Prediction of Slipper Pressure Distribution and Leakage Behaviour in Axial Piston Pumps Using ANN and MGGP
Joint Authors
Sinanoğlu, Cem
Özmen, Özkan
Batbat, Turgay
Güven, Ayşegül
Source
Mathematical Problems in Engineering
Issue
Vol. 2019, Issue 2019 (31 Dec. 2019), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2019-03-04
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
The pressure distribution (PD) and leakage between the slipper and swash plate in an axial piston pump (APP) have a considerable impact on the pump efficiency, affecting aspects such as the load bearing and wear performance of the slipper.
Herein, multigene genetic programming (MGGP) and artificial neural network (ANN) machine learning methods (MLMs) are incorporated into a novel approach towards predictive modelling of the PD and leakage on the slipper, which can function hydrostatically/hydrodynamically.
Experimentally measured data are used as input for the MGGP and ANN models.
The validity of the MGGP and ANN models is verified using test data excluded from the analyses.
In addition, the model results are compared with analytic equations (AEs).
Both MLMs are found to exhibit strong agreement with the measured data.
In particular, the ANN model exhibits superior prediction performance to the MGGP model and AEs.
American Psychological Association (APA)
Özmen, Özkan& Sinanoğlu, Cem& Batbat, Turgay& Güven, Ayşegül. 2019. Prediction of Slipper Pressure Distribution and Leakage Behaviour in Axial Piston Pumps Using ANN and MGGP. Mathematical Problems in Engineering،Vol. 2019, no. 2019, pp.1-13.
https://search.emarefa.net/detail/BIM-1196936
Modern Language Association (MLA)
Özmen, Özkan…[et al.]. Prediction of Slipper Pressure Distribution and Leakage Behaviour in Axial Piston Pumps Using ANN and MGGP. Mathematical Problems in Engineering No. 2019 (2019), pp.1-13.
https://search.emarefa.net/detail/BIM-1196936
American Medical Association (AMA)
Özmen, Özkan& Sinanoğlu, Cem& Batbat, Turgay& Güven, Ayşegül. Prediction of Slipper Pressure Distribution and Leakage Behaviour in Axial Piston Pumps Using ANN and MGGP. Mathematical Problems in Engineering. 2019. Vol. 2019, no. 2019, pp.1-13.
https://search.emarefa.net/detail/BIM-1196936
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1196936