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P2 DroneWiS: Automated Simulation Testing of small Unmanned Aerial System in Realistic Windy Conditions

DroneWiS:在真实风况下对小型无人航空系统的自动化仿真测试
ASE Proceedings of the 39th IEEE/ACM International Conference on Automated Software Engineering2024匹配度 1/10 · 论文聚焦无人机在风场中的仿真测试与调试,属于软件测试/仿真领域,但未涉及静态分析、LLM/Agent、浮点程序分析或贝叶斯程序分析,与用户研究画像核心方向几乎无关。引用 1 inbox
Bohan Zhang, Ankit Agrawal
crossref: 2026-09-12

AI 速览

一句话:提出 DroneWiS,利用 CFD 模拟真实风场,实现 sUAS 在复杂风况下的自动仿真测试。

小型无人航空系统(sUAS)的安全可靠运行需要先进的测试方法。现有 Gazebo、AirSim 等仿真工具只能模拟基本风况,无法体现风与建筑物、不平地形等环境物体相互作用产生的真实风场。本文提出 DRV 2.0 中的新组件 DroneWiS,它在 DroneReqValidator(DRV)平台基础上支持自动仿真真实风况,并测试 sUAS 对风的鲁棒性。DroneWiS 利用计算流体力学(CFD)计算环境中由物体影响形成的独特风流,为开发者提供 sUAS 在具有挑战性的真实风况下导航能力的深入洞察,帮助他们测试、调试并提升 sUAS 的安全性和可靠性。作者通过可运行演示展示了该工具的能力。

问题
如何自动、真实地测试小型无人航空系统(sUAS)在复杂风况下的安全性和鲁棒性。现有 Gazebo、AirSim 等仿真工具仅模拟基本风况,难以反映建筑、地形与风相互作用产生的真实风场。
方法
在 DroneReqValidator(DRV)平台基础上提出 DRV 2.0,新增 DroneWiS 组件,利用计算流体力学(CFD)计算环境物体引起的不规则风场,并自动对 sUAS 进行风况仿真测试。
评估
通过可运行演示展示 DroneWiS 的仿真测试能力,并与 Gazebo、AirSim 等仅支持基本风况的现有工具进行功能对比;摘要未报告量化实验结果。
原文摘要(Abstract)

The continuous evolution of small Unmanned Aerial Systems (sUAS) demands advanced testing methodologies to ensure their safe and reliable operations in the real-world. To push the boundaries of sUAS simulation testing in realistic environments, we previously developed the DroneReqValidator (DRV) platform [11], allowing developers to automatically conduct simulation testing in digital twin of earth. In this paper, we present DRV 2.0, which introduces a novel component called DroneWiS (Drone Wind Simulation). DroneWiS allows sUAS developers to automatically simulate realistic windy conditions and test the resilience of sUAS against wind. Unlike current state-of-the-art simulation tools such as Gazebo and AirSim that only simulate basic wind conditions, DroneWiS leverages Computational Fluid Dynamics (CFD) to compute the unique wind flows caused by the interaction of wind with the objects in the environment such as buildings and uneven terrains. This simulation capability provides deeper insights to developers about the navigation capability of sUAS in challenging and realistic windy conditions. DroneWiS equips sUAS developers with a powerful tool to test, debug, and improve the reliability and safety of sUAS in real-world. A working demonstration is available at https://youtu.be/khBHEBST8Wc.

链接与引用

DOI 原文 ·

BibTeX
@inproceedings{paperbot8311,
  title = {DroneWiS: Automated Simulation Testing of small Unmanned Aerial System in Realistic Windy Conditions},
  author = {Bohan Zhang and Ankit Agrawal},
  booktitle = {ASE},
  year = {2024},
  doi = {10.1145/3691620.3695351}
}