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Brain–Computer Interfaces - Index of

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48 G. Pfurtscheller and C. Neuper<br />

Further reports on movement-related gamma oscillations in man can be found in<br />

Pfurtscheller et al. [12] and Salenius et al. [13].<br />

Gamma oscillations in the frequency range from 60 to 90 Hz associated with<br />

movement execution were observed in subdural recordings (ECoG) [14, 15]. Of<br />

interest are the broad frequency band, short duration, and embedding <strong>of</strong> gamma<br />

oscillations in desynchronized alpha band and beta rhythms. There is strong evidence<br />

that the desynchronization <strong>of</strong> alpha band rhythms may be a prerequisite for<br />

the development <strong>of</strong> gamma bursts.<br />

2 Event–Related Potentials Versus ERD/ERS<br />

There are two ways to analyze the changes in the electrical activity <strong>of</strong> the cortex<br />

that accompany brain activities, such as sensory stimulation and motor behavior.<br />

One change is time-locked and phase-locked (evoked) and can be extracted from<br />

the ongoing activity by simple linear methods such as averaging. The other is<br />

time-locked but not phase-locked (induced) and can only be extracted through<br />

some non-linear methods such as envelope detection or power spectral analysis.<br />

Which mechanisms underlie these types <strong>of</strong> responses? The time- and phase-locked<br />

response can easily be understood in terms <strong>of</strong> the response <strong>of</strong> a stationary system<br />

to the external stimulus, the result <strong>of</strong> the existing neuronal networks <strong>of</strong> the cortex.<br />

The induced changes cannot be evaluated in such terms. The latter can be understood<br />

as a change in the ongoing activity, resulting from changes in the functional<br />

connectivity within the cortex.<br />

A typical example <strong>of</strong> both phase-locked (evoked) and non-phase-locked<br />

(induced) EEG activities is found during preparation for voluntary thumb movement.<br />

Both, negative slow cortical potential shifts (known as Bereitschaftspotential)<br />

and mu ERD start about 2 s prior to movement onset [4, 16]. Slow cortical potential<br />

shifts at central electrode positions have also been reported after visually cued<br />

imagined hand movements [17] in parallel to the desynchronization <strong>of</strong> central beta<br />

and mu rhythms [18]. A BCI could even use both slow cortical potential shifts and<br />

ERD/ERS for feature extraction and classification.<br />

3 Mu and Beta ERD in a Motor Task<br />

Voluntary movement results in a circumscribed desynchronization in the upper<br />

alpha and lower beta band oscillations, localized over sensorimotor areas [4,<br />

19–25]. The desynchronization is most pronounced over the contralateral central<br />

region and becomes bilaterally symmetrical with execution <strong>of</strong> movement.<br />

The time course <strong>of</strong> the contralateral mu desynchronization is almost identical<br />

for brisk and slow finger movements, starting more than 2 s prior to movement<br />

onset [22]. Finger movement <strong>of</strong> the dominant hand is accompanied by a pronounced<br />

ERD in the contralateral hemisphere and by a very low ERD in the ipsilateral side,

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