Table 3. Classified hybrid BCI types according to the proposed taxonomy.
Article | Diversity of Input Signal | Role of Operation | Mode of Operation | Stimulus Modality | Signal Signature | # of Subject (# of Patient) | ||||
---|---|---|---|---|---|---|---|---|---|---|
Neurological | Others | |||||||||
[20] | EEG | Simultaneous | Synchronous | Visual | Operant | SSVEP | SMR | 14 | ||
[31] | EEG | ECG | Switch | Asynchronous | Visual | SSVEP | 10 | |||
[32] | EEG | EMG, EOG | Simultaneous | Asynchronous | Operant | SMR | 3 | |||
[37] | EEG | Simultaneous | Synchronous | Visual | Operant | SSVEP | SMR | 14 | ||
[38] | EEG | Simultaneous | Synchronous | Visual | Visual | P300 | SSVEP | 9 | ||
[39] | EEG | Simultaneous | Asynchronous | Visual | Operant | mVEP | SMR | 6 | ||
[40] | EEG | Simultaneous | Asynchronous | Visual | Operant | P300 | SMR | 11 | ||
[41] | EEG | fNIRS | Simultaneous | Synchronous | Operant | SMR | 6 | |||
[42] | EEG | Simultaneous | Synchronous | Tactile | Tactile | SSSEP | P300 | 13 | ||
[59] | EEG | Eye tracking (Eyeball) | Selector | Asynchronous | Operant | SMR | 10 | |||
[71] | EEG | Eye tracking (Eyeball) | Selector | Asynchronous | Operant | μ-rhythm | 10 | |||
[72] | EEG | NIRS | Simultaneous | Synchronous | Operant | SMR | 14 | |||
[73] | EEG | fNIRS | Switch | Asynchronous | Operant | SMR | 6 | |||
[74] | EEG | NIRS | Simultaneous | Synchronous | Operant | SMR | 14 | |||
[75] | EEG | fNIRS | Simultaneous | Synchronous | Visual | Auditory | ERP | 12 | ||
[76] | EEG | EMG (Wrist movement) | Selector | Synchronous | Visual | P300 | 11 (3) | |||
[77] | EEG | EOG (Eyeball) | Switch | Asynchronous | Visual | P300 | 13 | |||
[78] | EEG | EOG (Eyeball) | Switch | Asynchronous | Visual | Operant | P300 | SMR | 9 | |
[79] | NIRS | ANS (EDA, ST, HR, and RE) | Simultaneous | Synchronous | Operant | SCP(Music Imagery) | 8 | |||
[80] | EEG | Eye tracking (Eyeball) | Selector | Synchronous | Visual | P300 | 10 | |||
[81] | EEG | Gyroscope (Head movement) | Simultaneous | Asynchronous | Operant | θ, α, β | 6 | |||
[82] | EEG | Position Sensor (Shoulder movement) | Switch | Asynchronous | Operant | SMR | 1 (1) | |||
[83] | EEG | Joystick | Simultaneous | Asynchronous | Operant | Operant | SMR | SMR | 14 | |
[84] | EEG | Joystick | Simultaneous | Asynchronous | Operant | SMR | 10 | |||
[85] | EEG | Selector | Asynchronous | Visual | Operant | P300 | SMR | 4 | ||
[86] | EEG | Simultaneous | Asynchronous | Visual | Operant | P300 | SMR | 5 | ||
[87] | EEG | Simultaneous | Synchronous | Visual | Visual | P300 | SSVEP | 12 | ||
[88] | EEG | Simultaneous | Synchronous | Visual | Visual | P300 | SSVEP | 8 (8) | ||
[89] | EEG | Simultaneous | Synchronous | Tactile | Operant | SSSEP | SMR | 16 | ||
[90] | EEG | Simultaneous | Synchronous | Visual | Operant | SSVEP | SMR | 24 | ||
[91] | EEG | Eye tracking (Eyeball) | Switch | Asynchronous | Operant | SMR | 7 (4) | |||
[92] | EEG | Eye tracking (Eyeball) | Simultaneous | Synchronous | Visual | SCP | 8 | |||
[93] | EEG | Eye tracking (Eyeball) | Selector | Asynchronous | Operant | SMR | 7 | |||
[94] | EEG | Eye tracking (Eyeball) | Selector | Asynchronous | Visual | Operant | SSVEP | SMR | 6 | |
[95] | EEG | EOG (Eyeball) | Simultaneous | Synchronous | Visual | P300 | 10 | |||
