Literature DB >> 29629393

Heading for new shores! Overcoming pitfalls in BCI design.

Ricardo Chavarriaga1, Melanie Fried-Oken2, Sonja Kleih3, Fabien Lotte4, Reinhold Scherer5.   

Abstract

Research in brain-computer interfaces has achieved impressive progress towards implementing assistive technologies for restoration or substitution of lost motor capabilities, as well as supporting technologies for able-bodied subjects. Notwithstanding this progress, effective translation of these interfaces from proof-of concept prototypes into reliable applications remains elusive. As a matter of fact, most of the current BCI systems cannot be used independently for long periods of time by their intended end-users. Multiple factors that impair achieving this goal have already been identified. However, it is not clear how do they affect the overall BCI performance or how they should be tackled. This is worsened by the publication bias where only positive results are disseminated, preventing the research community from learning from its errors. This paper is the result of a workshop held at the 6th International BCI meeting in Asilomar. We summarize here the discussion on concrete research avenues and guidelines that may help overcoming common pitfalls and make BCIs become a useful alternative communication device.

Entities:  

Keywords:  BCI; EEG; artifacts; limitations; publication bias; signal processing; user centered design; user training

Year:  2016        PMID: 29629393      PMCID: PMC5884128          DOI: 10.1080/2326263X.2016.1263916

Source DB:  PubMed          Journal:  Brain Comput Interfaces (Abingdon)        ISSN: 2326-2621


  88 in total

1.  Optimal spatial filtering of single trial EEG during imagined hand movement.

Authors:  H Ramoser; J Müller-Gerking; G Pfurtscheller
Journal:  IEEE Trans Rehabil Eng       Date:  2000-12

2.  Brain-computer interface technology: a review of the first international meeting.

Authors:  J R Wolpaw; N Birbaumer; W J Heetderks; D J McFarland; P H Peckham; G Schalk; E Donchin; L A Quatrano; C J Robinson; T M Vaughan
Journal:  IEEE Trans Rehabil Eng       Date:  2000-06

3.  What would brain-computer interface users want: opinions and priorities of potential users with spinal cord injury.

Authors:  Jane E Huggins; Aisha A Moinuddin; Anthony E Chiodo; Patricia A Wren
Journal:  Arch Phys Med Rehabil       Date:  2015-03       Impact factor: 3.966

4.  Brain Painting: usability testing according to the user-centered design in end users with severe motor paralysis.

Authors:  Claudia Zickler; Sebastian Halder; Sonja C Kleih; Cornelia Herbert; Andrea Kübler
Journal:  Artif Intell Med       Date:  2013-09-13       Impact factor: 5.326

5.  BCI demographics: how many (and what kinds of) people can use an SSVEP BCI?

Authors:  Brendan Allison; Thorsten Luth; Diana Valbuena; Amir Teymourian; Ivan Volosyak; Axel Graser
Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2010-01-15       Impact factor: 3.802

6.  The effect of multimodal and enriched feedback on SMR-BCI performance.

Authors:  T Sollfrank; A Ramsay; S Perdikis; J Williamson; R Murray-Smith; R Leeb; J D R Millán; A Kübler
Journal:  Clin Neurophysiol       Date:  2015-06-14       Impact factor: 3.708

7.  Training locked-in patients: a challenge for the use of brain-computer interfaces.

Authors:  Nicola Neumann; Andrea Kübler
Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2003-06       Impact factor: 3.802

8.  FORCe: Fully Online and Automated Artifact Removal for Brain-Computer Interfacing.

Authors:  Ian Daly; Reinhold Scherer; Martin Billinger; Gernot Müller-Putz
Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2014-08-13       Impact factor: 3.802

9.  The user-centered design as novel perspective for evaluating the usability of BCI-controlled applications.

Authors:  Andrea Kübler; Elisa M Holz; Angela Riccio; Claudia Zickler; Tobias Kaufmann; Sonja C Kleih; Pit Staiger-Sälzer; Lorenzo Desideri; Evert-Jan Hoogerwerf; Donatella Mattia
Journal:  PLoS One       Date:  2014-12-03       Impact factor: 3.240

