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Tamas G. Molnar

5 accepted papers

2024

A Learning-Based Framework for Safe Human-Robot Collaboration with Multiple Backup Control Barrier Functions

ICRA 2024poster

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 controllers to formally guarantee safety under bounded control inp…

Cited by 4SourceScholar
2024

Safety-critical Control of Quadrupedal Robots with Rolling Arms for Autonomous Inspection of Complex Environments

ICRA 2024poster

This paper presents a safety-critical control framework tailored for quadruped robots equipped with a roller arm, particularly when performing locomotive tasks such as autonomous robotic inspection in complex, multi-tiered environments. In this study, we consider the problem of operating a quadruped…

Cited by 2SourceScholar
2022

Self-Supervised Online Learning for Safety-Critical Control using Stereo Vision

ICRA 2022poster

With the increasing prevalence of complex vision-based sensing methods for use in obstacle identification and state estimation, characterizing environment-dependent measurement errors has become a difficult and essential part of modern robotics. This paper presents a self-supervised learning approac…

Cited by 17SourceScholar
2021

Measurement-Robust Control Barrier Functions: Certainty in Safety with Uncertainty in State

IROS 2021poster

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 safety-critical control of systems with erroneous state estimates. We…

Cited by 47SourceScholar
2021

Verifying Safe Transitions between Dynamic Motion Primitives on Legged Robots

IROS 2021poster

Functional autonomous systems often realize complex tasks by utilizing state machines comprised of discrete primitive behaviors and transitions between these behaviors. This architecture has been widely studied in the context of quasi-static and dynamics-independent systems. However, applications of…

Cited by 19SourceScholar