振动传感器数据集用于估计风扇线圈电机的健康状况
Heitor Lifsitch1, Gabriel Rocha2, Hendrio Bragança3
1Department of R&D, TPV company, Amazonas, Brazil.
Data in brief
|September 17, 2024
概括
我们介绍了FAN-COIL-I,这是来自风扇线圈电机的真实世界的振动数据集. 这些数据有助于预测运动健康问题,优化维护计划,提高运营效率.
科学领域:
- 工程 工程师 工程师 工程师
- 数据科学数据科学数据科学
背景情况:
- 持续的运动健康监测对于工业效率至关重要.
- 现有的数据集往往缺乏现实世界的操作数据,限制了诊断准确性.
- 风圈电机在商业建筑中很普遍,需要可靠的监控.
研究的目的:
- 介绍FAN-COIL-I,这是一个新的,广泛的振动传感器数据集,来自风扇线圈电机.
- 为推进运动健康检测和预测性维护研究提供现实世界的数据集.
- 为验证诊断模型与真实的运行条件建立一个基准.
主要方法:
- 在两个星期内从风扇线圈电机收集了高分辨率 (32KHz) 的振动数据.
- 从发动机的前后两侧获得的数据.
- 保证数据反映了企业环境中真正的运营模式.
主要成果:
- 该数据集,FAN-COIL-I,捕获了全面的振动信号.
- 它提供了关于风扇线圈电机的动态运行模式的见解.
- 这些数据适用于真正的电机诊断和预测性维护.
结论:
- FAN-COIL-I是运动健康监测研究的宝贵资源.
- 数据集有助于制定高效的预测性维护策略.
- 它作为一个可靠的基准,用于真实世界的电机状况分析.
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