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Recent advances in machine learning technologies and sensing have paved the way for the belief that safe, accessible, and convenient autonomous vehicles may be realized in the near future. Despite tremendous advances within this context,…

机器人学 · 计算机科学 2022-05-04 Patrick Musau , Nathaniel Hamilton , Diego Manzanas Lopez , Preston Robinette , Taylor T. Johnson

In this paper we consider the safety verification and safe controller synthesis problems for nonlinear control systems. The Control Barrier Certificates (CBC) approach is proposed as an extension to the Barrier certificates approach. Our…

最优化与控制 · 数学 2022-04-22 Han Wang , Kostas Margellos , Antonis Papachristodoulou

The Simplex Architecture is a runtime assurance framework where control authority may switch from an unverified and potentially unsafe advanced controller to a backup baseline controller in order to maintain the safety of an autonomous…

软件工程 · 计算机科学 2022-06-01 Usama Mehmood , Sanaz Sheikhi , Stanley Bak , Scott A. Smolka , Scott D. Stoller

While learning-based control techniques often outperform classical controller designs, safety requirements limit the acceptance of such methods in many applications. Recent developments address this issue through so-called predictive safety…

系统与控制 · 电气工程与系统科学 2022-05-16 Kim P. Wabersich , Melanie N. Zeilinger

The increasing complexity of modern robotic systems and the environments they operate in necessitates the formal consideration of safety in the presence of imperfect measurements. In this paper we propose a rigorous framework for…

系统与控制 · 电气工程与系统科学 2021-04-30 Ryan K. Cosner , Andrew W. Singletary , Andrew J. Taylor , Tamas G. Molnar , Katherine L. Bouman , Aaron D. Ames

This paper investigates the safety guaranteed problem in spacecraft inspection missions, considering multiple position obstacles and logical attitude forbidden zones. In order to address this issue, we propose a control strategy based on…

系统与控制 · 电气工程与系统科学 2023-06-09 Kun Wang , Tao Meng , Jiakun Lei , Weijia Wang

The control Barrier function approach has been widely used for safe controller synthesis. By solving an online convex quadratic programming problem, an optimal safe controller can be synthesized implicitly in state-space. Since the solution…

最优化与控制 · 数学 2022-04-22 Han Wang , Kostas Margellos , Antonis Papachristodoulou

We study the problem of co-designing control barrier functions and linear state feedback controllers for discrete-time linear systems affected by additive disturbances. For disturbances of bounded magnitude, we provide a semi-definite…

最优化与控制 · 数学 2025-05-14 Marta Fochesato , Han Wang , Antonis Papachristodoulou , Paul Goulart

In the realm of autonomous driving, the development and integration of highly complex and heterogeneous systems are standard practice. Modern vehicles are not monolithic systems; instead, they are composed of diverse hardware components,…

软件工程 · 计算机科学 2024-11-25 Paolo Burgio , Angelo Ferrando , Marco Villani

The control of complex systems faces a trade-off between high performance and safety guarantees, which in particular restricts the application of learning-based methods to safety-critical systems. A recently proposed framework to address…

系统与控制 · 计算机科学 2020-05-26 Kim P. Wabersich , Melanie N. Zeilinger

Despite significant advancement in technology, communication and computational failures are still prevalent in safety-critical engineering applications. Often, networked control systems experience packet dropouts, leading to open-loop…

系统与控制 · 电气工程与系统科学 2026-01-05 Marc Seidel , Mahathi Anand , Frank Allgöwer

This paper provides an introduction and overview of recent work on control barrier functions and their use to verify and enforce safety properties in the context of (optimization based) safety-critical controllers. We survey the main…

系统与控制 · 计算机科学 2019-03-28 Aaron D. Ames , Samuel Coogan , Magnus Egerstedt , Gennaro Notomista , Koushil Sreenath , Paulo Tabuada

The dramatic increase of autonomous systems subject to variable environments has given rise to the pressing need to consider risk in both the synthesis and verification of policies for these systems. This paper aims to address a few…

人工智能 · 计算机科学 2022-04-22 Prithvi Akella , Anushri Dixit , Mohamadreza Ahmadi , Joel W. Burdick , Aaron D. Ames

This paper develops a new control design for guaranteeing a vehicle's safety during lane change maneuvers in a complex traffic environment. The proposed method uses a finite state machine (FSM), where a quadratic program based optimization…

系统与控制 · 电气工程与系统科学 2021-03-24 Suiyi He , Jun Zeng , Bike Zhang , Koushil Sreenath

This paper presents a new control approach for guaranteed safety (remaining in a safe set) subject to actuator constraints (the control is in a convex polytope). The control signals are computed using real-time optimization, including…

系统与控制 · 电气工程与系统科学 2023-10-13 Pedram Rabiee , Jesse B. Hoagg

We propose a novel class of risk-aware control barrier functions (RA-CBFs) for the control of stochastic safety-critical systems. Leveraging a result from the stochastic level-crossing literature, we deviate from the martingale theory that…

系统与控制 · 电气工程与系统科学 2023-08-22 Mitchell Black , Georgios Fainekos , Bardh Hoxha , Danil Prokhorov , Dimitra Panagou

We consider the problem of verifying safety for continuous-time dynamical systems. Developing upon recent advancements in data-driven verification, we use only a finite number of sampled trajectories to learn a barrier certificate, namely a…

系统与控制 · 电气工程与系统科学 2025-08-11 Luke Rickard , Alessandro Abate , Kostas Margellos

This paper presents a safe controller synthesis of discrete-time stochastic systems using Control Barrier Functions (CBFs). The proposed condition allows the design of a safe controller synthesis that ensures system safety while avoiding…

系统与控制 · 电气工程与系统科学 2025-01-17 Sotaro Fushimi , Kenta Hoshino , Yuki Nishimura

We present a simulation-based approach for generating barrier certificate functions for safety verification of cyber-physical systems (CPS) that contain neural network-based controllers. A linear programming solver is utilized to find a…

系统与控制 · 计算机科学 2018-04-12 Cumhur Erkan Tuncali , James Kapinski , Hisahiro Ito , Jyotirmoy V. Deshmukh

In recent years, the analysis of a control barrier function has received considerable attention because it is helpful for the safety-critical control required in many control application problems. While the extension of the analysis to a…

最优化与控制 · 数学 2024-04-18 Yuki Nishimura , Kenta Hoshino