Saeid Sanei

EEG Signal Processing and Machine Learning


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even mask the actual EEG signals. Commercial EEG recording systems are often equipped with impedance monitors. To enable a satisfactory recording the electrode impedances should read less than 5 kΩ and be balanced to within 1 kΩ of each other. For more accurate measurement the impedances are checked after each trial.

      Due to the layered and spiral structure of the brain, however, distribution of the potentials over the scalp (or cortex) is not uniform [13]. This may affect some of the results of source localization using the EEG signals.

      2.2.1 Conventional Electrode Positioning

Schematic illustration of conventional 10–20 EEG electrode positions for the placement of 21 electrodes.

      Two different modes of recordings namely differential and referential, are used. In the differential mode the two inputs to each differential amplifier are from two electrodes. In referential mode, conversely, one or two reference electrodes are used. Several different reference electrode placements can be found in the literature. Physical references can be used as vertex (Cz), linked ears, linked mastoids, ipsilateral ear, contralateral ear, C7, bipolar references, and tip of the nose [15]. There are also reference‐free recording techniques which actually use a common average reference. The choice of reference may produce topographic distortion if the reference is not relatively neutral. In modern instrumentation, however, the choice of a reference does not play an important role in the measurement [16]. In such systems other references such as FPz, hand, or leg electrodes may be used [17]. The overall setting includes the active electrodes and the references.

Schematic illustration of a 10–20 electrode settings for 75 electrodes including the reference electrodes: (a and b) represent the three-dimensional measures and (c) indicates a two-dimensional view of the electrode setup configuration.

      In many applications such as brain–computer interfacing (BCI) and study of mental activity, often a small number of electrodes around the movement‐related regions are selected and used from the 10–20 setting system.

Schematic illustration of a typical set of EEG signals during approximately seven seconds of normal adult brain activity.

      2.2.2 Unconventional and Special Purpose EEG Recording Systems

Photos and illustration of wearable and tattooed EEG systems/electrodes.

      2.2.3 Invasive Recording of Brain Potentials

      Invasive brain screening is mainly to get closer to the neurons and thereby gain information about timing of neuron firing and the exact locations of defected neurons (such as for seizure) for various purposes such as deep brain stimulation, surgical operation, or rehabilitative implants.

      A popular application of ECoG is the localization of the central sulcus by means of phase reversal of somatosensory evoked potentials (EPs) for BCI‐based rehabilitation.