journal article·2020-11-19Open access

Selection Strategy of Vibration Feature Target under Centrifugal Pumps Cavitation

Ruijia Cao, Jianping Yuan

Applied Sciences· Volume 10· Issue 22

Abstract

The cavitation states among centrifugal pumps can be mirrored by corresponding vibration features. To select the vibration feature target scientifically and objectively for monitor the cavitation states in real time, the analysis method of grey slope correlation with weight entropy was proposed in this paper to explore the relevance between cavitation and vibration features. Thus, the net positive suction head (NPSH) and vibration signal from centrifugal pumps under multiple operation conditions were captured. Moreover, the universal feature targets were extracted from the vibration signal. The grey slope correlation method was applied in the analysis of the positive and negative relevance between NPSH and the multiple operation conditions in a different stage. These feature targets are transformed into the same numerical scale by standardization process. In the end, the final comprehensive coefficient can be attached after endowing power by weight entropy method. These methods can be used to determine the feature targets which have intensive relevance with NPSH. The analysis results indicate that the kurtosis factor, variance, absolute mean, and root mean square obtained from the vibration acceleration signal have stable relevance with NPSH. These feature targets can be used for the proper detection and evaluation of cavitation states in centrifugal pumps. Therefore, the analysis method of grey slope correlation with weight entropy can be used to pre-select the feature targets based on the calculated grey incidence. This method is effective in establishing the relevance between NPSH and vibration.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Cavitation Phenomena in Pumps · Water Systems and Optimization · Hydraulic and Pneumatic Systems

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

National Research Center of Pumps, Jiangsu University, Zhenjiang 212013, China

Funding

National Key Research and Development Program of China · Jiangsu Provincial Key Research and Development Program

References (33)

Show source-provided references
1. A new online approach for classification of pumps vibration patterns based on intelligent IoT system10.1016/j.measurement.2019.107138 ↗
2. Identification of multiple faults in rotating machinery based on minimum entropy deconvolution combined with spectral kurtosis10.1016/j.ymssp.2016.03.016 ↗
3. Experimental study on the vibrational performance and its physical origins of a prototype reversible pump turbine in the pumped hydro energy storage power station10.1016/j.renene.2018.06.057 ↗
4. A review on remedial attempts to counteract the power generation compromise from draft tubes of hydropower plants10.1016/j.renene.2019.12.141 ↗
5. Solving the runner blade crack problem for a Francis hydro-turbine operating under condition-complexity10.1016/j.renene.2019.12.057 ↗
6. Estimating uncertainty of measurements for cavitation detection in a centrifugal pump10.1016/j.measurement.2011.03.023 ↗
7. An experimental study on the cavitation vibration characteristics of a centrifugal pump at normal flow rate10.1007/s12206-018-0918-x ↗
8. An Experimental Study on Vibration Signatures for Detecting Incipient Cavitation in Centrifugal Pumps Based on Envelope Spectrum Analysis10.29252/jafm.12.06.29901 ↗
9. Cyclostationary approach to detect flow-induced effects on vibration signals from centrifugal pumps10.1016/j.ymssp.2018.05.027 ↗
10. Lu, J., Liu, X., Zeng, Y., Zhu, B., Hu, B., Yuan, S., and Hua, H. (2019). Detection of the Flow State for a Centrifugal Pump Based on Vibration. Energies, 12.10.3390/en12163066 ↗
11. Characterization of a water pump for drum-type washing machine by vibration power approach10.1016/j.ymssp.2014.10.001 ↗
12. Automation of multi-fault diagnosing of centrifugal pumps using multi-class support vector machine with vibration and motor current signals in frequency domain10.1007/s40430-018-1202-9 ↗
13. Vibration analyzing in horizontal pumping aggregate by soft computing10.1016/j.measurement.2018.04.100 ↗
14. Time-frequency analysis and support vector machine in automatic detection of defect from vibration signal of centrifugal pump10.1016/j.measurement.2017.04.041 ↗
15. Fault Diagnosis of a Hydraulic Pump Based on the CEEMD-STFT Time-Frequency Entropy Method and Multiclass SVM Classifier10.1155/2016/7431245 ↗
16. Stan, M., Pana, I., Minescu, M., Ichim, A., and Teodoriu, C. (2018). Centrifugal Pump Monitoring and Determination of Pump Characteristic Curves Using Experimental and Analytical Solutions. Processes, 6.10.3390/pr6020018 ↗
17. Cavitation inception of a van der Waals fluid at a sack-wall obstacle10.1063/1.4937595 ↗
18. Detection of Inception Cavitation in Centrifugal Pump by Fluid-Borne Noise Diagnostic
19. Vibration Characteristics Induced by Cavitation in a Centrifugal Pump with Slope Volute
20. The characteristics investigation under the unsteady cavitation condition in a centrifugal pump10.1007/s12206-017-0220-3 ↗
21. Experimental fault diagnosis for known and unseen operating conditions of centrifugal pumps using MSVM and WPT based analyses10.1016/j.measurement.2019.07.037 ↗
22. Improving accuracy of cavitation severity detection in centrifugal pumps using a hybrid feature selection technique10.1016/j.measurement.2017.05.020 ↗
23. On-line Time Domain Vibration and Current Signals Based Multi-fault Diagnosis of Centrifugal Pumps Using Support Vector Machines10.1007/s10921-018-0544-7 ↗
24. Experimental Investigation of the Effect of Air Injection on Performance and Detection of Cavitation in the Centrifugal Pump Based on Vibration Technique10.1007/s13369-020-04509-3 ↗
25. Influencing Factors of Driving Decision-Making Under the Moral Dilemma10.1109/ACCESS.2019.2932043 ↗
26. Location of substation in similar candidates using comprehensive evaluation method base on DHGF10.1016/j.measurement.2019.05.081 ↗
27. Analysis of grey relational method of the effects on machinability performance on austempered vermicular graphite cast irons10.1016/j.measurement.2019.04.059 ↗
28. Experimental Optimization of Jet Self-Priming Centrifugal Pump Based on Orthogonal Design and Grey-Correlational Method10.1007/s11630-019-1160-2 ↗
29. Grey relational analysis and optimization of guide vane for reactor coolant pump in the coasting transient process10.1016/j.anucene.2019.05.015 ↗
30. Shannon entropy and quantitative time irreversibility for different and even contradictory aspects of complex systems10.1063/1.5133419 ↗
31. Hilbert spectrum analysis of unsteady characteristics in centrifugal pump operation under cavitation status10.1016/j.anucene.2018.01.004 ↗
32. Characterization of cavitation and seal damage during pump operation by vibration and motor current signal spectra10.1177/0957650918769761 ↗
33. Cyclic Spectral Analysis of Vibration Signals for Centrifugal Pump Fault Characterization10.1109/JSEN.2018.2804908 ↗