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Ensuring robot safety in complex environments is a difficult task due to actuation limits, such as torque bounds. This paper presents a safety-critical control framework that leverages learning-based switching between multiple backup…

机器人学 · 计算机科学 2024-03-08 Neil C. Janwani , Ersin Daş , Thomas Touma , Skylar X. Wei , Tamas G. Molnar , Joel W. Burdick

Over the decades, kinematic controllers have proven to be practically useful for applications like set-point and trajectory tracking in robotic systems. To this end, we formulate a novel safety-critical paradigm for kinematic control in…

系统与控制 · 电气工程与系统科学 2020-09-22 Andrew Singletary , Shishir Kolathaya , Aaron D. Ames

Designing safety-critical control for robotic manipulators is challenging, especially in a cluttered environment. First, the actual trajectory of a manipulator might deviate from the planned one due to the complex collision environments and…

机器人学 · 计算机科学 2022-11-14 Xuda Ding , Han Wang , Yi Ren , Yu Zheng , Cailian Chen , Jianping He

This paper introduces a novel control methodology designed to guide a collective of robotic-sheep in a cluttered and unknown environment using robotic-dogs. The dog-agents continuously scan the environment and compute a safe trajectory to…

机器人学 · 计算机科学 2025-05-20 Mahmoud Hamandi , Farshad Khorrami , Anthony Tzes

We propose new methods to synthesize control barrier function (CBF)-based safe controllers that avoid input saturation, which can cause safety violations. In particular, our method is created for high-dimensional, general nonlinear systems,…

机器人学 · 计算机科学 2022-11-22 Simin Liu , Changliu Liu , John Dolan

In this article, we propose a control architecture for the safe, coordinated operation of a multi-agent system with aerial (UAVs) and ground (UGVs) robots in a confined task space. We consider the case where the aerial and ground operations…

Collision avoidance is a widely investigated topic in robotic applications. When applying collision avoidance techniques to a mobile robot, how to deal with the spatial structure of the robot still remains a challenge. In this paper, we…

机器人学 · 计算机科学 2022-05-10 Fan Ding , Han Wang , Jianping He , Yi Ren , Yu Zheng

Safety stands as the primary obstacle preventing the widespread adoption of learning-based robotic systems in our daily lives. While reinforcement learning (RL) shows promise as an effective robot learning paradigm, conventional RL…

机器人学 · 计算机科学 2025-05-27 Maeva Guerrier , Karthik Soma , Hassan Fouad , Giovanni Beltrame

Control Barrier Functions (CBFs) have emerged as an effective and non-invasive safety filter for ensuring the safety of autonomous systems in dynamic environments with formal guarantees. However, most existing works on CBF synthesis focus…

机器人学 · 计算机科学 2025-05-20 Yuepeng Zhang , Yu Chen , Yuda Li , Shaoyuan Li , Xiang Yin

This paper presents a formal framework for collision avoidance in multi-robot systems, wherein an existing controller is modified in a minimally invasive fashion to ensure safety. We build this framework through the use of control barrier…

机器人学 · 计算机科学 2016-09-05 Li Wang , Aaron Ames , Magnus Egerstedt

In fields such as mining, search and rescue, and archaeological exploration, ensuring real-time, collision-free navigation of robots in confined, cluttered environments is imperative. Despite the value of established path planning…

机器人学 · 计算机科学 2024-03-28 Manan Tayal , Shishir Kolathaya

Guaranteeing safety for robotic and autonomous systems in real-world environments is a challenging task that requires the mitigation of stochastic uncertainties. Control barrier functions have, in recent years, been widely used for…

系统与控制 · 电气工程与系统科学 2022-03-31 Andrew Singletary , Mohamadreza Ahmadi , Aaron D. Ames

Legged robots exhibit significant potential across diverse applications, including but not limited to hazardous environment search and rescue missions and the exploration of unexplored regions both on Earth and in outer space. However, the…

机器人学 · 计算机科学 2024-10-28 Manan Tayal , Shishir Kolathaya

In this paper, we propose a method to avoid "no-solution" situations of the control barrier function (CBF) for distributed collision avoidance in a multiagent autonomous robotic system (MARS). MARS, which is composed of distributed…

机器人学 · 计算机科学 2023-11-14 Hiroki Etchu , Yuki Origane , Daisuke Kurabayashi

This paper details the theory and implementation behind practically ensuring safety of remotely piloted racing drones. We demonstrate robust and practical safety guarantees on a 7" racing drone at speeds exceeding 100 km/h, utilizing only…

系统与控制 · 电气工程与系统科学 2022-01-13 Andrew Singletary , Aiden Swann , Yuxiao Chen , Aaron D. Ames

Control Barrier Functions (CBFs) that provide formal safety guarantees have been widely used for safety-critical systems. However, it is non-trivial to design a CBF. Utilizing neural networks as CBFs has shown great success, but it…

系统与控制 · 电气工程与系统科学 2023-11-20 Xinyu Wang , Luzia Knoedler , Frederik Baymler Mathiesen , Javier Alonso-Mora

This paper presents a methodology for ensuring that the composition of multiple Control Barrier Functions (CBFs) always leads to feasible conditions on the control input, even in the presence of input constraints. In the case of a system…

最优化与控制 · 数学 2023-03-24 Joseph Breeden , Dimitra Panagou

The goal of this thesis is to propose the combination of Control-Barrier-Functions (CBF) with Model-Predictive-Control (MPC) resulting in the novel Model-Predictive-Control-Barrier-Function (MPCBF). It can be shown, that the performance of…

机器人学 · 计算机科学 2020-11-23 Johann Lange

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

Control barrier function (CBF) has recently started to serve as a basis to develop approaches for enforcing safety requirements in control systems. However, constructing such function for a general system is a non-trivial task. This paper…

系统与控制 · 电气工程与系统科学 2023-01-02 Zihao Liang , Jason King Ching Lo