Experimental investigation on cavitation and cavitation detection of axial piston pump based on MLP-Mixer

被引：24

作者：

Lan, Yuan ^{[1
,2
]}

Li, Zhijie ^{[2
]}

Liu, Shengzheng ^{[2
]}

Huang, Jiahai ^{[1
,2
]}

Niu, Linkai ^{[1
,2
]}

Xiong, Xiaoyan ^{[1
,2
]}

Niu, Chenguang ^{[1
,2
]}

Wu, Bing ^{[1
,2
]}

Zhou, Xu ^{[3
,4
]}

Yan, Jinbao ^{[3
,4
]}

An, Siyuan ^{[3
,4
]}

Lv, Jishuang ^{[3
,4
]}

机构：

[1] Minist Educ Adv Transducers & Intelligent Control, Key Lab, Taiyuan, Peoples R China

[2] Taiyuan Univ Technol, Inst Mechatron Engn, Coll Mech & Vehicle Engn, Taiyuan, Peoples R China

[3] Taiyuan Res Inst Co Ltd, China Coal Sci & Ind Grp, Taiyuan, Peoples R China

[4] Shanxi Tiandi Coal Machine Equipment Co Ltd, Taiyuan, Peoples R China

来源：

MEASUREMENT | 2022年 / 200卷

基金：

美国国家科学基金会;

关键词：

Axial piston pump; Cavitation detection; Vibration signal processing; MLP-Mixer; CENTRIFUGAL PUMP; NETWORKS; EROSION; TIME;

D O I：

10.1016/j.measurement.2022.111582

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

Hydraulic pump constitutes the key component in hydraulic power system and its fault diagnosis is of great importance. Among all types of pumps, the axial piston pump is widely used, but due to its high speed and high pressure working condition, its cavitation characteristics are not so good as those of other hydraulic pumps. Therefore, in this article, a new cavitation detection framework that contains both experimental investigations and numerical signal processing is proposed to detect cavitation intensity of the axial piston pump. Cavitation intensity of the axial piston pump has been divided into three stages: normal state, cavitation development state and cavitation severe state. The cavitation detection model based on MLP-Mixer is introduced to recognize cavitation intensity of the axial piston pump with given working conditions. The testing accuracy of optimized cavitation detection model is quite high with above 99% for all given working conditions.

引用

页数：10

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