 29, 2023
概括
这项研究介绍了使用Kuka机器人进行工业螺丝操作的数据集,捕获力,扭矩和运动数据. 这些数据使机器学习能够用于制造业的自动化质量控制.
科学领域:
- 制造业 工程 制造工程
- 机器人技术 机器人技术 机器人技术
- 数据科学数据科学数据科学
背景情况:
- 工业螺丝是关键的制造工艺.
- 由于数据驱动的自动化,对结构化数据的需求正在增加.
- 机器人系统提供精确的数据采集能力.
研究的目的:
- 为了呈现一个新的数据集的工业螺丝操作.
- 促进数据驱动的质量控制方法的发展.
- 支持制造自动化和机器人的研究.
主要方法:
- 实验使用Kuka KR-16工业机器人进行.
- 获取时间序列数据,包括力,扭矩和位移.
- 数据集分为"安装","堵塞"和"未安装"的结果.
主要成果:
- 创建了一个关于螺丝工艺参数的全面数据集.
- 数据捕获了成功,堵塞和失败的螺纹的独特签名.
- 该数据集适用于培训和验证分类模型.
结论:
- 这一数据集对于推进工业螺丝自动化质量检查非常有价值.
- 这种资源可以加速对制造业机器学习应用的研究.
- 机器人数据采集为流程监控提供了一个强大的方法.
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