NeuroCommTrainer: Toward an Adaptive and Wearable Multimodal Brain–Computer Interface
<b><i>Introduction:</i></b> To date, brain-computer interfaces (BCIs) have not achieved reliable real-time communication through auditory or tactile modalities. Such interfaces would be crucial for brain-injured patients with severe motor impairments who are also blind or deaf. This study validates the functionality of the NeuroCommTrainer, a mobile and easy-to-use multimodal BCI with flex-printed electrode strips that does not require vision and adapts to users' attentiveness levels to initiate stimulation. <b><i>Methods:</i></b> In a study of 20 healthy participants, we evaluated auditory and vibrotactile oddball paradigms to train the system to differentiate rare and frequent event-related potentials (ERPs). In real-time online sessions, the system detected participants' mental focus to adaptively initiate stimulation through attentiveness monitoring. <b><i>Results:</i></b> The NeuroCommTrainer successfully captured auditory and tactile ERPs, achieving a classification accuracy of 75% for stimuli in the calibration session, which is not yet reflected in the online session with 34% of found targets (chance level = 16.7%). <b><i>Discussion:</i></b> The presented early-stage prototype of the NeuroCommTrainer requires several improvements before clinical application in brain-damaged patients, which include refined algorithms to reduce classification variance across participants, and enhanced attentiveness detection specifically tuned to brain activity of the targeted patient group. The present study makes a critical step in this direction and shows that a transition into a practicable communication system for brain-damaged patients may be achievable in the future.
Authors
- Christoph Kayser (ORCID: https://orcid.org/0000-0001-7362-5704)
- Johanna Kißler (ORCID: https://orcid.org/0000-0002-4567-1997)
- J. Scherer (ORCID: https://orcid.org/0000-0002-8358-8051)
- Andrea Finke (ORCID: https://orcid.org/0000-0002-4325-9202)
- Laura Lindenbaum (ORCID: https://orcid.org/0000-0001-9099-8828)
- Vicky Everding
Institutions
- Bielefeld University (DE)
- Hochschule Bielefeld (DE)
Publication Details
- Journal
- Brain Connectivity
- Published
- 2025-11-08
- DOI
- https://doi.org/10.1177/21580014251393151
- Primary Topic
- EEG and Brain-Computer Interfaces
- Type
- article
- Field-Weighted Citation Impact
- 0.00