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Identification method for dressing specifications of distribution network field operating personnel

A technology of on-site operation and recognition method, which is applied in biometric recognition, neural learning method, character and pattern recognition, etc., and can solve problems such as poor real-time performance, incomplete coverage, and heavy workload

Active Publication Date: 2021-08-24
云南电网有限责任公司信息中心
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Supervising the distribution network personnel to wear work clothes can effectively reduce the electric shock accidents of the operators and ensure the safety of the operators. However, the staff of the monitoring center manually screens the video for illegal operations, which has a heavy workload and cannot be fully screened. Can only be partially checked
The method of manual spot check has poor real-time performance, heavy workload, and incomplete coverage. In order to solve the disadvantages and shortcomings of manual spot check, it is necessary to use computer image technology to identify the work clothes of the distribution network field workers, and supervise the distribution network field workers to wear work clothes , prevent accidental electric shock, and ensure the safety of workers

Method used

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  • Identification method for dressing specifications of distribution network field operating personnel
  • Identification method for dressing specifications of distribution network field operating personnel
  • Identification method for dressing specifications of distribution network field operating personnel

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Experimental program
Comparison scheme
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Embodiment 1

[0037] The technical scheme of the present invention comprises the following steps:

[0038] Image classification: intercept the video of the field operation of the distribution network as an image set, and divide the image set into a verification set and a training set according to the proportion;

[0039] In the image classification step, the processing and labeling of the image samples are also included, and the processing is to scale the set of images to a fixed size.

[0040] Specifically, the image samples are scaled by using the bilinear interpolation algorithm, so that the image set is scaled to a fixed size.

[0041] Further, the bilinear interpolation algorithm is specifically, the f function P=(x, y) is the interpolation coordinate point to be solved, and it is known that point P is the four coordinate points Q around the field shape. 11 =(x 1 , y 1 ,),

[0042] Q 12 =(x 1 y 2 ), Q 21 =(x 2 , y 1 ), Q 22 =(x 1,2 y 2 ), using bilinear interpolation as fo...

Embodiment 2

[0062] In this embodiment, the description is made with reference to the specific practical use.

[0063] Refer to the attached Figure 1-5 As shown, according to the complete method embodiment of the present invention and its implementation process as follows:

[0064] 1) The maintenance work video of the distribution network field operators is collected through the work recorder, and uploaded to the monitoring center, and the video of the monitoring center is cut into pictures by frame. The captured images are marked as not wearing work clothes and wearing work clothes, and there can be multiple targets and two categories in one image. 12,000 pictures were intercepted as the training data set, 6,000 pictures with work clothes and 6,000 pictures without work clothes.

[0065] 2) Scale the marked image, and use the bilinear interpolation algorithm to scale the image to a fixed sample data set.

[0066] 3) Use the labeling tool to label, label whether the workers in the samp...

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PUM

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Abstract

The invention provides an identification method for dressing specifications of distribution network field operating personnel. the method comprising the following steps: conducting image classification: intercepting a distribution network field operation video as an image book set, and dividing the image book set into a verification set and a training set according to a proportion; forming a training data set: training a target detection and image instance segmentation model by using a Mask-RCNN algorithm, and verifying the trained model by using the verification set to obtain a detection model, an identification model and a segmentation model; intercepting an image from an original image by using a personnel position coordinate, a work clothes category and a work clothes pixel segmentation image obtained by Mask-RCNN reasoning to form a training data set for image recognition; constructing a classification model: constructing an image recognition model based on a MobileNet-v2 algorithm, and recognizing whether the working personnel wear the work clothes normatively; and conducting identification of dressing specifications: cascading a target detection model, an image instance segmentation model and an image identification model which are constructed by adopting Mask-RCNN and MobileNet-v2 algorithms to realize detection, identification and segmentation of whether the working clothes worn by the working personnel are standard or not.

Description

technical field [0001] The invention relates to the field of distribution network operator specifications, in particular to a method for identifying the clothing specifications of distribution network field operators. Background technique [0002] Power distribution is an important link from power production to power application. The risk of power distribution operation is high. In the process of power distribution operation, incomplete discharge of the power supply, reverse power transmission, live operation, and accidental contact with live equipment can easily cause electric shock accidents for operators. [0003] In order to avoid electric shock, operators need to do corresponding insulation protection during the operation, and wear specific insulating work clothes according to the requirements. In order to supervise the on-site front-line operators to wear work clothes for power distribution operations and ensure the life safety of the distribution network operators, t...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/00G06K9/62G06N3/04G06N3/08G06Q50/06
CPCG06N3/08G06Q50/06G06V40/10G06V2201/07G06N3/045G06F18/241Y04S10/50
Inventor 马文田园黄祖源张航高宇豆
Owner 云南电网有限责任公司信息中心