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Industrial standards define safety requirements for Human-Robot Collaboration (HRC) in industrial manufacturing. The standards particularly require real-time monitoring and securing of the minimum protective distance between a robot and an…

Robotics · Computer Science 2019-09-09 Antti Hietanen , Jyrki Latokartano , Roel Pieters , Minna Lanz , Joni-Kristian Kämäräinen

We design and develop a new shared Augmented Reality (AR) workspace for Human-Robot Interaction (HRI), which establishes a bi-directional communication between human agents and robots. In a prototype system, the shared AR workspace enables…

Robotics · Computer Science 2020-12-10 Shuwen Qiu , Hangxin Liu , Zeyu Zhang , Yixin Zhu , Song-Chun Zhu

As the use of Augmented Reality (AR) to enhance interactions between human agents and robotic systems in a work environment continues to grow, robots must communicate their intents in informative yet straightforward ways. This improves the…

Robotics · Computer Science 2023-03-13 Chrisantus Eze , Christopher Crick

In contemporary training for industrial manufacturing, reconciling theoretical knowledge with practical experience continues to be a significant difficulty. As companies transition to more intricate and technology-oriented settings,…

Human-Computer Interaction · Computer Science 2025-07-30 Vladislav Li , Ilias Siniosoglou , Panagiotis Sarigiannidis , Vasileios Argyriou

Interactive reinforcement learning, where humans actively assist during an agent's learning process, has the promise to alleviate the sample complexity challenges of practical algorithms. However, the inner workings and state of the robot…

Robotics · Computer Science 2021-10-12 Ziyi Zhang , Samuel Micah Akai-Nettey , Adonai Addo , Chris Rogers , Jivko Sinapov

Effective human-robot collaboration (HRC) requires extensive communication among the human and robot teammates, because their actions can potentially produce conflicts, synergies, or both. We develop a novel augmented reality (AR) interface…

Robotics · Computer Science 2020-03-16 Kishan Chandan , Vidisha Kudalkar , Xiang Li , Shiqi Zhang

This paper contributes to a taxonomy of augmented reality and robotics based on a survey of 460 research papers. Augmented and mixed reality (AR/MR) have emerged as a new way to enhance human-robot interaction (HRI) and robotic interfaces…

Robotics · Computer Science 2022-03-08 Ryo Suzuki , Adnan Karim , Tian Xia , Hooman Hedayati , Nicolai Marquardt

Extended reality (XR), encompassing Virtual Reality (VR), Augmented Reality (AR), and Mixed Reality (MR), is emerging as a transformative platform for medical education. Traditional methods such as textbooks, physical models, and cadaveric…

Human-Computer Interaction · Computer Science 2025-09-03 Yuqing Wei , Yupeng Wang , Jiayi Zhao , Yanjun Liu , Huxin Gao , Jiewen Lai

Biomechanical forward simulation holds great potential for HCI, enabling the generation of human-like movements in interactive tasks. However, training biomechanical models with reinforcement learning is challenging, particularly for…

Human-Computer Interaction · Computer Science 2025-08-26 Michał Patryk Miazga , Patrick Ebel

Alignment between real and virtual objects is a challenging task required for the deployment of Mixed Reality (MR) into manufacturing, medical, and construction applications. To face this challenge, a series of methods have been proposed.…

Human-Computer Interaction · Computer Science 2022-11-17 Alejandro Martin-Gomez , Alexander Winkler , Rafael de la Tijera Obert , Javad Fotouhi , Daniel Roth , Ulrich Eck , Nassir Navab

This paper presents I-nteract, a cyber-physical system that enables real-time interaction with real and virtual objects in a mixed augmented reality environment to design 3D models for additive manufacturing. The system has been developed…

Human-Computer Interaction · Computer Science 2020-02-18 Ammar Malik , Hugo Lhachemi , Robert Shorten

Mass casualty incidents (MCIs) are a high-risk, sensitive domain with profound implications for patient and responder safety. Augmented reality has shown promise as an assistive tool for high-stress work domains and MCI triage both in the…

Human-Computer Interaction · Computer Science 2026-01-14 Cassidy R. Nelson , Joseph L. Gabbard , Jason B. Moats , Ranjana K. Mehta

This exploratory study investigates the intersection of Generative AI tools and experiential learning in business education. Through a case study of an innovative undergraduate course, we examine how students interact with and adapt to…

Artificial Intelligence · Computer Science 2025-06-09 Nicole C. Wang

When humans work together to complete a joint task, each person builds an internal model of the situation and how it will evolve. Efficient collaboration is dependent on how these individual models overlap to form a shared mental model…

Robotics · Computer Science 2022-08-26 Wesley P. Chan , Morgan Crouch , Khoa Hoang , Charlie Chen , Nicole Robinson , Elizabeth Croft

Corporate training relates to employees acquiring essential skills to operate equipment or effectively performing required tasks both competently and safely. Unlike formal education, training can be incorporated into the task workflow and…

Human-Computer Interaction · Computer Science 2021-02-19 Bruno R. Martins , Joaquim A. Jorge , Ezequiel R. Zorzal

Mixed Reality (MR) technologies such as Virtual and Augmented Reality (VR, AR) are well established in medical practice, enhancing diagnostics, treatment, and education. However, there are still some limitations and challenges that may be…

Human-Computer Interaction · Computer Science 2025-07-28 Aliaksandr Marozau , Barbara Karpowicz , Tomasz Kowalewski , Pavlo Zinevych , Wiktor Stawski , Adam Kuzdraliński , Wiesław Kopeć

This paper presents a novel framework enabling end-users to perform the management of complex robotic workplaces using a tablet and augmented reality. The framework allows users to commission the workplace comprising different types of…

Robotics · Computer Science 2023-06-16 Michal Kapinus , Zdeněk Materna , Daniel Bambušek , Vítězslav Beran , Pavel Smrž

With the rapid advancement of technology, Augmented Reality (AR) technology, known for its ability to deeply integrate virtual information with the real world, is gradually transforming traditional work modes and teaching methods.…

Artificial Intelligence · Computer Science 2024-04-30 Keqin Li , Peng Xirui , Jintong Song , Bo Hong , Jin Wang

Experiential learning has been known to be an engaging and effective modality for personal and professional development. The Metaverse provides ample opportunities for the creation of environments in which such experiential learning can…

Artificial Intelligence · Computer Science 2022-05-09 Arjun Nagendran , Scott Compton , William Follette , Artem Golenchenko , Anna Compton , Jonathan Grizou

Human-robot teaming offers great potential because of the opportunities to combine strengths of heterogeneous agents. However, one of the critical challenges in realizing an effective human-robot team is efficient information exchange -…

Robotics · Computer Science 2019-09-17 Jason M. Gregory , Christopher Reardon , Kevin Lee , Geoffrey White , Ki Ng , Caitlyn Sims