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Steam pipeline leakage identification method and device, storage medium and terminal equipment

A steam pipeline and recognition method technology, applied in the direction of character and pattern recognition, genetic rules, instruments, etc., can solve the problems that are not suitable for the noise environment of power plants, inaccurate and inaccurate measurement of process parameters, etc., so as to avoid inspection and detection of pipeline operation , Improve the accuracy and recognition efficiency

Pending Publication Date: 2022-03-18
SHAJIAO C POWER STATION OF GUANGDONG YUDEAN GRPCO +1
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The first type: manual inspection method, experienced technicians carry detection equipment to carry out leak detection and positioning of the pipeline in sections; the second type: punching and metering method, which is an interventional method to sense pipeline leakage, This type of method not only affects the fluid flow state, resulting in inaccurate measurement of process parameters, but also introduces safety hazards caused by welding quality and other reasons; the third type: acoustic emission leak detection method, which is not suitable for the noise environment of power plants, and the interference is serious. Not accurate enough

Method used

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  • Steam pipeline leakage identification method and device, storage medium and terminal equipment
  • Steam pipeline leakage identification method and device, storage medium and terminal equipment
  • Steam pipeline leakage identification method and device, storage medium and terminal equipment

Examples

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Embodiment 1

[0040] see figure 1 , which is a steam pipeline leakage identification method provided by an embodiment of the present invention, including the following steps 101-step S103:

[0041] Step S101: Obtain the topological network structure of the pipeline, and obtain the central value and weight of the topological network structure as the initial antibody according to the preset value determination rules.

[0042] Specifically, the topological network structure of the pipeline is acquired, the topological network structure is initialized and coded, and the central value and weight of the topological network structure after the initialization coding are obtained as the initial antibody according to the preset value determination rules.

[0043] In this embodiment, the topological network structure of the pipeline is obtained, and the central value and weight value of the topological network structure are determined, wherein the determination of the central value and weight value of...

Embodiment 2

[0080] see figure 2 , which is a schematic flowchart of a steam pipeline leakage identification method provided by an embodiment of the present invention, including the following steps S1-S13:

[0081] S1: Obtain the network topology of the pipeline.

[0082] S2: Determine the center point and the weight of the network topology, where the center point and the weight are determined as random values.

[0083] S3: Obtain the initial error through the RBF neural network and the center point and weight of the network topology.

[0084] S4: Initialize and encode the network topology.

[0085] S5: If the antigenic invasion is recognized, first execute step S11, the immune memory cells produce m initial antibodies, and then execute step S6; if the antigenic invasion is not recognized, first execute step S11, then according to the previous iterative evolution operation For all the primary antibodies and antibodies stored in the immune memory cells, a number m of primary antibodies ...

Embodiment 3

[0113] see image 3 , which is an embodiment of the present invention also provides a steam pipeline leakage identification device, including: an initial antibody acquisition module 301 , an iterative calculation module 302 and an output result module 303 .

[0114] The initial antibody acquisition module 301 is configured to acquire the topological network structure of the pipeline, and obtain the central value and weight of the topological network structure as the initial antibody according to preset numerical determination rules.

[0115] Specifically, the topological network structure of the pipeline is acquired, the topological network structure is initialized and coded, and the central value and weight of the topological network structure after the initialization coding are obtained as the initial antibody according to the preset value determination rules.

[0116] The iterative calculation module 302 is used to iteratively calculate the initial antibody according to the...

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Abstract

The invention discloses a steam pipeline leakage identification method and device, a storage medium and terminal equipment, and the method comprises the steps: obtaining a topological network structure of a pipeline, and determining a rule according to a preset numerical value, and obtaining a central value and a weight value of the topological network structure as initial antibodies; performing iterative computation on all the initial antibodies according to parameters of a preset immune genetic algorithm, so as to update a current fitness function through an error obtained by an RBF neural network algorithm in each iterative computation, and then performing evolutionary operation on all the initial antibodies according to the updated fitness function, so as to obtain an evolutionary result of all the initial antibodies; updating the immune memory cells according to all initial antibodies after evolution operation until the number of iterations reaches a preset value to obtain a plurality of iterative antibodies; and outputting a pipeline leakage prediction result according to the plurality of iterative antibodies. Compared with the prior art, the method can improve the accuracy and recognition efficiency of pipeline steam detection.

Description

technical field [0001] The invention belongs to the field of steam pipeline leakage detection, and in particular relates to a steam pipeline leakage identification method, device, storage medium and terminal equipment. Background technique [0002] In power plants, steam pipes are an indispensable and important part. The working environment of these pipes is very harsh, and they are prone to corrosion, cracks, and fatigue damage under the action of steam, which will eventually lead to steam leakage accidents in the pipes, which are harmful to power plant employees and equipment. Safety is very harmful, especially when the gas pipeline contains flammable, explosive or toxic gases, how to detect accidents in a timely and accurate manner is the main problem faced by such pipeline leakage monitoring. [0003] At this stage, due to the diversity and complexity of steam pipeline leakage, there is no general pipeline leakage detection method at home and abroad, and different detect...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/62G06N3/12
CPCG06N3/126G06F18/214
Inventor 高苑辉程国辉罗树能范振宁陈嘉秦士伟陈创庭饶睦敏邹祥波
Owner SHAJIAO C POWER STATION OF GUANGDONG YUDEAN GRPCO
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