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Robotics meets Fluid Dynamics: A Characterization of the Airflow below a Drone as a Turbulent Jet скачать в хорошем качестве

Robotics meets Fluid Dynamics: A Characterization of the Airflow below a Drone as a Turbulent Jet 5 months ago

robotics

drones

UAV

fluid dynamics

Tesla

Musk

autonomy

control

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Robotics meets Fluid Dynamics: A Characterization of the Airflow below a Drone as a Turbulent Jet
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Robotics meets Fluid Dynamics: A Characterization of the Airflow below a Drone as a Turbulent Jet

The widespread adoption of quadrotors for diverse applications, from agriculture to public safety, necessitates an understanding of the aerodynamic disturbances they create. This paper introduces a computationally lightweight model for estimating the time-averaged magnitude of the induced flow below quadrotors in hover. Unlike related approaches that rely on expensive computational fluid dynamics (CFD) simulations or drone specific time-consuming empirical measurements, our method leverages classical theory from turbulent flows. By analyzing over 16 hours of flight data from drones of varying sizes within a large motion capture system, we show for the first time that the combined flow from all drone propellers is well-approximated by a turbulent jet after 2.5 drone-diameters below the vehicle. Using a novel normalization and scaling, we experimentally identify model parameters that describe a unified mean velocity field below differently sized quadrotors. The model, which requires only the drone's mass, propeller size, and drone size for calculations, accurately describes the far-field airflow over a long-range in a very large volume which is impractical to simulate using CFD. Our model offers a practical tool for ensuring safer operations near humans, optimizing sensor placements and drone control in multi-agent scenarios. We demonstrate the latter by designing a controller that compensates for the downwash of another drone, leading to a four times lower altitude deviation when passing below. Reference: Leonard Bauersfeld, Koen Mueller, Dominic Ziegler, Filippo Coletti, Davide Scaramuzza "Robotics meets Fluid Dynamics: A Characterization of the Induced Airflow around a Quadrotor", IEEE Robotics and Automation Letters RA-L PDF: https://rpg.ifi.uzh.ch/docs/RAL24_Bau... For more info about our research on: Publications: https://rpg.ifi.uzh.ch/publications.html Agile Drone Flight: https://rpg.ifi.uzh.ch/aggressive_fli... Affiliations: L. Bauersfeld and D. Scaramuzza are with the Robotics and Perception Group, Dep. of Informatics, University of Zurich https://rpg.ifi.uzh.ch/ K. Mueller, D. Ziegler and F. Coletti are with the Institute for Fluid Dynamics, ETH Zurich, Switzerland https://ifd.ethz.ch/

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