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.
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Fig. 21 – Circular synchronization index. r = magnitude of coherence<br />
22 – Phase straightening<br />
As mentioned previously phase angle has an intrinsic discontinuity,<br />
where 0 <strong>and</strong> 360 are at opposite ends while in the circular distribution 0 0 =<br />
360 0 (Jammalamadaka <strong>and</strong> SenGupta, 2001). A method to remove<br />
discontinuities due to the mathematical limit of the arctangent is a procedure<br />
called “phase straightening” by Otnes <strong>and</strong> Enochnson (1972, p. 238). The<br />
procedure involves checking for a large jump which happens when the phase<br />
goes from + 180 0 to – 180 0 <strong>and</strong> then adding or subtracting 360 0 depending<br />
on the direction of sign change. For example, ∆θ = (180 – ε) 0 + (180 – ε) 0 =<br />
360 0 - 2ε which is the same as 2ε since -(180 – ε) 0 = 180 + ε. This<br />
procedure results in phase being a smooth function of time or frequency <strong>and</strong><br />
removes the discontinuities. The programmer needs only to keep track of<br />
the number of winds around the circle also called the “winding number” if<br />
absolute phase differences are needed.