Search
Close
  • About Us
    • Governance
    • Our Team
    • Labs
    • Open positions
    • Alumni
  • Research
    • Wearable robotics
      • ReGait++
      • Third Arm
    • Rescue Robotics
      • Flying Robots
      • Legged robots
      • Collaboration, Learning and Tests
    • Educational robotics
      • Cellulo
      • Thymio
    • Publications
    • Open Science
  • Education
    • How to get into robotics
      • How our professors got into robotics
      • How our researchers got started
    • Robotics for kids
      • Activities for Kids
      • R2t2 Mars Mission
    • Graduate Programs in Robotics
    • Resources
  • Tech Transfer
    • Researchers expertise
    • Spin-Offs
    • Swiss Robotics Day
    • Swiss Robotics Ecosystem
    • Resources
  • Equal Opportunities
    • Robotics for Girls
    • Master students
    • Young Researchers
    • Building Equality
    • Women in Robotics
    • Resources
  • Awards & Programs
    • Spin-Fund
    • Master Students Exchange Program
    • PhD/Postdoc exchange program
    • Award for Career Development
    • Swiss Robotics Masters Award
    • Award for Scientific Visibility
    • Women keynote speakers
    • Best Paper Award
    • Ukrainian researchers
  • Outreach
    • Swiss Drone Days
    • Cybathlon
    • Swiss Robotics Days
    • Other Outreach Events
  • Contact
Menu
  • About Us
    • Governance
    • Our Team
    • Labs
    • Open positions
    • Alumni
  • Research
    • Wearable robotics
      • ReGait++
      • Third Arm
    • Rescue Robotics
      • Flying Robots
      • Legged robots
      • Collaboration, Learning and Tests
    • Educational robotics
      • Cellulo
      • Thymio
    • Publications
    • Open Science
  • Education
    • How to get into robotics
      • How our professors got into robotics
      • How our researchers got started
    • Robotics for kids
      • Activities for Kids
      • R2t2 Mars Mission
    • Graduate Programs in Robotics
    • Resources
  • Tech Transfer
    • Researchers expertise
    • Spin-Offs
    • Swiss Robotics Day
    • Swiss Robotics Ecosystem
    • Resources
  • Equal Opportunities
    • Robotics for Girls
    • Master students
    • Young Researchers
    • Building Equality
    • Women in Robotics
    • Resources
  • Awards & Programs
    • Spin-Fund
    • Master Students Exchange Program
    • PhD/Postdoc exchange program
    • Award for Career Development
    • Swiss Robotics Masters Award
    • Award for Scientific Visibility
    • Women keynote speakers
    • Best Paper Award
    • Ukrainian researchers
  • Outreach
    • Swiss Drone Days
    • Cybathlon
    • Swiss Robotics Days
    • Other Outreach Events
  • Contact
Search
Close
  • NCCR Robotics
    • Highlights
    • Governance
    • Our team
    • Labs
    • Past programs
    • Alumni
    • Open positions in robotics
  • Research
    • Wearable Robotics
      • ReGait++
      • Third Arm
    • Rescue Robotics
      • Flying robots
      • Legged robots
      • Collaborations, learning and tests
    • Educational Robotics
      • Cellulo
      • Thymio
    • Publications
    • Open Science
    • Research resources
  • Education
    • How to get into robotics
      • How our professors got into robotics
      • How our researchers got started
    • Robotics for kids
      • Activities for kids
      • R2t2 Mars mission
    • Graduate programs in robotics
    • Resources
  • Tech Transfer
    • Researchers expertise
    • Spin-Offs
    • Swiss Robotics Day
    • Swiss Robotics Ecosystem
    • Resources
  • Equal Opportunities
    • Building equality
    • Women in Robotics
    • Resources
  • Outreach
    • Swiss Robotics Days
    • Swiss Drone Days
    • Cybathlon
    • Photo exhibit
    • Other Outreach Events
Menu
  • NCCR Robotics
    • Highlights
    • Governance
    • Our team
    • Labs
    • Past programs
    • Alumni
    • Open positions in robotics
  • Research
    • Wearable Robotics
      • ReGait++
      • Third Arm
    • Rescue Robotics
      • Flying robots
      • Legged robots
      • Collaborations, learning and tests
    • Educational Robotics
      • Cellulo
      • Thymio
    • Publications
    • Open Science
    • Research resources
  • Education
    • How to get into robotics
      • How our professors got into robotics
      • How our researchers got started
    • Robotics for kids
      • Activities for kids
      • R2t2 Mars mission
    • Graduate programs in robotics
    • Resources
  • Tech Transfer
    • Researchers expertise
    • Spin-Offs
    • Swiss Robotics Day
    • Swiss Robotics Ecosystem
    • Resources
  • Equal Opportunities
    • Building equality
    • Women in Robotics
    • Resources
  • Outreach
    • Swiss Robotics Days
    • Swiss Drone Days
    • Cybathlon
    • Photo exhibit
    • Other Outreach Events

A Brain-Controlled Exoskeleton with Cascaded Event-Related Desynchronization Classifiers

Publication date:

Authors:

  • Published in: Robotics and Autonomous Systems (ISSN: 0921-8890), vol. 90, p. 15–23
  • Elsevier, 2017

This paper describes a brain-machine interface for the online control of a powered lower-limb exoskeleton based on electroencephalogram (EEG) signals recorded over the user’s sensorimotor cortical areas. We train a binary decoder that can distinguish two different mental states, which is applied in a cascaded manner to efficiently control the exoskeleton in three different directions: walk front, turn left and turn right. This is realized by first classifying the user’s intention to walk front or change the direction. If the user decides to change the direction, a subsequent classification is performed to decide turn left or right. The user’s mental command is conditionally executed considering the possibility of obstacle collision. All five subjects were able to successfully complete the 3-way navigation task using brain signals while mounted in the exoskeleton. We observed on average 10.2% decrease in overall task completion time compared to the baseline protocol.

    Reference

    • Detailed record: https://infoscience.epfl.ch/record/221052?ln=en
    • EPFL-ARTICLE-221052
    • doi:10.1016/j.robot.2016.10.005
    Reference
    Read the paper
    • Innovation Booster Robotics
    • News
    • Past Events
    • Contact
    • Innovation Booster Robotics
    • News
    • Past Events
    • Contact
    • Journalists and media
    • News bulletin archive
    • Newsletter archive
    • Journalists and media
    • News bulletin archive
    • Newsletter archive
    Twitter Linkedin Youtube
    NCCR Robotics partner institutions

    Leading house

    epfl_white

    Co-Leading house

    eth_white
    unizuerich_white
    idsia_white
    unibe_all_white
    empa-all-white
    unibasel_white

    This website was built by NCCR Robotics and provides useful information on Swiss Robotics. From December 2022, it is no longer updated.

    Copyright © 2022 NCCR Robotics. All rights reserved.