A case for hybrid BCIs: combining optical and electrical modalities improves accuracy
Abstract: Near-infrared spectroscopy (NIRS) is a promising research tool that found its way into the field of brain-computer interfacing (BCI). BCI is crucially dependent on maximized usability thus demanding lightweight, compact, and low-cost hardware. We designed, built, and validated a hybrid BCI system incorporating one optical and two electrical modalities ameliorating usability issues. The novel hardware consisted of a NIRS device integrated with an electroencephalography (EEG) system that used two different types of electrodes: Regular gelled gold disk electrodes and tri-polar concentric ring electrodes (TCRE). BCI experiments with 16 volunteers implemented a two-dimensional motor imagery paradigm in off- and online sessions. Various non-canonical signal processing methods were used to extract and classify useful features from EEG, tEEG (EEG through TCRE electrodes), and NIRS. Our analysis demonstrated evidence of improvement in classification accuracy when using the TCRE electrodes compared to disk electrodes and the NIRS system. Based on our synchronous hybrid recording system, we could show that the combination of NIRS-EEG-tEEG performed significantly better than either single modality only
- Standort
-
Deutsche Nationalbibliothek Frankfurt am Main
- Umfang
-
Online-Ressource
- Sprache
-
Englisch
- Anmerkungen
-
Frontiers in human neuroscience. - 17 (2023) , 1162712, ISSN: 1662-5161
- Ereignis
-
Veröffentlichung
- (wo)
-
Freiburg
- (wer)
-
Universität
- (wann)
-
2023
- Urheber
-
Almajidy, Rand Kasim
Mottaghi, Soheil
Ajwad, Asmaa A.
Boudria, Yacine
Mankodiya, Kunal
Besio, Walter
Hofmann, Ulrich
- DOI
-
10.3389/fnhum.2023.1162712
- URN
-
urn:nbn:de:bsz:25-freidok-2373763
- Rechteinformation
-
Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
- Letzte Aktualisierung
-
25.03.2025, 13:55 MEZ
Datenpartner
Deutsche Nationalbibliothek. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Beteiligte
- Almajidy, Rand Kasim
- Mottaghi, Soheil
- Ajwad, Asmaa A.
- Boudria, Yacine
- Mankodiya, Kunal
- Besio, Walter
- Hofmann, Ulrich
- Universität
Entstanden
- 2023
Ähnliche Objekte (12)
Congruences Adequate with Temporal Logics Combining Weak and Strong Modalities
Multiomic neuropathology improves diagnostic accuracy in pediatric neuro-oncology
Including RNA secondary structures improves accuracy and robustness in reconstruction of phylogenetic trees
Ocromore : Combining multiple OCR-engine results to improve character recognition accuracy
Oskar Becker on modalities
Combining ALT/AST values with surgical APGAR score improves prediction of major complications after hepatectomy
Electrical Brain Stimulation Improves Cognitive Performance by Modulating Functional Connectivity and Task-Specific Activation
Audiovisual communication of object-names improves the spatial accuracy of recalled object-locations in topographic maps
Lessons on Combining Topology and Geography : Visual Analytics for Electrical Outage Management
Africa*n Relations. Modalities Reflected
Treatment modalities in lung cancer
The theory of ontic modalities
Congruences Adequate with Temporal Logics Combining Weak and Strong Modalities
Multiomic neuropathology improves diagnostic accuracy in pediatric neuro-oncology
Including RNA secondary structures improves accuracy and robustness in reconstruction of phylogenetic trees
Ocromore : Combining multiple OCR-engine results to improve character recognition accuracy
Oskar Becker on modalities
Combining ALT/AST values with surgical APGAR score improves prediction of major complications after hepatectomy
Electrical Brain Stimulation Improves Cognitive Performance by Modulating Functional Connectivity and Task-Specific Activation
Audiovisual communication of object-names improves the spatial accuracy of recalled object-locations in topographic maps
Lessons on Combining Topology and Geography : Visual Analytics for Electrical Outage Management
Africa*n Relations. Modalities Reflected
Treatment modalities in lung cancer
The theory of ontic modalities
Congruences Adequate with Temporal Logics Combining Weak and Strong Modalities
Multiomic neuropathology improves diagnostic accuracy in pediatric neuro-oncology
Including RNA secondary structures improves accuracy and robustness in reconstruction of phylogenetic trees
Ocromore : Combining multiple OCR-engine results to improve character recognition accuracy
Oskar Becker on modalities
Combining ALT/AST values with surgical APGAR score improves prediction of major complications after hepatectomy
Electrical Brain Stimulation Improves Cognitive Performance by Modulating Functional Connectivity and Task-Specific Activation
Audiovisual communication of object-names improves the spatial accuracy of recalled object-locations in topographic maps
Lessons on Combining Topology and Geography : Visual Analytics for Electrical Outage Management
Africa*n Relations. Modalities Reflected
Treatment modalities in lung cancer