Fault prediction method and device, model construction method and device, processor and readable storage medium

A technology of fault prediction and prediction method, which is applied in the computer field, can solve problems such as the influence of the life of the water injection pump and the impact of the water injection pump on the production and operation efficiency, and achieve good results.

Pending Publication Date: 2020-05-05
BEIJING GRIDSUM TECH CO LTD
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Problems solved by technology

[0007] The production failure of the water injection pump can be analyzed and diagnosed by means of manual inspection and observation, sound experience judgment, and frequency spectrum analysis based on vibration monitoring. It directly affects the efficiency of production operations, and at the same time, after multiple damage repairs, it will have a great impact on the overall life of the water injection pump

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  • Fault prediction method and device, model construction method and device, processor and readable storage medium
  • Fault prediction method and device, model construction method and device, processor and readable storage medium
  • Fault prediction method and device, model construction method and device, processor and readable storage medium

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Embodiment Construction

[0034] The specific implementation manners of the embodiments of the present invention will be described in detail below in conjunction with the accompanying drawings. It should be understood that the specific implementation manners described here are only used to illustrate and explain the embodiments of the present invention, and are not intended to limit the embodiments of the present invention.

[0035] figure 1 It is a flowchart of an equipment failure prediction method provided by an embodiment of the present invention. Such as figure 1 As shown, the method includes:

[0036] Step S11, obtaining parameter values ​​of various parameters related to the fault information of the device;

[0037] Step S12, input the parameter value into the equipment failure prediction model, and obtain the prediction result for the failure type and / or failure occurrence time of the equipment, wherein the failure prediction model is based on the training data of the equipment in advance A...

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Abstract

The embodiment of the invention provides a fault prediction method and a device, a model construction method and a device, a processor and a readable storage medium, and belongs to the field of computers. The fault prediction method comprises the following steps: obtaining parameter values of a plurality of parameters related to fault information of the equipment; and inputting the parameter values into an equipment fault prediction model to obtain a prediction result for predicting the fault type and / or the fault occurrence time of the equipment, the fault prediction model being a model obtained by performing machine learning on training data of the equipment in advance and used for outputting the prediction result. According to the method, important faults can be predicted in advance, sothat the water injection pump is maintained in advance, high maintenance cost is avoided, and good economic benefits are obtained.

Description

technical field [0001] The invention relates to a computer, in particular to a fault prediction, a model building method, a device, a processor and a readable storage medium. Background technique [0002] For equipment used in various fields, it is inevitable to fail due to various reasons after a long time of operation. After the failure occurs, it will cause certain losses, and some may even pose a threat to personal safety. When the failure occurs, it will be discovered And deal with it too late. [0003] Taking the water injection pump as an example, the water injection pump is the core power equipment for the water injection of the water well in the development of the water flooding oilfield. The water injection pump injects the water after oil-water separation into the water well to displace the crude oil in the reservoir. [0004] The water injection pumps used in the oil field are mainly divided into two types: centrifugal and reciprocating according to the working ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/04G06K9/62
CPCG06Q10/04G06F18/24
Inventor 李志元
Owner BEIJING GRIDSUM TECH CO LTD
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