Related Experiment Video

Updated: May 10, 2026

Author Spotlight: Enhancing Neurorehabilitation Through EEG, Motor Imagery, and Virtual Reality
10:14

Author Spotlight: Enhancing Neurorehabilitation Through EEG, Motor Imagery, and Virtual Reality

Published on: May 10, 2024

936

Characterizing the Effects of Adding Virtual and Augmented Reality in Robot-Assisted Training

Xupeng Ai, Victor Santamaria, Sunil K Agrawal

    IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society
    |July 23, 2024
    PubMed

    Abstract:

    Extended reality (XR) technology combines physical reality with computer synthetic virtuality to deliver immersive experience to users. Virtual reality (VR) and augmented reality (AR) are two subdomains within XR with different immersion levels. Both of these have the potential to be combined with robot-assisted training protocols to maximize postural control improvement. In this study, we conducted a randomized control experiment with sixty-three healthy subjects to compare the effectiveness of robot-assisted posture training combined with VR or AR against robotic training alone. A robotic Trunk Support Trainer (TruST) was employed to deliver assistive force at the trunk as subjects moved beyond the stability limits during training. Our results showed that both VR and AR significantly enhanced the training outcomes of the TruST intervention. However, the VR group experienced higher simulator sickness compared to the AR group, suggesting that AR is better suited for sitting posture training in conjunction with TruST intervention. Our findings highlight the added value of XR to robot-assisted training and provide novel insights into the differences between AR and VR when integrated into a robotic training protocol. In addition, we developed a custom XR application that suited well for TruST intervention requirements. Our approach can be extended to other studies to develop novel XR-enhanced robotic training platforms.

    More Related Videos

    Author Spotlight: Enhancing Post-Stroke Upper Limb Rehabilitation with Robotic Technologies for Improved Motor Recovery and Functional Outcomes
    04:49

    Author Spotlight: Enhancing Post-Stroke Upper Limb Rehabilitation with Robotic Technologies for Improved Motor Recovery and Functional Outcomes

    Published on: September 6, 2024

    706
    A Rehabilitation Program of Exoskeleton-assisted Body Weight-Supported Treadmill Training with Non-immersive Virtual Reality for Stroke Patients
    05:54

    A Rehabilitation Program of Exoskeleton-assisted Body Weight-Supported Treadmill Training with Non-immersive Virtual Reality for Stroke Patients

    Published on: May 16, 2025

    122

    Related Experiment Videos

    Last Updated: May 10, 2026

    Author Spotlight: Enhancing Neurorehabilitation Through EEG, Motor Imagery, and Virtual Reality
    10:14

    Author Spotlight: Enhancing Neurorehabilitation Through EEG, Motor Imagery, and Virtual Reality

    Published on: May 10, 2024

    936
    Author Spotlight: Enhancing Post-Stroke Upper Limb Rehabilitation with Robotic Technologies for Improved Motor Recovery and Functional Outcomes
    04:49

    Author Spotlight: Enhancing Post-Stroke Upper Limb Rehabilitation with Robotic Technologies for Improved Motor Recovery and Functional Outcomes

    Published on: September 6, 2024

    706
    A Rehabilitation Program of Exoskeleton-assisted Body Weight-Supported Treadmill Training with Non-immersive Virtual Reality for Stroke Patients
    05:54

    A Rehabilitation Program of Exoskeleton-assisted Body Weight-Supported Treadmill Training with Non-immersive Virtual Reality for Stroke Patients

    Published on: May 16, 2025

    122

    Related Concept Videos

    Stereotype Content Model02:16

    Stereotype Content Model

    The Stereotype Content Model (SCM) was first proposed by Susan Fiske and her colleagues (Fiske, Cuddy, Glick & Xu, 2002; see also Fiske, 2012 and Fiske, 2017). The SCM specifies that when someone encounters a new group, they will stereotype them based on two metrics: warmth—or that group’s perceived intent, and how likely they are to provide help or inflict harm—and competence—or their ability to carry out that objective. Depending on the warmth-competence categorization, a person will feel...

    Articles linked to this work by shared authors, journal, and citation graph.

    Network analysis of surface deformation reveals trunk modularity and synchronization during gait.

    PLoS computational biology·2026

    Effects of Task-Driven Head Orientations on Gait and Balance During Walking in Virtual Reality.

    IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society·2026

    Whole-Body Coordination and Spinopelvic Alignment During Yoga Standing Maneuvers: Comparing Practitioners With Non-Practitioners.

    IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society·2026

    Multi-Task Assessment of Context-Specific Gait Changes to Virtual Reality-Based Visual Perturbations.

    The Laryngoscope·2026

    Exploring Engagement as a Key Ingredient in the Efficacy of CIMT and HABIT Interventions for Children with Unilateral Spastic Cerebral Palsy.

    Physical & occupational therapy in pediatrics·2026

    Navigation in Virtual Reality Floor Mazes: Added Cognitive Demand and Its Effects on Gait and Balance in Parkinson's Disease.

    IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society·2025

    MF-PNet: A Lightweight Multi-Frequency Progressive Neural Network for Depression Classification Deployed on Wearable EEG Sensors.

    IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society·2026

    Neuromuscular Adaptations in Degenerative Rotator Cuff Tears: Contributions of Aging and Pathology.

    IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society·2026

    Characterizing ECAP Detection Thresholds and Therapeutic Spinal Cord Stimulation Dose.

    IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society·2026

    Close-Proximity Vision-Guided Control and Performance Evaluation of a Mobile Robot for Sit-to-Stand Assistance.

    IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society·2026

    A Case Study Characterizing Healthy & Post-Stroke Neuromotor Behavior During 6D Upper-Limb Isometric Gaming: Implications for Design of End-Effector Rehabilitation Robot Interfaces.

    IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society·2026

    Epidural Fibrosis Raises Thresholds but Preserves Recruitment in Conventional Spinal Cord Stimulation: Lateral Steering Is Fragile.

    IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society·2026

    Research on Optimization and Dynamic Environment Adaptation of Intelligent Robot Inspection System Based on Multi-sensor Fusion.

    Journal of visualized experiments : JoVE·2026

    Accuracy of acetabular cup installation angles using two augmented reality navigation systems: computed tomography-based and noninvasive portable systems in total hip arthroplasty.

    European journal of orthopaedic surgery & traumatology : orthopedie traumatologie·2026

    An open-set hybrid CNN-TCN network for human action recognition with unknown action rejection in collaborative robot workspaces.

    Frontiers in robotics and AI·2026

    Emotion recognition and human-robot interaction: a systematic review of methods and applications.

    Frontiers in robotics and AI·2026

    A Multimodal Therapist-Supervised Robotic Gait-Training Platform with Phase-Synchronized Infrared Thermal Biofeedback: A Concept-Level Technical and Translational Healthcare Framework.

    Healthcare (Basel, Switzerland)·2026

    Cognitive and Motor Development in Autistic Children: A Multi-Modal Feasibility Study Combining Neuroimaging and Virtual Reality Paradigms.

    Brain sciences·2026
    See all related articles
    JoVE
    x logofacebook logolinkedin logoyoutube logo
    ABOUT JoVE
    OverviewLeadershipBlogJoVE Help Center
    AUTHORS
    Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
    LIBRARIANS
    TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
    RESEARCH
    JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
    EDUCATION
    JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
    Terms & Conditions of Use
    Privacy Policy
    Policies
    Jove
    Visualize
    Contact Us