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We also compare the proposed protocol to the conventional limb motor imagery task and verify its efficacy with online decoding accuracies up to 94.99%.
The protocol is based on the ideas derived from Mirror-based Therapy (MT) in which subjects not only perform literal motor imagery tasks but also combine their intents with visual action observation of a related motor imagery task.
The subjects were asked to carry out the motor imagery task until 4 s after cue on-set.
Patients with lesions involving the parietal cortex were also selectively impaired at predicting the time required to perform an explicit motor imagery task.
Wavelet-transformed single trial ERPs in response to different stimuli were distinguished by CPD in a motor imagery task [48] and in case of visual evoked potentials [49].
The channels with larger values of ( {D}_{mathrm{foot}_mathrm{score}}^i ) and ( {D}_{mathrm{hand}_mathrm{score}}^i ) are used to obtain channel rankings A and B, where A is the channel ranking under right-hand motor imagery task and B is the channel ranking under foot imagery task.
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Motor imagery tasks included brief and continuous imagined hand movements.
Researchers are taking keen interest to accurately classify the stimulated electroencephalography (EEG) signals to interpret motor imagery tasks.
Further, we expect that the motor imagery training system will be useful not only for BCI applications, but for functional brain mapping studies that utilize motor imagery tasks as well.
The primary aims of this research were to examine (1) mu and beta event-related desynchronization/synchronization (ERD/ERS) during motor imagery tasks with varying movement duration and (2) the potential impacts of movement duration on ERD/ERS patterns.
This research will be useful for designing future brain computer interfaces as it provides valuable insight into the dynamics of electroencephalographic (EEG) oscillatory changes during motor imagery tasks with varying movement duration.
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