Review of task allocation for human-robot collaboration in assembly

C Petzoldt, M Harms, M Freitag - International Journal of Computer …, 2023 - Taylor & Francis
Due to the high cost pressure and the increasing variant diversity, the cooperation of
humans and robots represents a promising technological solution to achieve higher …

Safe reinforcement learning of dynamic high-dimensional robotic tasks: navigation, manipulation, interaction

P Liu, K Zhang, D Tateo, S Jauhri, Z Hu… - … on Robotics and …, 2023 - ieeexplore.ieee.org
Safety is a fundamental property for the real-world deployment of robotic platforms. Any
control policy should avoid dangerous actions that could harm the environment, humans, or …

Towards proactive safe human-robot collaborations via data-efficient conditional behavior prediction

R Pandya, Z Wang, Y Nakahira… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
We focus on the problem of how we can enable a robot to collaborate seamlessly with a
human partner, specifically in scenarios where preexisting data is sparse. Much prior work in …

Safe Reinforcement Learning on the Constraint Manifold: Theory and Applications

P Liu, H Bou-Ammar, J Peters, D Tateo - arXiv preprint arXiv:2404.09080, 2024 - arxiv.org
Integrating learning-based techniques, especially reinforcement learning, into robotics is
promising for solving complex problems in unstructured environments. However, most …

Safe contact-based robot active search using Bayesian optimization and control barrier functions

F Vinter-Hviid, C Sloth, TR Savarimuthu… - Frontiers in Robotics …, 2024 - frontiersin.org
In robotics, active exploration and learning in uncertain environments must take into account
safety, as the robot may otherwise damage itself or its surroundings. This paper presents a …

Robots that Learn to Safely Influence via Prediction-Informed Reach-Avoid Dynamic Games

R Pandya, C Liu, A Bajcsy - arXiv preprint arXiv:2409.12153, 2024 - arxiv.org
Robots can influence people to accomplish their tasks more efficiently: autonomous cars can
inch forward at an intersection to pass through, and tabletop manipulators can go for an …

Modeling of Operator Poses in an Automated Control System for a Collaborative Robotic Process

MA Gorkavyy, VD Voroshchenko… - 2023 International …, 2023 - ieeexplore.ieee.org
One of the most effective ways to ensure the competitiveness of industrial enterprises is the
integrated automation of technological processes. Technological processes with a high …