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Hydraulic pump fault prediction method and device, electronic equipment and storage medium

A technology for fault prediction and hydraulic pumps, which is applied in pump testing, mechanical equipment, neural learning methods, etc., and can solve problems such as failure to realize early warning

Pending Publication Date: 2021-05-18
盛景智能科技嘉兴有限公司
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The present invention provides a hydraulic pump failure prediction method, device, electronic equipment and storage medium to solve the technical problem that the failure detection method in the prior art can only be used for after-event maintenance and cannot realize pre-warning

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  • Hydraulic pump fault prediction method and device, electronic equipment and storage medium
  • Hydraulic pump fault prediction method and device, electronic equipment and storage medium
  • Hydraulic pump fault prediction method and device, electronic equipment and storage medium

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Embodiment Construction

[0038] In order to make the purpose, technical solutions and advantages of the present invention clearer, the technical solutions in the present invention will be clearly and completely described below in conjunction with the accompanying drawings in the present invention. Obviously, the described embodiments are part of the embodiments of the present invention , but not all examples. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.

[0039] In the description of the embodiments of the present invention, it should be noted that the terms "center", "upper", "lower", "left", "right", "vertical", "horizontal", "inner", "outer " and other indicated orientations or positional relationships are based on the orientations or positional relationships shown in the drawings, and are only for the convenience of describing the embodime...

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Abstract

The invention provides a hydraulic pump fault prediction method and device, electronic equipment and a storage medium, and the method comprises the steps: obtaining the vibration characteristic data of a hydraulic pump according to the three-axis vibration data of the hydraulic pump; obtaining a fault prediction result of the hydraulic pump according to the vibration characteristic data of the hydraulic pump; wherein the vibration characteristic data comprises time domain characteristic data and frequency domain characteristic data. According to the hydraulic pump fault prediction method and device, the electronic equipment and the storage medium, the vibration characteristic data, obtained based on the three-axis vibration data of the hydraulic pump, of the hydraulic pump serves as the characteristic, the vibration characteristic data of the hydraulic pump is analyzed, the fault prediction result is obtained. According to the method, the possible faults in the future can be predicted before the faults occur, so that engineering technicians can know the use state of the hydraulic pump and the possible faults in advance and reasonably arrange the working period of the hydraulic pump, the hydraulic pump can be overhauled and maintained in time, and the service life of the hydraulic pump is prolonged.

Description

technical field [0001] The invention relates to the technical field of mechanical engineering, in particular to a hydraulic pump failure prediction method, device, electronic equipment and storage medium. Background technique [0002] The hydraulic pump is the power component of the hydraulic system. It is driven by an engine or an electric motor. It sucks oil from the hydraulic oil tank, forms pressure oil and discharges it, and sends it to the actuator. The health status of the hydraulic pump directly affects the installation efficiency of the entire working machine. [0003] In the prior art, temperature or pressure signals are usually used for fault detection of hydraulic pumps. The above signals reflect the state parameters after the hydraulic pump has failed, and can only be used for after-event maintenance, and cannot realize early warning, thus missing Favorable time for troubleshooting. Contents of the invention [0004] The invention provides a hydraulic pump f...

Claims

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Application Information

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IPC IPC(8): G06K9/62G06N3/04G06N3/08F04B51/00
CPCG06N3/08F04B51/00G06N3/044G06N3/045G06F18/24G06F18/254G06F18/214
Inventor 艾贵辰李春静王志群
Owner 盛景智能科技嘉兴有限公司
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