Autonomous driving paper index

Investigating the Role of Surface Properties on the Ground Effect: An Experimental Study with a Small Propeller

2026-07-11 · Journal of Applied Fluid Mechanics

autonomous drivingcontrol

One-line summary

Safe and efficient multirotor UAV operation during takeoff and landing is critically challenged by the ground effect, a phenomenon whose complexity is compounded in non-ideal environments.

Engineering notes

Most notably, the perforated surface demonstrated a reversal of typical trends, with TIGE/TOGE declining as RPM increased, peaking at H/D=1.16 and dropping significantly below this threshold.

Chinese explanation / 中文解读

中文解读待补充:本站会优先为端到端自动驾驶、BEV感知、3D目标检测、轨迹预测、路径规划、LiDAR感知等高价值论文补充中文说明。

Original abstract

Safe and efficient multirotor UAV operation during takeoff and landing is critically challenged by the ground effect, a phenomenon whose complexity is compounded in non-ideal environments. While existing aerodynamic models often assume ideal, rigid surfaces, this study investigates ground effect on three distinct surfaces representative of real-world settings: wooden (rigid), grassy (porous), and perforated (highly porous). Experiments were conducted using a 10×4.5-inch propeller across H/D ratios (height/diameter) from 0.1 to 2.34 at rotational speeds of 3200, 4200, and 5200 RPM. Results reveal that the wooden surface aligns with classical theory, showing increasing TIGE/TOGE (in-ground-effect/out-of-ground-effect thrust) ratios as H/D decreases. In contrast, the grassy surface exhibited a 2.34% lower TIGE/TOGE ratio and an earlier exit from ground effect. Most notably, the perforated surface demonstrated a reversal of typical trends, with TIGE/TOGE declining as RPM increased, peaking at H/D=1.16 and dropping significantly below this threshold. These findings underscore the critical influence of surface porosity and texture on ground-effect dynamics, providing essential guidance for UAV control systems, landing site selection, and performance modeling in diverse operational environments, such as urban rooftops, grassy fields, and perforated decks.

5.5Engineering value
7.0Research novelty
5.5Business relevance

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