Eye-blink artifact removal from single channel EEG with k-means and SSA

• Published in: Scientific reports Vol. 11; no. 1; pp. 11043 - 14
• Main Authors: Maddirala, Ajay Kumar, Veluvolu, Kalyana C
• Format: Journal Article
• Language: English
• Published: London Nature Publishing Group UK 26.05.2021; Nature Publishing Group; Nature Portfolio
• Subjects: 631/378/116; 639/166/985; 639/166/987; Algorithms; Blinking - physiology; Brain - physiology; EEG; Electroencephalography; Electrooculography; Humanities and Social Sciences; Humans; Learning algorithms; Machine learning; multidisciplinary; Science; Science (multidisciplinary); Signal Processing, Computer-Assisted; Spectrum analysis

In recent years, the usage of portable electroencephalogram (EEG) devices are becoming popular for both clinical and non-clinical applications. In order to provide more comfort to the subject and measure the EEG signals for several hours, these devices usually consists of fewer EEG channels or even...