Health Monitoring of Centrifugal Pumps Using Digital Models

被引:3
作者
Fatah, Amr A. Abdel [1 ]
Hassan, Mohammed A. [2 ]
Lotfy, Mohamed [3 ]
Dimitri, Antoine S. [4 ]
机构
[1] British Univ Egypt, Dept Mech Engn, Ctr Excellence Predict Maintenance, Cairo 11837, Egypt
[2] Fayoum Univ, Dept Elect Engn, Al Fayyum 63514, Egypt
[3] Cairo Univ, Dept Aerosp Engn, Fac Engn, Giza 12613, Egypt
[4] Cairo Univ, Mech Dept Design & Prod, Fac Engn, Giza 12613, Egypt
来源
JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME | 2019年 / 141卷 / 09期
关键词
condition-based monitoring; cavitation; pressure pulsation; vibration analysis; dynamic response; MIXED-FLOW PUMP;
D O I
10.1115/1.4043225
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The area of predictive maintenance (PM) has received growing research interest in the past few years. Diagnostic capabilities of PM technologies have increased due to advances made in sensor technologies, signal processing algorithms, and the rapid development of computational power and data handling algorithms. Conventional PM programs are mostly built around analyzing sensors' data collected from physical systems. Incorporating simulation data collected from digital models replicating the physical system with sensors' data can lead to more optimization for operation and maintenance. This paper demonstrates the role of using digital models in implementing effective condition monitoring on centrifugal pumps. Two digital models are used to study the dynamic performance of a centrifugal pump experiencing cavitation condition. The first model is a three-dimensional fully turbulent computational fluid dynamic (CFD) model. Based on the pressure distribution obtained from the CFD, a novel analytical pressure pulsation model is developed and used to simulate the exciting forces affecting the pump. The second digital model is a pump casing dynamic model which is used to predict the casing vibration response to exciting forces due to faulty operating conditions. Results obtained from the digital models are validated using an experimental test rig of a small centrifugal pump. Using this concept, a pump faulty operation can be simulated to provide complete understanding of the root cause of the fault. Additionally, digital models can be used to simulate different corrective actions that would restore the normal operation of the pump.
引用
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页数:8
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