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Pseudo-Random UAV Test Generation Using Low-Fidelity Path Simulator

Robotics 2025-04-01 v1

Abstract

Simulation-based testing provides a safe and cost-effective environment for verifying the safety of Uncrewed Aerial Vehicles (UAVs). However, simulation can be resource-consuming, especially when High-Fidelity Simulators (HFS) are used. To optimise simulation resources, we propose a pseudo-random test generator that uses a Low-Fidelity Simulator (LFS) to estimate UAV flight paths. This work simplifies the PX4 autopilot HFS to develop a LFS, which operates one order of magnitude faster than the HFS.Test cases predicted to cause safety violations in the LFS are subsequently validated using the HFS.

Keywords

Cite

@article{arxiv.2503.24172,
  title  = {Pseudo-Random UAV Test Generation Using Low-Fidelity Path Simulator},
  author = {Anas Shrinah and Kerstin Eder},
  journal= {arXiv preprint arXiv:2503.24172},
  year   = {2025}
}
R2 v1 2026-06-28T22:40:42.987Z