基于鸟瞰视角的塔吊智能安全监控系统,实时防护施工顶面人员与设备碰撞
Bird's-eye view safety monitoring for the construction top under the tower crane
- 融合相机与激光雷达的3D数据实现人员与模块化构件精确定位
- 可有效识别施工顶面人员与塔吊潜在碰撞风险并及时预警
- 适合智能建造场景中需高精度实时安全监控的工程团队
塔吊正向自动化与智能化操作发展,其安全问题亟需通过自动化技术解决。在各类现场风险管理任务中,尤其在模块化集成建筑(MiC)吊装过程中,保障塔吊与建筑物顶部作业区域间的人工安全至关重要。相机与激光探测与测距(LiDAR)能采集丰富三维信息,但尚未被充分使用。为此,本文提出一种基于鸟瞰视角的全自动化人工智能安全监控系统,通过整合相机与LiDAR数据实现人员与MiC的3D定位,实时监测并预警施工顶面人员安全及塔吊碰撞风险,保护作业人员并防止设备碰撞。系统采用先进算法构建软硬件一体化管道,并完成各组件分析以验证方法准确性与有效性。实地可视化展示表明,该系统具备良好的实用价值,可作为施工现场的重要安全监控工具。
原文摘要 · Abstract (English)
The tower crane is involving more automated and intelligent operation procedure, and importantly, the application of automation technologies to the safety issues is imperative ahead of the utilization of any other advances. Among diverse risk management tasks on site, it is essential to protect the human workers on the workspace between the tower crane and constructed building top area (construction top) from the bird's-eye view, especially with Modular Integrated Construction (MiC) lifted. Also, the camera and Light Detection And Ranging (LiDAR) can capture abundant 3D information on site, which is however yet made the best use. Considering the safety protection for humans and tower cranes, we present an AI-based fully automated safety monitoring system for tower crane lifting from the bird's-eye view, surveilling to shield the human workers on the construction top and avoid cranes' collision by alarming the crane operator. The system achieved a 3D data fusion for localization of humans and MiCs by integrating the captured information from camera and LiDAR. The state-of-the-art methods were explored and implemented into our proposed software pipeline coupled with the hardware and display systems. Furthermore, we conducted an analysis of the components in the pipeline to verify the accuracy and effectiveness of the involved methods. The display and visualization on the real site proved that our system can serve as a valuable safety monitoring toolkit on site.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。