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A person’s different mental states are under the control of the brainwaves which occur at various frequencies and can be measured in cycles per second or hertz (Hz) by electroencephalography (EEG) techniques (Hammond 2011). These EEG bands are delta, theta, alpha, beta, and gamma. Gamma is a very fast EEG activity, that is, above 30 Hz. This activity is associated with intensely focused attention and in assisting the brain to process and bind together information from different areas of the brain. Beta is small, relatively fast brainwave (above 13–30 Hz) associated with a state of mental, intellectual activity and outwardly focused concentration. This is basically a “bright-eyed, bushy-tailed” state of alertness. Activity in the lower end of this frequency band (e.g., the sensorimotor rhythm or SMR) is associated with relaxed attentiveness.
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... The data was transformed into four frequency bands using fast Fourier Transform (FFT), band-pass filtering, and notch filtering. We conducted continuous amplitude measurements across delta (2-5 Hz), theta (5-8 Hz), alpha (8)(9)(10)(11)(12), and beta (15-18 Hz) frequencies [57]. To maintain data integrity, we established an artifact rejection threshold to eliminate unwanted interference. ...
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