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Control barrier functions (CBFs) provide a principled framework for enforcing safety in control systems -- yet the certified safe operating region in practice is often conservative, especially under input bounds. In many applications,…

系统与控制 · 电气工程与系统科学 2026-04-07 Pio Ong , David E. J. van Wijk , Massimiliano de Sa , Joel W. Burdick , Aaron D. Ames

A fundamental and classical problem in mobile autonomous systems is maintaining the safety of autonomous agents during deployment. Prior literature has presented techniques using control barrier functions (CBFs) to achieve this goal. These…

最优化与控制 · 数学 2025-03-18 James Usevitch , Jackson Sahleen

Uncertainties arising in various control systems, such as robots that are subject to unknown disturbances or environmental variations, pose significant challenges for ensuring system safety, such as collision avoidance. At the same time,…

机器人学 · 计算机科学 2024-03-28 Matti Vahs , Jana Tumova

Industrial control applications require high performance under strict constraints. Control barrier functions (CBFs) provide principled safety mechanisms, but constructing CBF-based safety filters for large-scale systems is challenging. We…

系统与控制 · 电气工程与系统科学 2026-02-09 Kim P. Wabersich , Felix Berkel , Felix Gruber , Sven Reimann

Adaptive control provides closed-loop stability and reference tracking for uncertain dynamical systems through online parameter adaptation. These properties alone, however, do not ensure safety in the sense of forward invariance of state…

系统与控制 · 电气工程与系统科学 2026-03-17 Johannes Autenrieb , Peter A. Fisher , Anuradha Annaswamy

This paper studies the problem of finite-time convergence to a prescribed safe set for nonlinear systems whose initial states violate the safety constraints. Existing Control Lyapunov-Barrier Functions (CLBFs) can enforce recovery to the…

系统与控制 · 电气工程与系统科学 2026-03-27 Anni Li , Yingqing Chen , Christos G. Cassandras , Wei Xiao

Control barrier functions-based quadratic programming (CBF-QP) is gaining popularity as an effective controller synthesis tool for safe control. However, the provable safety is established on an accurate dynamic model and access to all…

系统与控制 · 电气工程与系统科学 2023-08-29 Jinfeng Chen , Zhiqiang Gao , Qin Lin

This letter addresses the constraint compatibility problem of control barrier functions (CBFs), which occurs when a safety-critical CBF requires a system to apply more control effort than it is capable of generating. This inevitably leads…

最优化与控制 · 数学 2024-02-28 Logan E. Beaver

Robust control barrier functions (CBFs) provide a principled mechanism for smooth safety enforcement under worst-case disturbances. However, existing approaches typically rely on explicit, closed-form structure in the dynamics (e.g.,…

系统与控制 · 电气工程与系统科学 2026-04-16 Donggeon David Oh , Duy P. Nguyen , Haimin Hu , Jaime Fernández Fisac

Constructing a control invariant set with an appropriate shape that fits within a given state constraint is a fundamental problem in safety-critical control but is known to be difficult, especially for large or complex spaces. This paper…

系统与控制 · 电气工程与系统科学 2025-07-18 Inkyu Jang , H. Jin Kim

Control barrier functions (CBFs) are widely used in safety-critical controllers. However, constructing a valid CBF is challenging, especially under nonlinear or non-convex constraints and for high relative degree systems. Meanwhile, finding…

系统与控制 · 电气工程与系统科学 2022-10-12 Bolun Dai , Prashanth Krishnamurthy , Farshad Khorrami

Safety filters based on Control Barrier Functions (CBFs) provide formal guarantees of forward invariance, but are often difficult to implement in networked dynamical systems. This is due to global coupling and communication requirements.…

系统与控制 · 电气工程与系统科学 2026-05-07 Emiliano Dall'Anese

Using control barrier functions (CBFs) as safety filters provides a computationally inexpensive yet effective method for constructing controllers in safety-critical applications. However, using CBFs requires the construction of a valid CBF,…

系统与控制 · 电气工程与系统科学 2024-02-15 Bolun Dai , Prashanth Krishnamurthy , Farshad Khorrami

Modern autonomous systems, such as flying, legged, and wheeled robots, are generally characterized by high-dimensional nonlinear dynamics, which presents challenges for model-based safety-critical control design. Motivated by the success of…

系统与控制 · 电气工程与系统科学 2024-09-21 Max H. Cohen , Tamas G. Molnar , Aaron D. Ames

Control barrier functions (CBFs) provide an effective framework for enforcing safety in dynamical systems with scalar constraints. However, many safety constraints are more naturally expressed as matrix-valued conditions, such as positive…

最优化与控制 · 数学 2026-04-07 Samuel G. Gessow , Pio Ong , Aaron D. Ames , Brett T. Lopez

Control barrier functions (CBFs) have been widely applied to safety-critical robotic applications. However, the construction of control barrier functions for robotic systems remains a challenging task. Recently, collision detection using…

Modern nonlinear control theory seeks to endow systems with properties of stability and safety, and have been deployed successfully in multiple domains. Despite this success, model uncertainty remains a significant challenge in synthesizing…

系统与控制 · 电气工程与系统科学 2019-12-24 Andrew Taylor , Andrew Singletary , Yisong Yue , Aaron Ames

This paper studies the efficient implementation of safety filters that are designed using control barrier functions (CBFs), which minimally modify a nominal controller to render it safe with respect to a prescribed set of states. Although…

系统与控制 · 电气工程与系统科学 2026-04-23 Pol Mestres , Shima Sadat Mousavi , Pio Ong , Lizhi Yang , Ersin Das , Joel W. Burdick , Aaron D. Ames

In this paper, we establish a connection between model predictive control (MPC) techniques and Control Barrier Functions (CBFs). Recognizing the similarity between CBFs and Control Lyapunov Functions (CLFs), we propose a MPC formulation…

最优化与控制 · 数学 2025-07-03 Jingyi Huang , Han Wang , Kostas Margellos , Paul Goulart

This paper presents extensions of control barrier function (CBF) theory to systems with disturbances wherein a controller only receives measurements infrequently and operates open-loop between measurements, while still satisfying state…

系统与控制 · 电气工程与系统科学 2024-06-05 Joseph Breeden , Luca Zaccarian , Dimitra Panagou