| Online-Ressource |
Verfasst von: | Heger, Dominic [VerfasserIn]  |
| Jäkel, Rainer [VerfasserIn]  |
| Putze, Felix [VerfasserIn]  |
| Lösch, Martin [VerfasserIn]  |
| Schultz, Tanja [VerfasserIn]  |
Titel: | Filling a glass of water |
Titelzusatz: | continuously decoding the speed of 3D hand movements from EEG signals |
Verf.angabe: | Dominic Heger, Rainer Jäkel, Felix Putze, Martin Lösch, and Tanja Schultz |
E-Jahr: | 2012 |
Jahr: | 12 November 2012 |
Umfang: | 4 S. |
Fussnoten: | Gesehen am 30.08.2018 |
Titel Quelle: | Enthalten in: Annual international conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2012 |
Ort Quelle: | Piscataway, NJ : IEEE, 2012 |
Jahr Quelle: | 2012 |
Band/Heft Quelle: | (2012), Seite 4095-4098 |
ISBN Quelle: | 978-1-4577-1787-1 |
| 1-4244-4119-6 |
| 978-1-4244-4119-8 |
Abstract: | We present a new system for the continuous decoding of hand movement speed in three-dimensional (3D) space from EEG signals. We recorded experimental data of five subjects during mimicking the natural task of filling a glass of water. The proposed system uses filter bank common spatial patterns and linear regression to estimate the speed of hand movements from artifact cleaned EEG signals. Average Pearson correlations between the speed trajectories predicted from EEG and the speed trajectories measured using a high-precision motion tracking system are r=0.41 for the x-axis, r=0.36 for the y-axis, r=0.48 for the z-axis, and r=0.17 for absolute speed in 3D space. |
DOI: | doi:10.1109/EMBC.2012.6346867 |
URL: | Bitte beachten Sie: Dies ist ein Bibliographieeintrag. Ein Volltextzugriff für Mitglieder der Universität besteht hier nur, falls für die entsprechende Zeitschrift/den entsprechenden Sammelband ein Abonnement besteht oder es sich um einen OpenAccess-Titel handelt.
Kostenfrei: Volltext: http://dx.doi.org/10.1109/EMBC.2012.6346867 |
| DOI: https://doi.org/10.1109/EMBC.2012.6346867 |
Datenträger: | Online-Ressource |
Sprache: | eng |
Sach-SW: | 3D hand movements |
| Adult |
| Algorithms |
| average pearson correlations |
| Brain Mapping |
| Brain modeling |
| Brain-Computer Interfaces |
| channel bank filters |
| continuously decoding |
| Correlation |
| Decoding |
| EEG signals |
| electroencephalography |
| Electroencephalography |
| Evoked Potentials, Motor |
| filter bank common spatial patterns |
| Glass |
| Hand |
| hand movement speed |
| high-precision motion tracking system |
| Humans |
| linear regression |
| Male |
| medical signal processing |
| Motor Cortex |
| Movement |
| regression analysis |
| three-dimensional space |
| Tracking |
| Trajectory |
K10plus-PPN: | 1580556728 |
Verknüpfungen: | → Sammelwerk |
Filling a glass of water / Heger, Dominic [VerfasserIn]; 12 November 2012 (Online-Ressource)