Safe Control of Multiagent Systems via Low-Complexity Control Barrier Functions

控制(管理) 计算机科学 控制系统 多智能体系统 控制理论(社会学) 控制工程 工程类 人工智能 电气工程
作者
Xiao Min,Simone Baldi,Yang Shi,Wenwu Yu
出处
期刊:IEEE Transactions on Automatic Control [Institute of Electrical and Electronics Engineers]
卷期号:70 (10): 6831-6845 被引量:2
标识
DOI:10.1109/tac.2025.3566652
摘要

In its standard formulation, the Control Barrier Function (CBF) method scales poorly as the order of the system dynamics increases. On the one hand, the need of recursively extending the control with higher-order terms along the backstepping procedure inevitably results in dynamically increasing complexity. On the other hand, the lack of an explicit form of the CBF leads to implicit formulations of the safety conditions, to be solved numerically via quadratic programming. These high complexity and poor scalability issues further amplify in multi-agent systems. This work proposes a low-complexity framework for safe control of higher-order multi-agent systems within the philosophy of funnel control. Different from the state of the art, safety is expressed in terms of a CBF that is explicitly constructed from funnel functions, thus providing a solution to the well-known problem of lack of systematic methods for constructing a CBF. Low complexity comes from the fact that the control does not involve complex dynamical extensions during the backstepping procedure. Notably, the proposed CBF is shown to automatically satisfy by design the safety conditions, without resorting to any quadratic programming. Lyapunov analysis shows that the design allows to consider individual terms for stability and safety, so as to accomplish these tasks in a seamless integrated fashion. Simulation studies and comparisons with the state of the art further demonstrate the method.
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