Electrocorticogram as the basis for a direct brain interface: Opportunities for improved detection accuracy

被引:9
作者
Huggins, JE [1 ]
Levine, SP [1 ]
Fessler, JA [1 ]
Sowers, WM [1 ]
Pfurtscheller, G [1 ]
Graimann, B [1 ]
Schloegl, A [1 ]
Minecan, DN [1 ]
Kushwaha, RK [1 ]
BeMent, SL [1 ]
Sagher, O [1 ]
Schuh, LA [1 ]
机构
[1] Univ Michigan, Ann Arbor, MI 48109 USA
来源
1ST INTERNATIONAL IEEE EMBS CONFERENCE ON NEURAL ENGINEERING 2003, CONFERENCE PROCEEDINGS | 2003年
关键词
direct brain interface (DBI); brain-computer interface (BCI); electrocorticogram (ECoG); event-related potential (ERP); event-related desynchronization (ERS); eventrelated synchronization (ERD);
D O I
10.1109/CNE.2003.1196896
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A direct brain interface (DBI) based on the detection of event-related potentials (ERPs) in human electrocorticogram (ECoG) is under development. Accurate detection has been demonstrated with this approach (near 100% on a few channels) using a single-channel cross-correlation template matching (CCTM) method. Several opportunities for improved detection accuracy have been identified. Detection using a multiple-channel CCTM method and a variety of detection methods that take advantage of the simultaneous occurrence of ERPs and event-related desynchronization/synchronization (ERD/ERS) have been demonstrated to offer potential for improved detection accuracy.
引用
收藏
页码:587 / 590
页数:4
相关论文
共 11 条
[1]  
BALBALE UH, 1999, C P IEEE C ENG MED B
[2]   Visualization of significant ERD/ERS patterns in multichannel EEG and ECoG data [J].
Graimann, B ;
Huggins, JE ;
Levine, SP ;
Pfurtscheller, G .
CLINICAL NEUROPHYSIOLOGY, 2002, 113 (01) :43-47
[3]  
GRAIMANN B, 2002, THESIS TU GRAZ AUSTR
[4]   Real-time EEG analysis with subject-specific spatial patterns for a brain-computer interface (BCI) [J].
Guger, C ;
Ramoser, H ;
Pfurtscheller, G .
IEEE TRANSACTIONS ON REHABILITATION ENGINEERING, 2000, 8 (04) :447-456
[5]  
HOEL PG, 1971, INTRO STAT THEORY, P56
[6]  
HUGGINS JE, 2002, 2002 PROGR DIRECT BR
[7]   A direct brain interface based on event-related potentials [J].
Levine, SP ;
Huggins, JE ;
BeMent, SL ;
Kushwaha, RK ;
Schuh, LA ;
Rohde, MM ;
Passaro, EA ;
Ross, DA ;
Elisevich, KV ;
Smith, BJ .
IEEE TRANSACTIONS ON REHABILITATION ENGINEERING, 2000, 8 (02) :180-185
[8]  
Mahalanobis P. C., 1936, P NATL I SCI INDIA, V1, P49
[9]   Event-related EEG/MEG synchronization and desynchronization: basic principles [J].
Pfurtscheller, G ;
da Silva, FHL .
CLINICAL NEUROPHYSIOLOGY, 1999, 110 (11) :1842-1857
[10]  
SCHLOGL A, UNPUB