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Method for monitoring border-crossing violation of substation field operation

A technology for on-site operations and substations, applied in the field of smart substations, can solve the problems of large data consumption, reduced applicability, single architecture design of video surveillance system, etc., and achieve the effect of simple and convenient operation, good reusability and flexible deployment

Pending Publication Date: 2022-07-19
JIANGSU ELECTRIC POWER CO +2
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, the existing technology mainly relies on a large amount of labeled data for model training, and then detects and recognizes at the back end, does not make full use of the front-end computing resources, consumes too much data transmission, and reduces applicability
[0003] The traditional video surveillance system is mainly manual monitoring, and video forensics is observed after the event; and the architecture design of the video surveillance system is relatively simple, it cannot perform real-time intelligent analysis of video images, cannot realize remote monitoring, and cannot provide timely alarms for abnormal events

Method used

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  • Method for monitoring border-crossing violation of substation field operation
  • Method for monitoring border-crossing violation of substation field operation
  • Method for monitoring border-crossing violation of substation field operation

Examples

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Embodiment Construction

[0084] The present invention will be further described below in conjunction with the accompanying drawings. The following examples are only used to illustrate the technical solutions of the present invention more clearly, and cannot be used to limit the protection scope of the present invention.

[0085] like figure 1 As shown, the embodiment of the present invention provides a method for monitoring cross-border violations of substation field operations, including the following steps:

[0086] 1. Obtain the image data of the substation operation site through the mobile camera.

[0087] 2. Identify the image data according to the pre-built mobile terminal detection model, and obtain the detection frame of the triangular cone, the operator and the helmet in the image data.

[0088] 2.1. The construction of the mobile terminal monitoring model includes:

[0089] Convert the YOLOv5 model trained under the PyTorch framework to the ONNX model;

[0090] Convert ONNX model to NCNN...

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Abstract

The invention discloses a transformer substation field operation border-crossing violation monitoring method. The method comprises the following steps: acquiring image data of a transformer substation operation field through a mobile terminal camera; identifying the image data according to a pre-constructed mobile terminal detection model, and obtaining detection frames of a triangular pyramid, an operator and a safety helmet in the image data; performing perimeter crossing monitoring according to the triangular cone and the detection frame of the operator; the real height of the safety helmet is obtained based on the RTK positioning technology; performing elevation border crossing monitoring according to the real height and the detection frame of the safety helmet and the detection frame of the operator; the method not only can effectively identify ground violation behaviors, but also can identify elevation border-crossing violation behaviors, and is flexible in deployment, simple in operation, high in real-time performance and good in reusability.

Description

technical field [0001] The invention relates to a monitoring method for out-of-bounds violations of on-site operations in a substation, and belongs to the technical field of intelligent substations. Background technique [0002] The substation site environment is complex, and there are many factors that threaten the human body. In the process of substation construction, it is necessary to quickly and accurately detect and give early warning to operators who are about to enter the dangerous area by mistake, so as to reduce the loss of life and property. However, most of the existing hazardous area detection methods are based on sensors, which require a large number of sensors to be arranged, and the actual operation is complicated. Moreover, attaching sensors to the workers will interfere with the construction operations of the workers. mental state effects. With the development of artificial intelligence, many researchers have begun to combine deep learning technology with...

Claims

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Application Information

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IPC IPC(8): G06V20/40G06V20/52G06V40/10G06V40/20G06V10/82G06N3/04G06N3/08G06T7/60G06Q50/06
CPCG06N3/08G06T7/60G06Q50/06G06T2207/10016G06T2207/20084G06T2207/20081G06T2207/30196G06N3/045
Inventor 丁俊峰王昊刘丰陈轩顾德扬陈蕾王磊周健吴德勇戴挈军鞠保兴陶双柱张龙高锋俞海燕郎伊紫禾赵翔飞
Owner JIANGSU ELECTRIC POWER CO