基于能量图的故障检测和隔离技术的比较研究,应用于煤工厂
Jan Hendrik Smith1, George van Schoor2, Kenneth R Uren1
1School of Electrical, Electronic and Computer Engineering, Faculty of Engineering, North-West University, South Africa.
Heliyon
|December 13, 2023
概括
本研究比较了三种用于工业故障检测和隔离的能量图法. 距离参数和自值分解方法在检测故障方面表现出色,距离参数方法也证明了对隔离的稳定性.
科学领域:
- 热力学和工业工程 热力学和工业工程
- 专注于工业系统中的能量和功率分析.
背景情况:
- 了解能量和能量相互作用对于工业系统监控至关重要.
- 在物理结构上下文中捕捉这些相互作用有助于故障检测和隔离.
研究的目的:
- 为了比较评估三种基于能量图的可视化方法,用于故障检测和隔离.
- 使用真实和模拟的工业工厂数据评估每个方法的灵敏度和稳定性.
主要方法:
- 开发了三种基于能量图的可视化方法:距离参数,自值分解和残余方法.
- 利用来自煤厂的数据和模拟的故障数据进行比较分析.
- 基于故障检测和隔离能力的评估方法.
主要成果:
- 距离参数和自值分解方法在故障检测方面表现出高灵敏度和稳定性.
- 剩余方法在故障检测方面表现中等.
- 距离参数方法在故障隔离中表现出高灵敏度和稳定性,而自值分解显示出不规则的性能.
结论:
- 距离参数方法对于工业系统的故障检测和隔离都非常有效.
- 自值分解适用于故障检测,但对隔离不那么可靠.
- 剩余方法的性能在检测方面中等,在隔离方面不确.
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