土木工程与管理学报2024,Vol.41Issue(3) :1-11.DOI:10.13579/j.cnki.2095-0985.2024.20240064

基于计算机视觉的临边洞口坠落事故自动预警方法

An Automatic Warning Method of Falling from Edges and Openings Based on Computer Vision

李建华 陈宋春 张可嘉 郭红领 骆杰 方东平
土木工程与管理学报2024,Vol.41Issue(3) :1-11.DOI:10.13579/j.cnki.2095-0985.2024.20240064

基于计算机视觉的临边洞口坠落事故自动预警方法

An Automatic Warning Method of Falling from Edges and Openings Based on Computer Vision

李建华 1陈宋春 2张可嘉 3郭红领 2骆杰 3方东平2
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作者信息

  • 1. 清华大学 建设管理系,北京 100084;北京城建集团有限责任公司,北京 100088
  • 2. 清华大学 建设管理系,北京 100084
  • 3. 北京城建集团有限责任公司,北京 100088
  • 折叠

摘要

作为高处坠落事故的主要危险源之一,临边洞口一直都是施工现场安全管理的重点.然而,施工现场环境复杂,临边洞口数量众多,仅靠管理人员很难做到全方位的管控.为此,本研究提出了一种基于计算机视觉的临边洞口坠落事故自动预警方法,协助管理者掌握现场信息,提前预防安全事故.首先,根据塔吊相机拍摄的视频信息,进行工人的识别与定位;然后,从图像数据中确定危险区域位置,并自动测算工人到危险区域的距离;最后,根据所设置的危险判别规则,分析工人所处的安全状态,并给出预警信息.该方法在新桥国际机场T2航站楼项目中进行了应用,结果显示:距离测量误差能有效控制在6%以内,因此能有效判断工人的风险状态,辅助安全管理.

Abstract

As a major hazardous source of falling accident from height,edges and openings have al-ways been the focus of safety management on construction sites.However,the complexity of construc-tion sites and a large number of edges and openings make managers difficult to monitor them simulta-neously.Therefore,this study proposed an automatic warning method for falling from edges and open-ings based on computer vision,to assist managers in mastering on-site information and prevent safety accidents in advance.Firstly,videos are captured by cameras installed on tower cranes and used to i-dentify and locate site the workers.Then,the location of hazardous area is determined,and the dis-tance between the workers and the hazardous area is measured automatically.Finally,the workers'safety state is judged and warning information is generated in a hierarchical way according to the es-tablished judgment rules.The proposed method was applied in Terminal 2 of Xinqiao International Airport.The results show that the overall measurement error is within 6%,which can effectively judge worker's safety state and assist in safety management.

关键词

安全管理/高处坠落/临边洞口/安全预警

Key words

safety management/falling from height/edge and opening/safety warning

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基金项目

国家自然科学基金(52278310)

出版年

2024
土木工程与管理学报
华中科技大学

土木工程与管理学报

CSTPCDCHSSCD
影响因子:0.837
ISSN:2095-0985
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