2020
DOI: 10.1186/s10033-020-00443-5
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Prediction of Leakage from an Axial Piston Pump Slipper with Circular Dimples Using Deep Neural Networks

Abstract: Oil leakage between the slipper and swash plate of an axial piston pump has a significant effect on the efficiency of the pump. Therefore, it is extremely important that any leakage can be predicted. This study investigates the leakage, oil film thickness, and pocket pressure values of a slipper with circular dimples under different working conditions. The results reveal that flat slippers suffer less leakage than those with textured surfaces. Also, a deep learning-based framework is proposed for modeling the … Show more

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Cited by 17 publications
(9 citation statements)
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References 24 publications
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“…in which Qleak is composed of the flow through the clearance between piston and cylinder. Hydraulic oil leakage has significant effect on the pump efficiency and the leakage depends on the pressure [20]. Only in case of the barrel there will be an additional leakage path for the supply of oil to the interface of piston shoe and slipper pad.…”
Section: Modeling Of Pressure Dynamics Inside the Cylindersmentioning
confidence: 99%
“…in which Qleak is composed of the flow through the clearance between piston and cylinder. Hydraulic oil leakage has significant effect on the pump efficiency and the leakage depends on the pressure [20]. Only in case of the barrel there will be an additional leakage path for the supply of oil to the interface of piston shoe and slipper pad.…”
Section: Modeling Of Pressure Dynamics Inside the Cylindersmentioning
confidence: 99%
“…The piston of the swash plate piston pump has four pairs of friction pairs, which reciprocate at the same time, and the volume of the cavity of the sealed part between each piston and the cylinder block will change. When the angle between the axis of the cylinder block and the swash plate is between 1°~20° [3], there is displacement, but when the angle between the axis of the cylinder block and the swash plate is zero, the piston does not move, not absorb oil, and the displacement is zero.…”
Section: Slipper Pair Distribution Pairmentioning
confidence: 99%
“…Авторы работы [6] исследуют утечки для различной геометрии элементов насоса, но без учета перекоса плунжера во втулке.…”
Section: анализ последних исследований и публикацийunclassified