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Hydraulic slide valve internal leakage detection method based on acoustic emission technology

An acoustic emission technology and hydraulic slide valve technology, which are applied in the field of leakage detection in hydraulic slide valves, can solve the problems of the accuracy of detection or prediction results and the unsatisfactory processing speed, and achieve the advantages of short prediction time, improved efficiency and improved prediction accuracy. Effect

Pending Publication Date: 2020-12-22
NAVAL UNIV OF ENG PLA
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Problems solved by technology

But at present, acoustic emission technology is still mainly used in gas leakage detection. For hydraulic valves and other problems related to the complexity of internal liquid flow state and signal attenuation of solid-liquid coupling, in a small number of theoretical research or experimental demonstration schemes, The accuracy and processing speed of its detection or prediction results are not ideal, and there is no relatively mature and effective method to apply acoustic emission technology

Method used

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  • Hydraulic slide valve internal leakage detection method based on acoustic emission technology
  • Hydraulic slide valve internal leakage detection method based on acoustic emission technology
  • Hydraulic slide valve internal leakage detection method based on acoustic emission technology

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Effect test

Embodiment 1

[0045] Taking a certain type of hydraulic slide valve as an example for leak detection, the specific steps are as follows:

[0046] S1: Pressurize 5 groups of hydraulic slide valves (1-12MPa, 1MPa each time), collect the experimental data of internal leakage detection, the data are the acoustic emission signals and leakage of normal slide valves and internal leakage slide valves under different pressures ;

[0047] S2: Select the db8 wavelet base to perform 6-layer wavelet packet decomposition on the acoustic emission signal, and extract the energy characteristics of each sub-band;

[0048] S3: using the sub-band energy characteristics obtained in S2 under the pressure of 1-3MPa as the training sample of the detection model, and using the least squares support vector machine method to train the detection model of the spool valve internal leakage;

[0049] S4: Select the radial basis kernel function as the kernel function of the detection model, and use the artificial bee colo...

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Abstract

The invention belongs to the technical field of hydraulic slide valve internal leakage detection methods, and particularly relates to a hydraulic slide valve internal leakage detection method based onan acoustic emission technology. The method comprises the steps: collecting hydraulic slide valve internal leakage detection experiment data, carrying out wavelet packet decomposition on acoustic emission signals, serving obtained sub-band energy characteristics as input, serving the corresponding slide valve state and internal leakage amount as output, and optimizing parameters of a radial basiskernel function; training an optimization detection model; verifying the accuracy of a classification model; Verifying the accuracy of a regression analysis model. According to the hydraulic slide valve internal leakage detection method based on the acoustic emission technology, wavelet packet decomposition is carried out on the acoustic emission signals of a normal slide valve and an internal leakage slide valve, energy characteristics of all sub-bands are extracted, and a hydraulic slide valve internal leakage diagnosis database is constructed; according to the hydraulic slide valve internal leakage detection method based on the acoustic emission technology, the accuracy is higher, the prediction time is shorter, and the efficiency of non-intrusive detection of hydraulic slide valve internal leakage is effectively improved.

Description

technical field [0001] The invention belongs to the technical field of internal leakage detection methods of hydraulic slide valves, and in particular relates to an internal leakage detection method of hydraulic slide valves based on acoustic emission technology. Background technique [0002] The hydraulic slide valve is the core control element of the hydraulic system. It is mainly used to control the on-off of the oil circuit and change the flow direction of the oil. It is widely used in various fields such as ships, chemicals, and military vehicles. Hydraulic spool valves have a high utilization rate, frequent opening, and long-term work in a high-temperature and high-pressure environment. These factors have greatly damaged the sealing surface, and the wear of the spool will increase the gap, thereby increasing the internal leakage of the spool valve and the system. It has a great impact on the security, work efficiency and economic value of the system. The current inter...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G01M3/24G06N3/00
CPCG01M3/24G06N3/006
Inventor 彭利坤宋飞何毓明刘杰陈佳吕帮俊何曦光黄斌潘炜陈佳宝屈铎
Owner NAVAL UNIV OF ENG PLA
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