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基于图像识别技术的龙溪口航电工程智能视频监控系统设计
引用本文:姜旭东,宋本扬,杜泽永,邢小军,王佳俊,郑 春.基于图像识别技术的龙溪口航电工程智能视频监控系统设计[J].水运工程,2023(10):183-187.
作者姓名:姜旭东  宋本扬  杜泽永  邢小军  王佳俊  郑 春
作者单位:四川岷江港航电开发有限责任公司,四川 乐山 614000;天津大学,水利工程仿真与安全国家重点实验室,天津 300350;四川港航建设工程有限公司,四川 成都 610023
摘    要:为加强施工现场的安全管理,对工人的安全帽佩戴进行智能化检测,提出一种基于图像识别技术的航电工程智能视频监控系统,由目标检测模块和网络通信模块构成,按照 C/S架构部署,并成功应用于岷江龙溪口航电枢纽施工现场。其中目标检测模块采用先进的目标检测算法,通过卷积神经网络对图像中的安全带和安全帽进行特征提取、分类和定位,完成识别;网络通信模块通过网络连接视频采集终端、服务器和视频播放终端完成图像采集、传输和显示。对系统各组分的测试表明,系统各项功能完备,各模块间连接完好,能够完成工程建设过程各场景的实时图像采集、传输、识别和显示功能,为龙溪口航电工程建设安全管理提供了坚实的基础。

关 键 词:航电工程  图像识别  视频监控  安全帽识别  目标检测

Design of intelligent video monitoring system of Longxikou Navigation-power project based on image recognition technology
JIANG Xudong,SONG Benyang,DU Zeyong,XING Xiaojun,WANG Jiajun,ZHENG Chun.Design of intelligent video monitoring system of Longxikou Navigation-power project based on image recognition technology[J].Port & Waterway Engineering,2023(10):183-187.
Authors:JIANG Xudong  SONG Benyang  DU Zeyong  XING Xiaojun  WANG Jiajun  ZHENG Chun
Institution:Sichuan Minjiang Port & Shipping & Electricity Power Development Co.,Ltd.,Leshan 614000,China;State Key Laboratory of Hydraulic Engineering Simulation and Safety,Tianjin University,Tianjin 300350,China; Sichuan Port and Channel Construction Engineering Co.,Ltd.,Chengdu 610023,China
Abstract:To strengthen the safety management of construction site and intelligently detect the helmets worn by workers,this paper proposes an intelligent video monitoring system for navigation and power project based on object detection,which consists of object detection module and network communication module,deployed according to the C/S architecture,and successfully applied to the construction site of navigation and power hub project on Minjiang River.The object detection module uses advanced object detection algorithm to extract,classify and locate the features of safety belts and helmets in the image through convolutional neural network,and thus complete the recognition of safety belts and helmets.The network communication module connects the video capture terminal,server and video player terminal through the network to complete the image capture,transmission and display functions.The test of each component of the system shows that the system has complete functions and the modules are well connected.It can complete the real-time image acquisition,transmission,detection and display functions of each scene in the process of project construction,providing a solid foundation for the safety management of Longxikou navigation and power project construction.
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