Developing 3D Virtual Safety Risk Terrain for UAS Operations in Complex Urban Environments
Zhenyu Gao, John-Paul Clarke, Javid Mardanov, Karen Marais

TL;DR
This paper introduces a 3D virtual risk terrain concept for UAS in urban environments, transforming societal risk constraints into exclusion zones to enhance safety and facilitate risk-aware operations planning.
Contribution
It proposes a novel 3D risk terrain framework that integrates existing risk models, enabling safer UAS operations in complex urban settings.
Findings
Risk terrains modeled on Chicago downtown show distinct characteristics under different conditions.
The 3D virtual risk terrain effectively visualizes societal risk constraints for UAS planning.
Potential to extend the concept to other societal impacts like noise and privacy.
Abstract
Unmanned Aerial Systems (UAS), an integral part of the Advanced Air Mobility (AAM) vision, are capable of performing a wide spectrum of tasks in urban environments. The societal integration of UAS is a pivotal challenge, as these systems must operate harmoniously within the constraints imposed by regulations and societal concerns. In complex urban environments, UAS safety has been a perennial obstacle to their large-scale deployment. To mitigate UAS safety risk and facilitate risk-aware UAS operations planning, we propose a novel concept called \textit{3D virtual risk terrain}. This concept converts public risk constraints in an urban environment into 3D exclusion zones that UAS operations should avoid to adequately reduce risk to Entities of Value (EoV). To implement the 3D virtual risk terrain, we develop a conditional probability framework that comprehensively integrates most…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAir Traffic Management and Optimization · Remote Sensing and LiDAR Applications · Evacuation and Crowd Dynamics
