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In this paper, we introduce a novel conceptual model for a robot's behavioral adaptation in its long-term interaction with humans, integrating dynamic robot role adaptation with principles of flow experience from psychology. This…

Robotics · Computer Science 2024-01-08 Huili Chen , Sharifa Alghowinem , Cynthia Breazeal , Hae Won Park

With the substantial growth of logistics businesses the need for larger and more automated warehouses increases, thus giving rise to fully robotized shop-floors with mobile robots in charge of transporting and distributing goods. However,…

Task allocation in multi-human multi-robot (MH-MR) teams presents significant challenges due to the inherent heterogeneity of team members, the dynamics of task execution, and the information uncertainty of operational states. Existing…

Robotics · Computer Science 2025-03-12 Ziqin Yuan , Ruiqi Wang , Taehyeon Kim , Dezhong Zhao , Ike Obi , Byung-Cheol Min

Humans often assume that robots are rational. We believe robots take optimal actions given their objective; hence, when we are uncertain about what the robot's objective is, we interpret the robot's actions as optimal with respect to our…

Robotics · Computer Science 2019-09-13 Dylan P. Losey , Dorsa Sadigh

Human-robot teams have the ability to perform better across various tasks than human-only and robot-only teams. However, such improvements cannot be realized without proper task allocation. Trust is an important factor in teaming…

Robotics · Computer Science 2021-10-12 Arsha Ali , Hebert Azevedo-Sa , Dawn M. Tilbury , Lionel P. Robert

Humans are known to construct cognitive maps of their everyday surroundings using a variety of perceptual inputs. As such, when a human is asked for directions to a particular location, their wayfinding capability in converting this…

Robotics · Computer Science 2020-11-03 Vishnu Sashank Dorbala , Arjun Srinivasan , Aniket Bera

Human intention prediction provides an augmented solution for the design of assistants and collaboration between the human driver and intelligent vehicles. In this study, a multi-task sequential learning framework is developed to predict…

Human-Computer Interaction · Computer Science 2022-07-04 Yang Xing , Wenbo Li , Xiaoyu Mo , Chen Lv

The ability to accurately predict feasible multimodal future trajectories of surrounding traffic participants is crucial for behavior planning in autonomous vehicles. The Motion Transformer (MTR), a state-of-the-art motion prediction…

As autonomous machines such as robots and vehicles start performing tasks involving human users, ensuring a safe interaction between them becomes an important issue. Translating methods from human-robot interaction (HRI) studies to the…

Robotics · Computer Science 2021-06-04 Erwin Jose Lopez Pulgarin , Guido Herrmann , Ute Leonards

To interact seamlessly with robots, users must infer the causes of a robot's behavior and be confident about that inference. Hence, trust is a necessary condition for human-robot collaboration (HRC). Despite its crucial role, it is largely…

Robotics · Computer Science 2021-04-23 Felix Schoeller , Mark Miller , Roy Salomon , Karl J. Friston

Recognising intent in collaborative human robot tasks can improve team performance and human perception of robots. Intent can differ from the observed outcome in the presence of mistakes which are likely in physically dynamic tasks. We…

Robotics · Computer Science 2024-10-29 Vidullan Surendran , Alan R. Wagner

In physical human-robot interaction, force feedback has been the most common sensing modality to convey the human intention to the robot. It is widely used in admittance control to allow the human to direct the robot. However, it cannot be…

Robotics · Computer Science 2025-05-16 Gokhan Solak , Gustavo J. G. Lahr , Idil Ozdamar , Arash Ajoudani

We focus on human-robot collaborative transport, in which a robot and a user collaboratively move an object to a goal pose. In the absence of explicit communication, this problem is challenging because it demands tight implicit coordination…

Robotics · Computer Science 2025-02-06 Elvin Yang , Christoforos Mavrogiannis

The letter focuses on Haptic Glove (HG) based control of a Robotic Hand (RH) executing in-hand manipulation of certain objects of interest. The high dimensional motion signals in HG and RH possess intrinsic variability of kinematics…

Robotics · Computer Science 2024-03-27 Muneeb Ahmed , Rajesh Kumar , Qaim Abbas , Brejesh Lall , Arzad A. Kherani , Sudipto Mukherjee

Human-robot collaboration has benefited users with higher efficiency towards interactive tasks. Nevertheless, most collaborative schemes rely on complicated human-machine interfaces, which might lack the requisite intuitiveness compared…

Robotics · Computer Science 2024-10-28 Haolin Fei , Stefano Tedeschi , Yanpei Huang , Andrew Kennedy , Ziwei Wang

Understanding misalignments in human task-solving trajectories is crucial for enhancing AI models trained to closely mimic human reasoning. This study categorizes such misalignments into three types: (1) lack of functions to express intent,…

Artificial Intelligence · Computer Science 2025-05-29 Sejin Kim , Hosung Lee , Sundong Kim

Predicting human intent is challenging yet essential to achieving seamless Human-Robot Collaboration (HRC). Many existing approaches fail to fully exploit the inherent relationships between objects, tasks, and the human model. Current…

Robotics · Computer Science 2024-10-02 Vanessa Hernandez-Cruz , Xiaotong Zhang , Kamal Youcef-Toumi

Remarkable capabilities have been achieved by robotics and AI, mastering complex tasks and environments. Yet, humans often remain passive observers, fascinated but uncertain how to engage. Robots, in turn, cannot reach their full potential…

Human-robot collaboration requires precise prediction of human motion over extended horizons to enable proactive collision avoidance. Unlike existing planners that rely solely on kinodynamic models, we present a prediction-driven safe…

Robotics · Computer Science 2025-10-07 Vadivelan Murugesan , Rajasundaram Mathiazhagan , Sanjana Joshi , Aliasghar Arab

Human-robot collaboration (HRC) is one key component to achieving flexible manufacturing to meet the different needs of customers. However, it is difficult to build intelligent robots that can proactively assist humans in a safe and…

Robotics · Computer Science 2023-09-06 Ruixuan Liu , Rui Chen , Abulikemu Abuduweili , Changliu Liu