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群制御arXiv:2209.11664

制約駆動型アプローチによるV字編隊飛行:省エネルギー戦略としての創発

A Constraint-Driven Approach to Line Flocking: The V Formation as an Energy-Saving Strategy

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固定翼UAVの後方乱気流を利用し、分散制御でV字編隊を創発させてエネルギー消費を最小化する手法を提案し、シミュレーションと実機実験で検証した。

著者: Logan E. Beaver, Christopher Kroninger, Michael Dorothy, Andreas A. Malikopoulos

分類: cs.RO, cs.SY, eess.SY, math.OC

原文アブストラクト

The study of robotic flocking has received significant attention in the past twenty years. In this article, we present a constraint-driven control algorithm that minimizes the energy consumption of individual agents and yields an emergent V formation. As the formation emerges from the decentralized interaction between agents, our approach is robust to the spontaneous addition or removal of agents to the system. First, we present an analytical model for the trailing upwash behind a fixed-wing UAV, and we derive the optimal air speed for trailing UAVs to maximize their travel endurance. Next, we prove that simply flying at the optimal airspeed will never lead to emergent flocking behavior, and we propose a new decentralized "anseroid" behavior that yields emergent V formations. We encode these behaviors in a constraint-driven control algorithm that minimizes the locomotive power of each UAV. Finally, we prove that UAVs initialized in an approximate V or echelon formation will converge under our proposed control law, and we demonstrate this emergence occurs in real-time in simulation and in physical experiments with a fleet of Crazyflie quadrotors.

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