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Substation operation behavior identification method and device

An identification method and substation technology, applied in the field of image recognition, can solve problems such as hidden dangers of electricity inspection and illegal operation risks, and achieve the effect of improving the recognition rate

Pending Publication Date: 2021-02-09
ELECTRIC POWER RES INST OF GUANGDONG POWER GRID
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AI Technical Summary

Problems solved by technology

However, different technicians may have different understanding and implementation of safety regulations, which will bring potential risks of illegal operations and cause huge hidden dangers to electrical inspection safety.

Method used

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  • Substation operation behavior identification method and device
  • Substation operation behavior identification method and device
  • Substation operation behavior identification method and device

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Embodiment Construction

[0034] In order to enable those skilled in the art to better understand the solutions of the present invention, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments are only Some, but not all, embodiments of the invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0035] figure 1 It is a method flowchart of an embodiment of a substation operation behavior identification method, such as figure 1 as shown, figure 1 Including:

[0036] 101. Obtain a large number of marked electroprobe images. The labeling method is to use a rectangular frame to mark the electroprobe in the complete electroprobe image, and at the same time mark the top ...

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Abstract

The invention discloses a transformer substation operation behavior identification method and device. The method comprises the steps: acquiring a large number of marked electricity testing rod imagesd; training a target detection network by adopting the electroscope image to obtain an electroscope detection model; carrying out electricity testing operation by adopting personnel with different heights to obtain a corresponding electricity testing video data set; detecting each frame of image in the electricity testing video data set by adopting an electricity testing rod detection model, and recording the positions of the top end and the bottom end of an electricity testing rod in the image to obtain a first data set comprising the positions of the top end and the bottom end of the electricity testing rod; training the constructed deep recurrent neural network by adopting the first data set to obtain an electricity testing violation detection model; and classifying the newly acquired electricity testing videos by adopting an electricity testing violation detection model, and judging whether violation electricity testing behaviors occur in the videos or not. According to the invention, the convolutional neural network is adopted to detect the electricity testing rod, and the convolutional network and the recursive network are integrated to judge the violation electricity testingbehavior, so that the recognition rate of the violation electricity testing behavior is improved.

Description

technical field [0001] The invention relates to the technical field of image recognition, in particular to a method and device for substation operation behavior recognition. Background technique [0002] As a key node of the power system, the substation must carry out high-quality operation and maintenance to ensure the safe and stable operation of the power system. In the operation and maintenance of substations and daily operations, electric inspection operations are often required. Due to the dangers of the substation environment, the electrical inspection operation must usually be completed by professional and technical personnel. However, different technicians may have different understanding and implementation of safety regulations, which will bring potential risks of illegal operations and cause huge hidden dangers to electrical inspection safety. It is an important requirement for the automation development and safety supervision of the power system to monitor the ...

Claims

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Application Information

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IPC IPC(8): G06K9/00G06K9/62G06Q10/00G06Q50/06
CPCG06Q10/20G06Q50/06G06V20/41G06F18/214G06F18/241Y04S10/50
Inventor 杨英仪张晓晔王朋吴昊麦晓明
Owner ELECTRIC POWER RES INST OF GUANGDONG POWER GRID
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