A Model-Based Method for Leakage Detection of Piston Pump Under Variable Load Condition

Hydraulic systems have been widely used in construction machinery, aeronautics, astronautics, automobiles, shipping, and other fields. Piston pumps are power source and core component in the hydraulic system. The detection and assessment of leakage fault in piston pumps is challenging because: 1) pi...

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Main Authors: Hongbin Tang, Wenxian Yang, Zichao Wang
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8771213/
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spelling doaj-cd3e675482a74dd7ac7fc74ce925ac1d2021-04-05T17:26:20ZengIEEEIEEE Access2169-35362019-01-017997719978110.1109/ACCESS.2019.29308168771213A Model-Based Method for Leakage Detection of Piston Pump Under Variable Load ConditionHongbin Tang0https://orcid.org/0000-0001-7023-6850Wenxian Yang1Zichao Wang2College of Automotive and Mechanical Engineering, Changsha University of Science and Technology, Changsha, ChinaSchool of Engineering, Newcastle University, Newcastle upon Tyne, U.K.College of Automotive and Mechanical Engineering, Changsha University of Science and Technology, Changsha, ChinaHydraulic systems have been widely used in construction machinery, aeronautics, astronautics, automobiles, shipping, and other fields. Piston pumps are power source and core component in the hydraulic system. The detection and assessment of leakage fault in piston pumps is challenging because: 1) piston pump is always subjected to varying loads and operates at variable speeds, and the conventional condition monitoring methods that rely on instantaneous behavior analysis can hardly give reliable prediction to the actual health state of the piston pump and 2) it is not easy to obtain the typical condition monitoring data that can reflect the change of the piston pump in dynamic behavior when it suffers different severity levels of faults under various loading conditions. In order to tackle these issues, a model-based method for leakage detection of piston pump under variable load condition was proposed in this paper. The liquid-solid coupling model of piston pump is developed and verified at first. Then, with the aid of the model, different severity levels of oil leakage faults are simulated. It is found that outlet pressure signals can better indicate the oil leakage of piston pumps in comparison to the casing vibration signals. “Sub-harmonics” will appear in the frequency spectra of outlet pressure signals in the presence of oil leakage fault. Finally, the dynamic responses of the piston pump under different loading and structural health conditions are investigated systematically. The results show that external load can significantly influence the dynamic responses of the piston pump and the gradients of the trend lines of total “sub-harmonic” energy of outlet pressure provide correct prediction to the presence and growth of the oil leakage fault. Based on the investigation results, a reliable oil leakage detection and assessment method is proposed.https://ieeexplore.ieee.org/document/8771213/Piston pumpleakageliquid–solid coupling modelcondition monitoring
collection DOAJ
language English
format Article
sources DOAJ
author Hongbin Tang
Wenxian Yang
Zichao Wang
spellingShingle Hongbin Tang
Wenxian Yang
Zichao Wang
A Model-Based Method for Leakage Detection of Piston Pump Under Variable Load Condition
IEEE Access
Piston pump
leakage
liquid–solid coupling model
condition monitoring
author_facet Hongbin Tang
Wenxian Yang
Zichao Wang
author_sort Hongbin Tang
title A Model-Based Method for Leakage Detection of Piston Pump Under Variable Load Condition
title_short A Model-Based Method for Leakage Detection of Piston Pump Under Variable Load Condition
title_full A Model-Based Method for Leakage Detection of Piston Pump Under Variable Load Condition
title_fullStr A Model-Based Method for Leakage Detection of Piston Pump Under Variable Load Condition
title_full_unstemmed A Model-Based Method for Leakage Detection of Piston Pump Under Variable Load Condition
title_sort model-based method for leakage detection of piston pump under variable load condition
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2019-01-01
description Hydraulic systems have been widely used in construction machinery, aeronautics, astronautics, automobiles, shipping, and other fields. Piston pumps are power source and core component in the hydraulic system. The detection and assessment of leakage fault in piston pumps is challenging because: 1) piston pump is always subjected to varying loads and operates at variable speeds, and the conventional condition monitoring methods that rely on instantaneous behavior analysis can hardly give reliable prediction to the actual health state of the piston pump and 2) it is not easy to obtain the typical condition monitoring data that can reflect the change of the piston pump in dynamic behavior when it suffers different severity levels of faults under various loading conditions. In order to tackle these issues, a model-based method for leakage detection of piston pump under variable load condition was proposed in this paper. The liquid-solid coupling model of piston pump is developed and verified at first. Then, with the aid of the model, different severity levels of oil leakage faults are simulated. It is found that outlet pressure signals can better indicate the oil leakage of piston pumps in comparison to the casing vibration signals. “Sub-harmonics” will appear in the frequency spectra of outlet pressure signals in the presence of oil leakage fault. Finally, the dynamic responses of the piston pump under different loading and structural health conditions are investigated systematically. The results show that external load can significantly influence the dynamic responses of the piston pump and the gradients of the trend lines of total “sub-harmonic” energy of outlet pressure provide correct prediction to the presence and growth of the oil leakage fault. Based on the investigation results, a reliable oil leakage detection and assessment method is proposed.
topic Piston pump
leakage
liquid–solid coupling model
condition monitoring
url https://ieeexplore.ieee.org/document/8771213/
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