000158666 001__ 158666
000158666 005__ 20190316234948.0
000158666 0247_ $$2doi$$a10.1088/1741-2560/8/2/025011
000158666 022__ $$a1741-2560
000158666 02470 $$2ISI$$a000289199000012
000158666 037__ $$aARTICLE
000158666 245__ $$aA hybrid BCI based on the fusion of EEG and EMG activities
000158666 269__ $$a2011
000158666 260__ $$bInstitute of Physics$$c2011
000158666 336__ $$aJournal Articles
000158666 520__ $$aHybrid Brain-Computer Interfaces (BCI) are representing a recent approach to develop practical BCIs. In such a system disabled users are able to use all their remaining functionalities as control possibilities in parallel with the BCI. Sometimes these people have residual activity of their muscles. Therefore, in the presented hybrid BCI framework we want to explore the parallel usage of electroencephalographic (EEG) and electromyographic (EMG) activity, whereby the control abilities of both channels are fused. Results showed that the participants could achieve a good control of their hybrid BCI independently of their level of muscular fatigue. Thereby the multimodal fusion approach of muscular and brain activity yielded better and more stable performance compared to the single conditions. Even in the case of an increasing muscular fatigue a good control (moderate and graceful degradation of the performance compared to the non-fatigued case) and a smooth handover could be achieved. Therefore, such systems allow the users a very reliable hybrid BCI control although they are getting more and more exhausted or fatigued during the day.
000158666 6531_ $$aBCI
000158666 6531_ $$aEEG
000158666 6531_ $$aEMG
000158666 6531_ $$afusion
000158666 6531_ $$ahybrid BCI
000158666 6531_ $$a[TOBI]
000158666 6531_ $$a[OPPORTUNITY]
000158666 700__ $$0242179$$g192497$$aLeeb, Robert
000158666 700__ $$0242182$$g191533$$aSagha, Hesam
000158666 700__ $$g137762$$aChavarriaga Lozano, Ricardo$$0241256
000158666 700__ $$aMillán, José del R.$$g149175$$0240030
000158666 773__ $$j8$$tJournal of Neural Engineering$$k2$$q025011
000158666 8564_ $$uhttp://iopscience.iop.org/1741-2552/8/2/025011$$zURL
000158666 8564_ $$uhttps://infoscience.epfl.ch/record/158666/files/rleeb_fusion_JNE_1741-2552_8_2_025011_1.pdf$$zn/a$$s395560$$yn/a
000158666 909C0 $$xU12599$$0252517$$pCNP
000158666 909C0 $$pCNBI$$xU12103$$0252018
000158666 909CO $$qGLOBAL_SET$$pSTI$$particle$$ooai:infoscience.tind.io:158666
000158666 917Z8 $$x192497
000158666 917Z8 $$x192497
000158666 917Z8 $$x192497
000158666 917Z8 $$x192497
000158666 917Z8 $$x149175
000158666 917Z8 $$x192497
000158666 917Z8 $$x149175
000158666 917Z8 $$x149175
000158666 917Z8 $$x192497
000158666 937__ $$aEPFL-ARTICLE-158666
000158666 973__ $$rREVIEWED$$sPUBLISHED$$aEPFL
000158666 980__ $$aARTICLE