arXiv:2511.02342cs.RO2025-11

用超椭球建模提升飞行机械臂的避障精度与运动规划效率

Whole-body motion planning and safety-critical control for aerial manipulation

  • 基于超椭球与代理模型实现高精度几何表示
  • 融合Voronoi图与平衡流形生成平滑避障轨迹
  • 安全控制器兼顾推力限制与碰撞规避,适合复杂场景任务

飞行操纵结合多旋翼的机动性与机械臂的灵巧性,可在复杂空间执行复杂任务。然而,由于整体避障和常用几何抽象(如包围盒或椭球)的保守性,实现安全且动态可行的轨迹规划仍具挑战。本文提出一种基于超椭球(SQs)的飞行机械臂全身体运动规划与安全关键控制框架。采用SQ-plus-proxy表示法,对飞行器与障碍物进行可微、高保真表面建模。基于该表示,设计最大间距规划器,融合Voronoi图与平衡流形公式,生成平滑且避障感知的轨迹。进一步构建安全关键控制器,通过高阶控制屏障函数联合施加推力约束与避障要求。仿真结果表明,该方法在杂乱环境中优于采样型规划器,生成更快、更安全、更平滑的轨迹,且几何保真度超过椭球基基线。实际飞行平台实验验证了其可行性与鲁棒性,在仿真与硬件设置间表现一致。视频见:https://youtu.be/hQYKwrWf1Ak。

原文摘要 · Abstract (English)

Aerial manipulation combines the maneuverability of multirotors with the dexterity of robotic arms to perform complex tasks in cluttered spaces. Yet planning safe, dynamically feasible trajectories remains difficult due to whole-body collision avoidance and the conservativeness of common geometric abstractions such as bounding boxes or ellipsoids. We present a whole-body motion planning and safety-critical control framework for aerial manipulators built on superquadrics (SQs). Using an SQ-plus-proxy representation, we model both the vehicle and obstacles with differentiable, geometry-accurate surfaces. Leveraging this representation, we introduce a maximum-clearance planner that fuses Voronoi diagrams with an equilibrium-manifold formulation to generate smooth, collision-aware trajectories. We further design a safety-critical controller that jointly enforces thrust limits and collision avoidance via high-order control barrier functions. In simulation, our approach outperforms sampling-based planners in cluttered environments, producing faster, safer, and smoother trajectories and exceeding ellipsoid-based baselines in geometric fidelity. Actual experiments on a physical aerial-manipulation platform confirm feasibility and robustness, demonstrating consistent performance across simulation and hardware settings. The video can be found at https://youtu.be/hQYKwrWf1Ak.

飞行操纵运动规划安全控制超椭球建模

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