Power construction site compliance wearing alarm method
A power construction and on-site technology, applied in color TV parts, TV system parts, TV and other directions, can solve the problems of poor robustness, slow detection speed, imperfect management system, etc., to reduce the number of model parameters, The effect of strengthening safety control and improving efficiency
Pending Publication Date: 2022-01-18
SHANGHAI MUNICIPAL ELECTRIC POWER CO +2
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Problems solved by technology
[0004] At present, in the process of wearing compliance on the electric power construction site, one way is through manual inspection, but manual inspection is laborious and time-consuming and cannot achieve uninterrupted inspection; the other is to use existing algorithms to Target detection, through the targeted processing of the foreground and background of the collected video or image, extracts the features that can distinguish the target from the background, and finally classifies the features through the trained classifier, but this method requires manual Feature extraction is performed, and the robustness is poor, the detection speed is slow, and the detection accuracy in complex scenes cannot be satisfied. At the same time, due to the negligence of the construction personnel, the relaxation of vigilance of the management personnel, and the imperfection of the relevant management system, safety accidents are caused. happens sometimes
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[0067] Such as figure 1 As shown, the present invention provides a kind of warning method of compliance wearing at the power construction site, and the method comprises the following steps:
[0068] An alarm method for compliance wearing at a power construction site, characterized in that the method includes the following steps:
[0069] Step 1: Real-time video capture and recording through the camera device set up on site to obtain the original video data;
[0070] Step 2: preprocessing the original video data;
[0071] Step 3: Establish an SSD detection model based on the MobileNet feature extraction network, namely the MobileNet-SSD detection model;
[0072] Step 4: Train the MobileNet-SSD detection model;
[0073] Step 5: Embed the trained MobileNet-SSD detection model into the cloud-side collaboration system;
[0074] Step 6: Real-time detection of people's wear through the cloud-edge collaboration system and alarm display.
[0075] For example, if it is recognized t...
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The invention relates to a power construction site compliance wearing alarm method, which comprises the following steps: 1, performing real-time video capture and recording through a camera device arranged on site to obtain original video data; 2, preprocessing the original video data; step 3, establishing an SSD detection model based on the MobileNet feature extraction network, namely, establishing a MobileNet-SSD detection model; step 4, carrying out training on the MobileNet-SSD detection model; 5, embedding the trained MobileNet-SSD detection model into the cloud edge cooperation system; and step 6, detecting the wearing of the personnel in real time through the cloud side cooperation system, and performing alarm display. Compared with the prior art, the invention has the advantages that the efficiency of potential safety hazard detection of the electric power company is improved, safety control is enhanced, and the problem of poor robustness of an existing method is solved.
Description
technical field [0001] The invention relates to the technical field of object detection, in particular to an alarm method for compliant wearing at an electric power construction site. Background technique [0002] In order to improve the efficiency of potential safety hazard detection in power companies and strengthen safety management and control, the state, local governments and State Grid Corporation have provided a lot of support in the field of power safety in terms of policies, manpower, material resources, and financial resources. In recent years, with the artificial The vigorous development of the intelligent technology industry has added new vitality to the field of power security. Power security detection based on artificial intelligence technology will further promote the application and development of target detection technology in various power scenarios. [0003] Important power equipment such as substations is the hub of power transmission and distribution, an...
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IPC IPC(8): G06V20/40G06V40/16G06V40/10G06K9/62G06V10/75G06V10/774G06V10/764G06Q50/06H04N5/76
CPCG06Q50/06H04N5/76G06F18/22G06F18/241G06F18/214
Inventor 李凡田英杰吴裔赵莹莹苏运郭乃网张国庆杨洪山
Owner SHANGHAI MUNICIPAL ELECTRIC POWER CO