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数据集用于探索C45E钢在纵向转时的声音和切削力组件之间的关系
Vladimir Mitrović1, Milan Zdravković1, Milan Trifunović1
1Faculty of Mechanical Engineering in Niš, University of Niš, Aleksandra Medvedeva 14, 18104 Niš, Serbia.
Data in brief
|October 6, 2025
概括
这项研究探讨了使用声音来估计金属转中的切削力,为昂贵的力传感器提供了更简单的替代方案. 这些发现表明,声学监测可以有效预测加工条件.
科学领域:
- 制造业 工程 制造工程
- 声学 声学 在声学方面
- 信号处理 信号处理
背景情况:
- 监测切削力组件 (触角,辐射,轴) 对于识别纵向转中不利的加工条件至关重要.
- 传统的力传感器成本高昂,难以集成到机床中,因此需要更简单的监控解决方案.
研究的目的:
- 评估声学监测对估计切断力组件的潜力.
- 为研究人员提供数据集和方法,以探索基于声音的加工过程监控.
主要方法:
- 在C45E钢的纵向转过程中收集了同步的声音记录和切削力测量.
- 进行了100次试验,切割速度,切割深度和料速度各不相同.
- 在时间和频率领域提取了260个声音特征,以及力特征.
主要成果:
- 收集的数据库包括原始传感数据,提取的特征和分析代码.
- 广泛的声音特征数据集为开发基于声学的力估计模型提供了基础.
- 探索性数据分析是为进一步研究提供指导的.
结论:
- 声学监测为估计切削力提供了一种可行且潜在的成本效益高的方法.
- 提供的数据集有助于研究开发简化机床监控系统.
- 这项工作支持制造过程监测和控制的进步.
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