[96] | EEG | Simultaneous | Synchronous | Visual | Visual | P300 | mVEP | 10 | ||
[99] | EEG | Simultaneous | Asynchronous | Visual | Operant | SSVEP | μ-rhythm | 6 | ||
[100] | EEG | Eye tracking (Eyeball) | Selector | Asynchronous | Operant | μ-rhythm | 5 | |||
[101] | EEG | Selector | Synchronous | Visual | Operant | SSVEP | μ-rhythm | 19 | ||
[105] | EEG | Simultaneous | Synchronous | Operant | SMR | Speech Imagery | 7 | |||
[106] | EEG | Simultaneous | Synchronous | Visual | Visual | SSVEP | P300 | 10 | ||
[108] | EEG | Eye tracking (Eyeball) | Simultaneous | Synchronous | Operant | SMR | 30 | |||
[109] | EEG | Selector | Asynchronous | Visual | Operant | SSVEP | SMR | 6 | ||
[111] | EEG | Simultaneous | Synchronous | Visual | Operant | SSVEP | SMR | 10 | ||
[112] | EEG | Simultaneous | Synchronous | Visual | Visual | P300 | SSVEP | 10 | ||
[113] | EEG | Simultaneous | Synchronous | Visual | Visual | P300 | SSVEP | 13 | ||
[114] | EEG | Simultaneous | Synchronous | Visual | Visual | P300 | SSVEP | 14 | ||
[115] | EEG | Simultaneous | Asynchronous | Visual | Visual | P300 | SSVEP | 8 | ||
[116] | EEG | EOG (Eyeball) | Simultaneous | Asynchronous | Operant | SMR | 6 (1) | |||
[117] | EEG | Simultaneous | Asynchronous | Visual | Operant | SSVEP | SMR | 7 | ||
[118] | EEG | Selector | Asynchronous | Operant | Visual, ERN | SMR | P300, ErRP | 5 | ||
[119] | EEG | Simultaneous | Synchronous | Tactile | Operant | SSSEP | SMR | 11 | ||
[120] | EEG | Simultaneous | Synchronous | Visual | Operant | P300 | SMR | 10 | ||
[121] | EEG | Eye tracking (Eyeball) | Selector | Asynchronous | Operant | SMR | 20 | |||
[122] | EEG | Switch | Asynchronous | Visual | Operant | SSVEP | SMR | 3 | ||
[123] | EEG | Selector | Asynchronous | Visual | Operant | P300 | SMR | 6 | ||
[124] | EEG | Selector | Asynchronous | Visual | Operant | P300, SSVEP | SMR | 5 | ||
[125] | EEG | Switch | Asynchronous | Operant | Operant | SMR | μ-rhythm | 2 (2) | ||
[126] | EEG | Switch | Asynchronous | Visual | Operant | SSVEP | SMR | 6 | ||
[127] | EEG | Selector | Synchronous | Visual | Visual | P300 | ErRP | 12 | ||
[128] | EEG | Selector | Synchronous | Visual | Visual | P300 | ErRP | 12 | ||
[129] | EEG | Simultaneous | Synchronous | Visual | Visual | P300 | SSVEP | 12 | ||
[130] | EEG | Eye tracking (Eyeball) | Simultaneous | Asynchronous | Visual | ERP | 10 | |||
[131] | EEG | EOG (Eyeball) | Simultaneous | Synchronous | Operant | SMR | 4 | |||
[132] | EEG | Simultaneous | Synchronous | Visual | Operant | SSVEP | SMR | 12 | ||
[133] | EEG | Selector | Asynchronous | Visual | Operant | P300 | SMR | 5 | ||
[134] | EEG | Position sensor (Shoulder movement) | Switch | Asynchronous | Operant | SMR | 1 | |||
[135] | EEG | Simultaneous | Asynchronous | Visual | SSVEP | 9 | ||||
[136] | EEG | Selector | Synchronous | Visual | Operant | P300 | SMR | 12 | ||
[137] | EEG | Simultaneous | Synchronous | Auditory | Tactile | P300 | P300 | 12 | ||
[138] | EEG | Selector | Synchronous | Auditory | Auditory | P300 | ErRP | 9 | ||
[139] | EEG | Simultaneous | Synchronous | Tactile | Tactile | P300 | SSSEP | 14 | ||
[140] | EEG | EMG (Hand movement) | Selector | Synchronous | Visual | SSVEP | 10 | |||
[141] | EEG | fNIRS | Simultaneous | Synchronous | Operant | SMR | 15 | |||
[142] | EEG | Simultaneous | Synchronous | Tactile | Operant | SSSEP | SMR | 14 |