10.09.2014 Views

EEG and Brain Connectivity: A Tutorial - Bio-Medical Instruments, Inc.

EEG and Brain Connectivity: A Tutorial - Bio-Medical Instruments, Inc.

EEG and Brain Connectivity: A Tutorial - Bio-Medical Instruments, Inc.

SHOW MORE
SHOW LESS

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

However, when using circular statistics the mean phase angle or phase<br />

difference is relative to an arbitrary reference or starting point which is<br />

difficult to define with spontaneous <strong>EEG</strong>. Spontaneous <strong>EEG</strong> is perfectly<br />

useful because subjects are alert <strong>and</strong> holding themselves still or with no<br />

motion as a reference <strong>and</strong> the magnitude <strong>and</strong> direction of a shift in phase<br />

angle is all that is relevant (see section 15).<br />

The phase difference is defined as:<br />

Eq. 19 -<br />

Phase difference (f) = Arctan<br />

( Smoothedquadspectrum(<br />

f ))<br />

( Smoothed cos pectrum(<br />

f ))<br />

In the numerical example in Table II,<br />

Phase difference (or angle at 1.25 Hz) = Arctan 0.031/0.073 = 22.7 o<br />

Two oscillators are frequency locked when the first derivative of the<br />

phase difference has a stable periodic orbit even if there is a difference in<br />

phase between the two oscillators. Two oscillators are entrained when they<br />

are frequency locked in a 1:1 fashion with no phase difference. Two<br />

oscillators are phase locked where there is a stable phase difference that is<br />

not 1:1 (e.g., 2:3). Two oscillators are synchronized when they are phase<br />

locked independent of the absolute value of the phase difference, e.g., when<br />

the 1 st derivative of the time series of phase ≈ 0. Synchronization is in-phase<br />

when the phase difference = 0 <strong>and</strong> out-of-phase is when the phase difference<br />

≠ 0. Two oscillators are said to be synchronized in anti-phase when the<br />

phase difference = 180 0 . Frequency locking without phase locking is called<br />

phase trapping. The relationship between all of these definitions is depicted<br />

in figure 9.

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!