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

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32- Auto-Channel Cross-Frequency Phase Difference (ACP) is a<br />

measure of the phase difference between two phase difference time series at<br />

two frequencies recorded from one location. Phase difference between<br />

two time series <strong>and</strong> two frequencies is defined as a point on the unit circle<br />

<strong>and</strong> is represented in degrees or radians <strong>and</strong> is “normalized” with respect to<br />

frequency (i.e., independent of frequency because r = 1). For example, a<br />

phase difference of 45 0 is the same for the st<strong>and</strong>ard <strong>EEG</strong> frequency b<strong>and</strong>s of<br />

delta, theta, alpha, beta, gamma, etc. Because of this fact <strong>and</strong> because of the<br />

physics of superposition of waves the bi-spectral phase measure is a useful<br />

measure of local generator signals that are coupled at different frequencies<br />

<strong>and</strong> exhibit bi-frequency phase locking. The first <strong>and</strong> second derivatives of<br />

bi-frequency phase coupling are similar to the inter-coupling measures <strong>and</strong><br />

are useful measures of “transition states” or bifurcation points <strong>and</strong> stability<br />

measures of homeostatic systems measured from a single location <strong>and</strong> given<br />

superposition of waves from many different locations.<br />

The equation for use with a h<strong>and</strong> calculator to compute Auto Bi-Spectral<br />

Phase (f 1 , f 2 ) or ACP is:<br />

Eq. 30<br />

ACP =<br />

Arc tan<br />

∑<br />

N<br />

∑<br />

N<br />

( a(<br />

x'<br />

f ) v(<br />

x'<br />

' f ) − b(<br />

x'<br />

f ) u(<br />

x'<br />

' f ))<br />

1<br />

( a(<br />

x'<br />

f ) u(<br />

x''<br />

f ) + b(<br />

x'<br />

f ) v(<br />

x''<br />

f ))<br />

1<br />

2<br />

2<br />

1<br />

1<br />

2<br />

2<br />

Where x’ = frequency 1 <strong>and</strong> x’’ = frequency two recorded from the same<br />

channel <strong>and</strong> N = number of time samples (for cospectrum <strong>and</strong> quadspectrum<br />

calculation see section 9).<br />

33- Cross-Channel Cross-Frequency Phase Difference (CCP) is a<br />

measure of the phase difference between two real valued phase difference<br />

time series at two frequencies recorded from two different locations. This<br />

is an important measure of network dynamics <strong>and</strong> communication at<br />

different frequencies across space. Because instantaneous phase is a scalar<br />

<strong>and</strong> a real number then the commutation properties of algebra hold <strong>and</strong> the<br />

use of the Fourier transform is valid to compute the arctangent of the<br />

quadspectrum <strong>and</strong> cospectrum. Phase difference between two locations <strong>and</strong><br />

two frequencies is defined as a point on the unit circle <strong>and</strong> is represented in

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