基于应力矩阵的DMPC-CBF集群编队避障控制
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桂林电子科技大学

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TP273

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广西重点研发计划项目(FN2600640461);广西自然科学基金项目(2024GXNSFAA010270);湖南省自然科学基金项目(2026JJ50507);国家重点研发计划资助(2025YFE0115800);国家自然科学基金(U25A20397, U23A20280, 62471153)


Stress-Matrix-Based DMPC-CBF Formation and Obstacle Avoidance Control for UAV Swarms
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    摘要:

    针对复杂障碍物环境下多无人机(UAV)集群的灵活编队与安全控制问题,提出一种基于应力矩阵的分布式模型预测控制(DMPC)方法,旨在提升传统刚性编队的机动性,并实现编队、避障及机间避碰约束的分布式处理.首先,利用应力矩阵与仿射可定位条件,根据多领导者状态生成跟随者期望位置,实现集群平移、旋转、缩放和剪切等仿射变换.其次,引入具有动态衰减率的控制障碍函数(CBF)安全约束,并将该约束嵌入局部DMPC问题,自适应协调安全裕度与避障机动性.然后,基于假设状态序列构造相容性CBF约束,解耦协同避碰约束并实现同步分布式求解.最后,数值仿真验证了所提方法在受限空间穿越场景和动态障碍物环境下实现灵活编队与安全避障的有效性.

    Abstract:

    To address the problem of flexible formation and safety control for multi-UAV swarms in complex obstacle environments, a stress-matrix-based distributed model predictive control (DMPC) method is proposed. The method aims to improve the maneuverability of conventional rigid formations and enable the distributed enforcement of formation, obstacle-avoidance, and inter-UAV collision-avoidance constraints. First, the stress matrix and affine localizability conditions are used to generate the desired positions of followers from the states of multiple leaders, enabling flexible affine transformations of the swarm, including translation, rotation, scaling, and shearing. Second, control barrier function (CBF) safety constraints with dynamic decay rates are introduced and embedded into the local DMPC problems to adaptively balance safety margins and obstacle-avoidance maneuverability. Then, compatibility CBF constraints are constructed based on assumed state sequences to decouple cooperative collision-avoidance constraints and achieve synchronous distributed optimization. Finally, numerical simulations validate the effectiveness of the proposed method in achieving flexible formation and safe obstacle avoidance in scenarios involving confined-space traversal and dynamic obstacles.

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  • 收稿日期:2026-05-07
  • 最后修改日期:2026-09-28
  • 录用日期:2026-09-29
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