The results show that globally constructed harmonic guidance can directly support local constrained motion generation on a physical quadrotor, and is the first physical quadrotor demonstration of volumetric harmonic field navigation.
Abstract
Quadrotor navigation in cluttered 3-D environments requires global guidance while local motion remains subject to collision and motion limits. Harmonic potentials provide dense guidance from a global boundary value problem, but coupling a volumetric harmonic field to constrained physical quadrotor motion remains an open experimental problem. We couple a precomputed volumetric harmonic field with a constrained predictive planner that queries the field at predicted positions instead of extracting a global reference path. In Structured 3-D tests, harmonic guidance yields larger minimum clearance and lower RMS jerk than matched Dijkstra guidance, at the cost of longer paths; the same pattern remains when both methods use the same passage. Long maze tests span routes far beyond one prediction horizon, and Crazyflie trials validate physical execution. To the best of our knowledge, this is the first physical quadrotor demonstration of volumetric harmonic field navigation. The results show that globally constructed harmonic guidance can directly support local constrained motion generation on a physical quadrotor.
Joint range and encounter-risk prediction can improve obstacle avoidance without retraining the locomotion policy, and results show that joint range and encounter-risk prediction can improve obstacle avoidance without retraining the locomotion policy.
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