10.  On the usage of linear regression models to reconstruct limb kinematics from low frequency EEG signals.

Authors:  Javier M Antelis; Luis Montesano; Ander Ramos-Murguialday; Niels Birbaumer; Javier Minguez
Journal:  PLoS One       Date:  2013-04-17       Impact factor: 3.240

View more
  18 in total

1.  Critiquing the Concept of BCI Illiteracy.

Authors:  Margaret C Thompson
Journal:  Sci Eng Ethics       Date:  2018-08-16       Impact factor: 3.525

2.  Considering Augmentative and Alternative Communication Research for Brain-Computer Interface Practice.

Authors:  Kevin M Pitt; Jonathan S Brumberg; Adrienne R Pitt
Journal:  Assist Technol Outcomes Benefits       Date:  2019

3.  Effects of Gamification in BCI Functional Rehabilitation.

Authors:  Martí de Castro-Cros; Marc Sebastian-Romagosa; Javier Rodríguez-Serrano; Eloy Opisso; Manel Ochoa; Rupert Ortner; Christoph Guger; Dani Tost
Journal:  Front Neurosci       Date:  2020-08-21       Impact factor: 4.677

4.  Evaluating the perspectives of those with severe physical impairments while learning BCI control of a commercial augmentative and alternative communication paradigm.

Authors:  Kevin M Pitt; Jonathan S Brumberg
Journal:  Assist Technol       Date:  2021-07-09

Review 5.  Enrichment of Human-Computer Interaction in Brain-Computer Interfaces via Virtual Environments.

Authors:  Alonso-Valerdi Luz María; Mercado-García Víctor Rodrigo; Luz María Alonso-Valerdi; Víctor Rodrigo Mercado-García
Journal:  Comput Intell Neurosci       Date:  2017-11-29

6.  HD-EEG Based Classification of Motor-Imagery Related Activity in Patients With Spinal Cord Injury.

Authors:  Yvonne Höller; Aljoscha Thomschewski; Andreas Uhl; Arne C Bathke; Raffaele Nardone; Stefan Leis; Eugen Trinka; Peter Höller
Journal:  Front Neurol       Date:  2018-11-19       Impact factor: 4.086

Review 7.  Challenges and Opportunities for the Future of Brain-Computer Interface in Neurorehabilitation.

Authors:  Colin Simon; David A E Bolton; Niamh C Kennedy; Surjo R Soekadar; Kathy L Ruddy
Journal:  Front Neurosci       Date:  2021-07-02       Impact factor: 4.677

8.  The Cybathlon BCI race: Successful longitudinal mutual learning with two tetraplegic users.

Authors:  Serafeim Perdikis; Luca Tonin; Sareh Saeedi; Christoph Schneider; José Del R Millán
Journal:  PLoS Biol       Date:  2018-05-10       Impact factor: 8.029

9.  Workshops of the Sixth International Brain-Computer Interface Meeting: brain-computer interfaces past, present, and future.

Authors:  Jane E Huggins; Christoph Guger; Mounia Ziat; Thorsten O Zander; Denise Taylor; Michael Tangermann; Aureli Soria-Frisch; John Simeral; Reinhold Scherer; Rüdiger Rupp; Giulio Ruffini; Douglas K R Robinson; Nick F Ramsey; Anton Nijholt; Gernot Müller-Putz; Dennis J McFarland; Donatella Mattia; Brent J Lance; Pieter-Jan Kindermans; Iñaki Iturrate; Christian Herff; Disha Gupta; An H Do; Jennifer L Collinger; Ricardo Chavarriaga; Steven M Chase; Martin G Bleichner; Aaron Batista; Charles W Anderson; Erik J Aarnoutse
Journal:  Brain Comput Interfaces (Abingdon)       Date:  2017-01-30

10.  EEG Waveform Analysis of P300 ERP with Applications to Brain Computer Interfaces.

Authors:  Rodrigo Ramele; Ana Julia Villar; Juan Miguel Santos
Journal:  Brain Sci       Date:  2018-11-16
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.