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Safe motion planning algorithms are necessary for deploying autonomous robots in unstructured environments. Motion plans must be safe to ensure that the robot does not harm humans or damage any nearby objects. Generating these motion plans…

Multi-robot systems can be extremely efficient for accomplishing team-wise tasks by acting concurrently and collaboratively. However, most existing methods either assume static task features or simply replan when environmental changes…

机器人学 · 计算机科学 2026-03-27 Qisheng Zhao , Meng Guo , Hengxuan Du , Lars Lindemann , Zhongkui Li

Numerical optimization has become a popular approach to plan smooth motion trajectories for robots. However, when sharing space with humans, balancing properly safety, comfort and efficiency still remains challenging. This is notably the…

机器人学 · 计算机科学 2022-10-25 Philipp Kratzer , Marc Toussaint , Jim Mainprice

Robust motion planning is a well-studied problem in the robotics literature, yet current algorithms struggle to operate scalably and safely in the presence of other moving agents, such as humans. This paper introduces a novel framework for…

We propose integrating the edge-computing paradigm into the multi-robot collaborative scheduling to maximize resource utilization for complex collaborative tasks, which many robots must perform together. Examples include collaborative…

机器人学 · 计算机科学 2023-11-20 Nazish Tahir , Ramviyas Parasuraman

This paper proposes a robot action planning scheme that provides an efficient and probabilistically safe plan for a robot interacting with an unconcerned human -- someone who is either unaware of the robot's presence or unwilling to engage…

机器人学 · 计算机科学 2025-08-19 Mohsen Amiri , Mehdi Hosseinzadeh

Handing objects to humans is an essential capability for collaborative robots. Previous research works on human-robot handovers focus on facilitating the performance of the human partner and possibly minimising the physical effort needed to…

Zero-order optimization has recently received significant attention for designing optimal trajectories and policies for robotic systems. However, most existing methods (e.g., MPPI, CEM, and CMA-ES) are local in nature, as they rely on…

机器人学 · 计算机科学 2026-02-09 Xudong Sun , Armand Jordana , Massimo Fornasier , Jalal Etesami , Majid Khadiv

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 human-robot collaboration uses observational models of…

机器人学 · 计算机科学 2024-07-02 Ravi Pandya , Zhuoyuan Wang , Yorie Nakahira , Changliu Liu

To understand and collaborate with humans, robots must account for individual human traits, habits, and activities over time. However, most robotic assistants lack these abilities, as they primarily focus on predefined tasks in structured…

机器人学 · 计算机科学 2025-10-28 Chenyang Ma , Kai Lu , Ruta Desai , Xavier Puig , Andrew Markham , Niki Trigoni

An important factor in developing control models for human-robot collaboration is how acceptable they are to their human partners. One such method for creating acceptable control models is to attempt to mimic human-like behaviour in robots…

机器人学 · 计算机科学 2022-07-12 Rebeka Kropivšek Leskovar , Tadej Petrič

Ensuring human safety in collaborative robotics can compromise efficiency because traditional safety measures increase robot cycle time when human interaction is frequent. This paper proposes a safety-aware approach to mitigate efficiency…

机器人学 · 计算机科学 2025-12-22 M. Faroni , A. Spano , A. M. Zanchettin , P. Rocco

The integration of collaborative robots into industrial environments has improved productivity, but has also highlighted significant challenges related to operator safety and ergonomics. This paper proposes an innovative framework that…

机器人学 · 计算机科学 2025-04-15 Francesco Iodice , Elena De Momi , Arash Ajoudani

Task allocation can enable effective coordination of multi-robot teams to accomplish tasks that are intractable for individual robots. However, existing approaches to task allocation often assume that task requirements or reward functions…

机器人学 · 计算机科学 2023-05-25 Sukriti Singh , Anusha Srikanthan , Vivek Mallampati , Harish Ravichandar

In collaborative robotic applications, human and robot have to work together during a whole shift for executing a sequence of jobs. The performance of the human robot team can be enhanced by scheduling the right tasks to the human and the…

机器人学 · 计算机科学 2025-07-04 Andrea Pupa , Wietse Van Dijk , Cristian Secchi

In this paper, we present a novel probabilistic safe control framework for human-robot interaction that combines control barrier functions (CBFs) with conformal risk control to provide formal safety guarantees while considering complex…

机器人学 · 计算机科学 2026-03-12 Jake Gonzales , Kazuki Mizuta , Karen Leung , Lillian J. Ratliff

Optimal plans in Constrained Partially Observable Markov Decision Processes (CPOMDPs) maximize reward objectives while satisfying hard cost constraints, generalizing safe planning under state and transition uncertainty. Unfortunately,…

人工智能 · 计算机科学 2024-02-27 Arec Jamgochian , Hugo Buurmeijer , Kyle H. Wray , Anthony Corso , Mykel J. Kochenderfer

How can we enable users to create effective, perception-driven task plans for collaborative robots? We conducted a 35-person user study with the Behavior Tree-based CoSTAR system to determine which strategies for end user creation of…

机器人学 · 计算机科学 2018-11-08 Chris Paxton , Felix Jonathan , Andrew Hundt , Bilge Mutlu , Gregory D. Hager

This paper develops a robotic manipulation planner for human-robot collaborative assembly. Unlike previous methods which study an independent and fully AI-equipped autonomous system, this paper explores the subtask distribution between a…

机器人学 · 计算机科学 2019-09-26 Mohamed Raessa , Jimmy Chi Yin Chen , Weiwei Wan , Kensuke Harada

The increasing deployment of robots in co-working scenarios with humans has revealed complex safety and efficiency challenges in the computation robot behavior. Movement among humans is one of the most fundamental -- and yet critical --…

机器人学 · 计算机科学 2022-03-04 Mehdi Dadvar , Keyvan Majd , Elena Oikonomou , Georgios Fainekos , Siddharth Srivastava