Rectified Control Barrier Functions for High-Order Safety Constraints

IF 2.4 Q2 AUTOMATION & CONTROL SYSTEMS IEEE Control Systems Letters Pub Date : 2024-12-16 DOI:10.1109/LCSYS.2024.3518393
Pio Ong;Max H. Cohen;Tamas G. Molnar;Aaron D. Ames
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Abstract

This letter presents a novel approach for synthesizing control barrier functions (CBFs) from high relative degree safety constraints: Rectified CBFs (ReCBFs). We begin by discussing the limitations of existing High-Order CBF approaches and how these can be overcome by incorporating an activation function into the CBF construction. We then provide a comparative analysis of our approach with related methods, such as CBF backstepping. Our results are presented first for safety constraints with relative degree two, then for mixed-input relative degree constraints, and finally for higher relative degrees. The theoretical developments are illustrated through simple running examples and an aircraft control problem.
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高阶安全约束的整流控制屏障函数
这封信提出了一种从高相对程度安全约束合成控制势垒函数(cbf)的新方法:整流cbf (ReCBFs)。我们首先讨论现有的高阶CBF方法的局限性,以及如何通过将激活函数合并到CBF结构中来克服这些局限性。然后,我们将该方法与CBF回溯等相关方法进行了比较分析。我们的结果首先是相对度为2的安全约束,然后是混合输入相对度约束,最后是更高相对度的安全约束。通过简单的运行实例和一个飞机控制问题说明了该理论的发展。
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来源期刊
IEEE Control Systems Letters
IEEE Control Systems Letters Mathematics-Control and Optimization
CiteScore
4.40
自引率
13.30%
发文量
471
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