Intelligent fault diagnosis method and system for gas pressure regulating equipment, terminal and storage medium

A technology of fault diagnosis and gas pressure regulation, which is applied in the field of gas pressure regulation, can solve problems such as inability to identify fault types and few fault data, so as to save equipment maintenance costs, improve intelligence level, safety and reliability, and optimize production operation The effect of management

Pending Publication Date: 2020-06-16
BEIJING GAS GRP
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Problems solved by technology

[0007] In view of the deficiencies in the prior art, this application provides an intelligent fault diagnosis method, system, terminal and storage medium...

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  • Intelligent fault diagnosis method and system for gas pressure regulating equipment, terminal and storage medium
  • Intelligent fault diagnosis method and system for gas pressure regulating equipment, terminal and storage medium
  • Intelligent fault diagnosis method and system for gas pressure regulating equipment, terminal and storage medium

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Embodiment Construction

[0068] In order to make the purposes, technical solutions and advantages of the embodiments of the present application clearer, the technical solutions in the embodiments of the present application will be clearly and completely described below in conjunction with the drawings in the embodiments of the present application. Obviously, the described embodiments It is a part of the embodiments of this application, not all of them. Based on the embodiments in this application, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the scope of protection of this application.

[0069] Please refer to figure 1 , figure 1 It is a flow chart of an intelligent fault diagnosis method for gas pressure regulating equipment provided in the embodiment of the present application. The method 100 includes:

[0070] S101: Obtain the feature vector of the fault data of the gas pressure regulating equipment with known fault types as a tr...

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Abstract

The invention provides an intelligent fault diagnosis method and system for gas pressure regulating equipment, a terminal and a storage medium. The method comprises the following steps: acquiring a gas pressure regulating equipment fault data feature vector of a known fault type, training an SVM algorithm by using a training sample as the training sample of the SVM, and establishing an SVM fault diagnosis classification model by using a Gaussian radial basis kernel function K; optimizing the parameters C and g of the SVM fault diagnosis classification model by adopting a genetic algorithm, andestablishing an optimized SVM fault diagnosis classification model; and utilizing the optimized SVM fault diagnosis classification model to carry out fault diagnosis on the gas pressure regulator toobtain a fault type. The classification model based on the support vector machine is constructed, the fault type is diagnosed, the problems that in the prior art, fault data are few, and high-precision recognition cannot be carried out on the fault type are solved, good learning ability is achieved, and the problems of data small sample, non-linearity, high-dimension classification and the like can be solved. Finally, an implementation scheme of the computer system is provided.

Description

technical field [0001] The present application relates to the technical field of gas pressure regulation, in particular to an intelligent fault diagnosis method, system, terminal and storage medium for gas pressure regulation equipment. Background technique [0002] The urban gas pipeline transmission and distribution system is composed of receiving station (or gate station), transmission and distribution pipeline network, gas storage facilities, pressure regulation facilities, operation management facilities and monitoring system. Among them, the gas pressure regulating device occupies a very important position in the urban gas supply system, and its operation stability and reliability have a great impact on the urban gas supply, directly affecting the stability of the downstream gas supply pressure. [0003] In order to ensure the safety of gas supply in the process of production and operation, the gas company has formulated strict inspection, maintenance, maintenance mana...

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Application Information

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IPC IPC(8): G06K9/62G06N3/12
CPCG06N3/126G06F18/2411G06F18/214
Inventor 王硙刘瑶李夏喜吕淼张明作钱迪王庆余
Owner BEIJING GAS GRP
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