论文标题

统一的物理威胁监控系统通过虚拟建筑模拟有助于

Unified Physical Threat Monitoring System Aided by Virtual Building Simulation

论文作者

Li, Zenjie, Norton, Barry

论文摘要

由于近年来针对关键基础设施的物理威胁的增加,至关重要的是建立一个可靠的威胁监控系统,该系统集成了基于尖端技术的视频监视和数字传感器。在我们的研究中已经建立了一种统一地板,相机和传感器的物理威胁监测解决方案。计算机视觉和深度学习模型用于视频流分析。当规则引擎基于实时分析结果与相关数字传感器的反馈相结合的规则引擎检测到威胁时,将警报发送到视频管理系统,以便人类操作员可以采取进一步的行动。物理威胁监测系统通常需要解决复杂甚至破坏性的事件,例如火,这在现实生活中是不现实的。在19009年大流行期间施加的限制和隐私问题增加了挑战。我们的研究利用虚幻引擎在虚拟建筑的背景下模拟了一些具有逼真质量的典型可疑和入侵场景。实施附加程序将视频流从虚拟PTZ摄像机传输到里程碑视频管理系统,并使用户能够从图形客户端应用程序中控制这些摄像机。实现的虚拟传感器,例如火灾警报,温度传感器和门接入控件类似,实现了与现实生活传感器相同的程序化VMS接口。由于这个模拟系统的可扩展性和可重复性,我们已经合并了这个统一的物理威胁监测系统,并验证了其有效性和用户友好性。在本研究中开发的模拟虚幻场景和软件附加组件都经过高度调制,因此可以在该领域的未来项目中重新使用。

With increasing physical threats in recent years targeted at critical infrastructures, it is crucial to establish a reliable threat monitoring system integrating video surveillance and digital sensors based on cutting-edge technologies. A physical threat monitoring solution unifying the floorplan, cameras, and sensors for smart buildings has been set up in our study. Computer vision and deep learning models are used for video streams analysis. When a threat is detected by a rule engine based on the real-time analysis results combining with feedback from related digital sensors, an alert is sent to the Video Management System so that human operators can take further action. A physical threat monitoring system typically needs to address complex and even destructive incidents, such as fire, which is unrealistic to simulate in real life. Restrictions imposed during the Covid-19 pandemic and privacy concerns have added to the challenges. Our study utilises the Unreal Engine to simulate some typical suspicious and intrusion scenes with photorealistic qualities in the context of a virtual building. Add-on programs are implemented to transfer the video stream from virtual PTZ cameras to the Milestone Video Management System and enable users to control those cameras from the graphic client application. Virtual sensors such as fire alarms, temperature sensors and door access controls are implemented similarly, fulfilling the same programmatic VMS interface as real-life sensors. Thanks to this simulation system's extensibility and repeatability, we have consolidated this unified physical threat monitoring system and verified its effectiveness and user-friendliness. Both the simulated Unreal scenes and the software add-ons developed during this study are highly modulated and thereby are ready for reuse in future projects in this area.

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