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We introduce a novel framework for quantifying mental and emotional states over time by combining virtual reality (VR) exposure with EEG recordings. Participants experienced a stress-inducing work scenario in VR, originally designed as a…

Neurons and Cognition · Quantitative Biology 2025-10-28 Aymen Balti , Assane Wade , Abdelatif Oujbara , M. A. , Aziz-Alaoui , Hicham Bellarabi , Frederic Dutertre , Benjamin Ambrosio

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

Reliable building energy audits are crucial for efficiency through heat loss detection. While drones assist inspections, they overlook the interplay between personality traits, stress management, and operational strategies expert engineers…

Human-Computer Interaction · Computer Science 2025-04-11 Pengkun Liu , Pingbo Tang , Jiepeng Liu , Yu Hou

Virtual Reality is used successfully to treat people for regular phobias. A new challenge is to develop Virtual Reality Exposure Training for social skills. Virtual actors in such systems have to show appropriate social behavior including…

Computers and Society · Computer Science 2014-04-16 Catholijn Jonker , Joost Broekens , Aske Plaat

This paper presents a multi-stage experimental framework that integrates immersive Virtual Reality (VR) simulations, wearable sensors, and advanced signal processing to investigate construction workers neuro-physiological stress responses…

Human-Computer Interaction · Computer Science 2025-10-07 Fatemeh Banani Ardecani , Omidreza Shoghli

This study investigates the effectiveness of a Virtual Reality (VR)-based training program in improving body awareness among children with Attention Deficit Hyperactivity Disorder (ADHD). Utilizing a quasi-experimental design, the research…

Human-Computer Interaction · Computer Science 2026-02-24 Aya Abdelnaem El-Basha , Ebtsam ELSayed Mahmoud ELSayes , Ahmad Al-Kabbany

Human-robot collaborative assembly systems enhance the efficiency and productivity of the workplace but may increase the workers' cognitive demand. This paper proposes an online and quantitative framework to assess the cognitive workload…

Robotics · Computer Science 2022-07-11 Marta Lagomarsino , Marta Lorenzini , Pietro Balatti , Elena De Momi , Arash Ajoudani

With the growing integration of human-computer interaction into everyday life, advances in machine learning have enabled systems to better perceive and respond to users' emotional states. Most existing affect recognition datasets focus on…

Machine Learning · Computer Science 2026-05-04 Karim Alghoul , Faisal Mohd , Fedwa Laamarti , Hussein Al Osman , Abdulmotaleb El Saddik

We present the early-stage design and implementation of a multimodal, real-time communication analysis system intended as a foundational interaction layer for adaptive VR training. The system integrates five parallel processing streams: (1)…

Human-Computer Interaction · Computer Science 2026-04-14 Birgit Nierula , Karam Tomotaki-Dawoud , Daniel Johannes Meyer , Iryna Ignatieva , Mina Mottahedin , Thomas Koch , Sebastian Bosse

This paper presents a comprehensive review of methods covering significant subjective and objective human stress detection techniques available in the literature. The methods for measuring human stress responses could include subjective…

Human-Computer Interaction · Computer Science 2023-06-08 Aamir Arsalan , Muhammad Majid , Imran Fareed Nizami , Waleed Manzoor , Syed Muhammad Anwar , Jihyoung Ryu

Repeated exposure to blast overpressure in occupational settings has been associated with changes in cognitive and psychological health, as well as deficits in neurosensory subsystems. In this work, we describe a wearable system to…

Signal Processing · Electrical Eng. & Systems 2025-05-15 Jeremy P. Kemmerer , James R. Williamson , Joseph Kim , Elizabeth Halford , Hrishikesh M. Rao , Christopher J. Smalt

In today's fast-paced world, accurately monitoring stress levels is crucial. Sensor-based stress monitoring systems often need large datasets for training effective models. However, individual-specific models are necessary for personalized…

Affect recognition aims to detect a person's affective state based on observables, with the goal to e.g. provide reasoning for decision making or support mental wellbeing. Recently, besides approaches based on audio, visual or text…

Human-Computer Interaction · Computer Science 2018-11-22 Philip Schmidt , Attila Reiss , Robert Duerichen , Kristof Van Laerhoven

The use of emerging technologies like Virtual Reality (VR) in therapeutic settings has increased in the past few years. By incorporating VR, a mental health condition like depression can be assessed effectively, while also providing…

Human-Computer Interaction · Computer Science 2024-03-05 Mohammad Waqas , Y Pawankumar Gururaj , V D Shanmukha Mitra , Sai Anirudh Karri , Raghu Reddy , Syed Azeemuddin

Virtual, Augmented, and eXtended Reality (VR/AR/XR) technologies are increasingly recognized for their applications in training, diagnostics, and psychological research, particularly in high-risk and highly regulated environments. In this…

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…

Robotics · Computer Science 2025-04-15 Francesco Iodice , Elena De Momi , Arash Ajoudani

Pilots operating modern cockpits often face high cognitive demands due to complex interfaces and multitasking requirements, which can lead to overload and decreased performance. This study introduces AdaptiveCoPilot, a neuroadaptive…

As automation and mobile robotics reshape work environments, rising expectations for productivity increase cognitive demands on human operators, leading to potential stress and cognitive overload. Accurately assessing an operator's mental…

Robotics · Computer Science 2025-04-10 Till Aust , Julian Kaduk , Heiko Hamann

The automation of robotic tasks requires high precision and adaptability, particularly in force-based operations such as insertions. Traditional learning-based approaches either rely on static datasets, which limit their ability to…

Robotics · Computer Science 2025-08-22 Zebin Duan , Frederik Hagelskjær , Aljaz Kramberger , Juan Heredia , Norbert Krüger

The objective of this study is to develop and use a virtual reality game as a tool to assess the effects of realistic stress on the behavioral and physiological responses of participants. The game is based on a popular Steam game called…

Human-Computer Interaction · Computer Science 2020-10-01 Daniel H. Lee , Tzyy-Ping Jung