Human motor augmentation with an extra robotic arm without functional interference.

Journal: Science robotics
Published Date:

Abstract

Extra robotic arms (XRAs) are gaining interest in neuroscience and robotics, offering potential tools for daily activities. However, this compelling opportunity poses new challenges for sensorimotor control strategies and human-machine interfaces (HMIs). A key unsolved challenge is allowing users to proficiently control XRAs without hindering their existing functions. To address this, we propose a pipeline to identify suitable HMIs given a defined task to accomplish with the XRA. Following such a scheme, we assessed a multimodal motor HMI based on gaze detection and diaphragmatic respiration in a purposely designed modular neurorobotic platform integrating virtual reality and a bilateral upper limb exoskeleton. Our results show that the proposed HMI does not interfere with speaking or visual exploration and that it can be used to control an extra virtual arm independently from the biological ones or in coordination with them. Participants showed significant improvements in performance with daily training and retention of learning, with no further improvements when artificial haptic feedback was provided. As a final proof of concept, naïve and experienced participants used a simplified version of the HMI to control a wearable XRA. Our analysis indicates how the presented HMI can be effectively used to control XRAs. The observation that experienced users achieved a success rate 22.2% higher than that of naïve users, combined with the result that naïve users showed average success rates of 74% when they first engaged with the system, endorses the viability of both the virtual reality-based testing and training and the proposed pipeline.

Authors

  • Giulia Dominijanni
    Neuro-X Institute, Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.
  • Daniel Leal Pinheiro
    Neuro-X Institute, Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.
  • Leonardo Pollina
    Neuro-X Institute, Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.
  • Bastien Orset
    Neuro-X Institute, Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.
  • Martina Gini
    BioRobotics Institute, Health Interdisciplinary Center, and Department of Excellence in AI and Robotics, Scuola Superiore Sant'Anna, Pisa, Italy.
  • Eugenio Anselmino
    BioRobotics Institute, Health Interdisciplinary Center, and Department of Excellence in AI and Robotics, Scuola Superiore Sant'Anna, Pisa, Italy.
  • Camilla Pierella
    Bertarelli Foundation Chair in Translational Neuroengineering, Center for Neuroprosthetics and Institute of Bioengineering, School of Engineering, École Polytechnique Fédérale de Lausanne (EPFL), 1015, Lausanne, Switzerland.
  • Jeremy Olivier
  • Solaiman Shokur
    Neuro-X Institute, Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.
  • Silvestro Micera