Towards user-friendly spelling with an auditory brain-computer interface: the CharStreamer paradigm.

Realizing the decoding of brain signals into control commands, brain-computer interfaces (BCI) aim to establish an alternative communication pathway for locked-in patients. In contrast to most visual BCI approaches which use event-related potentials (ERP) of the electroencephalogram, auditory BCI sy...

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Main Authors: Johannes Höhne, Michael Tangermann
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2014-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4041754?pdf=render
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spelling doaj-8d7175f0901943378752e3d9a9e8aa122020-11-25T02:11:57ZengPublic Library of Science (PLoS)PLoS ONE1932-62032014-01-0196e9832210.1371/journal.pone.0098322Towards user-friendly spelling with an auditory brain-computer interface: the CharStreamer paradigm.Johannes HöhneMichael TangermannRealizing the decoding of brain signals into control commands, brain-computer interfaces (BCI) aim to establish an alternative communication pathway for locked-in patients. In contrast to most visual BCI approaches which use event-related potentials (ERP) of the electroencephalogram, auditory BCI systems are challenged with ERP responses, which are less class-discriminant between attended and unattended stimuli. Furthermore, these auditory approaches have more complex interfaces which imposes a substantial workload on their users. Aiming for a maximally user-friendly spelling interface, this study introduces a novel auditory paradigm: "CharStreamer". The speller can be used with an instruction as simple as "please attend to what you want to spell". The stimuli of CharStreamer comprise 30 spoken sounds of letters and actions. As each of them is represented by the sound of itself and not by an artificial substitute, it can be selected in a one-step procedure. The mental mapping effort (sound stimuli to actions) is thus minimized. Usability is further accounted for by an alphabetical stimulus presentation: contrary to random presentation orders, the user can foresee the presentation time of the target letter sound. Healthy, normal hearing users (n = 10) of the CharStreamer paradigm displayed ERP responses that systematically differed between target and non-target sounds. Class-discriminant features, however, varied individually from the typical N1-P2 complex and P3 ERP components found in control conditions with random sequences. To fully exploit the sequential presentation structure of CharStreamer, novel data analysis approaches and classification methods were introduced. The results of online spelling tests showed that a competitive spelling speed can be achieved with CharStreamer. With respect to user rating, it clearly outperforms a control setup with random presentation sequences.http://europepmc.org/articles/PMC4041754?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Johannes Höhne
Michael Tangermann
spellingShingle Johannes Höhne
Michael Tangermann
Towards user-friendly spelling with an auditory brain-computer interface: the CharStreamer paradigm.
PLoS ONE
author_facet Johannes Höhne
Michael Tangermann
author_sort Johannes Höhne
title Towards user-friendly spelling with an auditory brain-computer interface: the CharStreamer paradigm.
title_short Towards user-friendly spelling with an auditory brain-computer interface: the CharStreamer paradigm.
title_full Towards user-friendly spelling with an auditory brain-computer interface: the CharStreamer paradigm.
title_fullStr Towards user-friendly spelling with an auditory brain-computer interface: the CharStreamer paradigm.
title_full_unstemmed Towards user-friendly spelling with an auditory brain-computer interface: the CharStreamer paradigm.
title_sort towards user-friendly spelling with an auditory brain-computer interface: the charstreamer paradigm.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2014-01-01
description Realizing the decoding of brain signals into control commands, brain-computer interfaces (BCI) aim to establish an alternative communication pathway for locked-in patients. In contrast to most visual BCI approaches which use event-related potentials (ERP) of the electroencephalogram, auditory BCI systems are challenged with ERP responses, which are less class-discriminant between attended and unattended stimuli. Furthermore, these auditory approaches have more complex interfaces which imposes a substantial workload on their users. Aiming for a maximally user-friendly spelling interface, this study introduces a novel auditory paradigm: "CharStreamer". The speller can be used with an instruction as simple as "please attend to what you want to spell". The stimuli of CharStreamer comprise 30 spoken sounds of letters and actions. As each of them is represented by the sound of itself and not by an artificial substitute, it can be selected in a one-step procedure. The mental mapping effort (sound stimuli to actions) is thus minimized. Usability is further accounted for by an alphabetical stimulus presentation: contrary to random presentation orders, the user can foresee the presentation time of the target letter sound. Healthy, normal hearing users (n = 10) of the CharStreamer paradigm displayed ERP responses that systematically differed between target and non-target sounds. Class-discriminant features, however, varied individually from the typical N1-P2 complex and P3 ERP components found in control conditions with random sequences. To fully exploit the sequential presentation structure of CharStreamer, novel data analysis approaches and classification methods were introduced. The results of online spelling tests showed that a competitive spelling speed can be achieved with CharStreamer. With respect to user rating, it clearly outperforms a control setup with random presentation sequences.
url http://europepmc.org/articles/PMC4041754?pdf=render
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