Quantitative analysis of EEG signals: Time-frequency methods and ...
Quantitative analysis of EEG signals: Time-frequency methods and ...
Quantitative analysis of EEG signals: Time-frequency methods and ...
You also want an ePaper? Increase the reach of your titles
YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.
1 Outline <strong>of</strong> Neurophysiology: Brain <strong>signals</strong><br />
This chapter presents some basic topics <strong>of</strong> neurophysiology necessary for underst<strong>and</strong>ing<br />
the experiments <strong>and</strong> results to be described in the following chapters. In this context,<br />
the concepts exposed <strong>and</strong> the detail <strong>of</strong> their treatment are not expected to provide<br />
a complete background on neurophysiology. On the contrary, this chapter is focused<br />
on describing the electroencephalogram <strong>and</strong> event-related potentials (ERPs), especially<br />
applied to the study <strong>of</strong> epilepsy <strong>and</strong> brain oscillations. Despite the wide application<br />
<strong>of</strong> these issues, some fundamental points are still controversial <strong>and</strong> due to the complex<br />
behavior <strong>of</strong> these <strong>signals</strong>, they are dicult to resolve with traditional approaches, thus<br />
being ideal c<strong>and</strong>idates to be studied with new quantitative <strong>methods</strong>.<br />
1.1 Electroencephalogram (<strong>EEG</strong>)<br />
The <strong>EEG</strong> was originally developed as a method for investigating mental processes. Clinical<br />
applications soon became visible, most notably in epilepsy, <strong>and</strong> it was only with the<br />
introduction <strong>of</strong> ERP recordings that <strong>EEG</strong> correlates <strong>of</strong> sensory <strong>and</strong> cognitive processes<br />
nally became popular. The rst recordings <strong>of</strong> brain electrical activity were reported by<br />
Caton in 1875 in exposed brains <strong>of</strong> rabbits <strong>and</strong> monkeys, but it was not until 1929 that<br />
Hans Berger (Berger, 1929) reported the rst measurement <strong>of</strong> brain electrical activity in<br />
humans. <strong>EEG</strong> visual patterns were correlated with functions, dysfunctions <strong>and</strong> diseases<br />
<strong>of</strong> the central nervous system, then emerging as one <strong>of</strong> the most important diagnostical<br />
tools <strong>of</strong> neurophysiology.<br />
The electroencephalogram (<strong>EEG</strong>) can be roughly dened as the mean electrical activity<br />
<strong>of</strong> the brain in dierent sites <strong>of</strong> the head. More specically, it is the sum <strong>of</strong> the<br />
extracellular current ows <strong>of</strong> a large group <strong>of</strong> neurons. Since the generation <strong>of</strong> the <strong>EEG</strong><br />
from the action potentials <strong>of</strong> the neurons is beyond the scope <strong>of</strong> this thesis, for further<br />
details I suggest the comprehensive works <strong>of</strong> Steriade et al. (1990), Lopes da Silva<br />
(1991), Steriade (1993), Speckermann <strong>and</strong> Elger (1993), Pedley <strong>and</strong> Traub (1990) <strong>and</strong><br />
Basar (1980).<br />
<strong>EEG</strong> recordings are achieved by placing electrodes <strong>of</strong> high conductivity(impedance <<br />
5000) in dierent locations <strong>of</strong> the head. Measures <strong>of</strong> the electric potentials can be<br />
recorded between pairs <strong>of</strong> active electrodes (bipolar recordings) or with respect to a<br />
supposed passive electrode called reference (monopolar recordings). These measures are<br />
mainly performed on the surface <strong>of</strong> the head (scalp <strong>EEG</strong>) orby using special electrodes<br />
placed in the brain after a surgical operation (intracranial <strong>EEG</strong>).<br />
3