Application of adaptive neuro-fuzzy inference system for vigilance level estimation by using wavelet-entropy feature extraction

• Published in: Expert systems with applications Vol. 36; no. 4; pp. 7390 - 7399
• Main Authors: Yildiz, Abdulnasir, Akin, Mehmet, Poyraz, Mustafa, Kirbas, Gokhan
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.05.2009
• Subjects: Adaptive neuro-fuzzy inference system (ANFIS); Alert; Discrete wavelet transform (DWT); Drowsy; Electroencephalogram (EEG) signals; Entropy; Sleep; Discrete wavelet transform (DWT); Sleep; Electroencephalogram (EEG) signals; Adaptive neuro-fuzzy inference system (ANFIS); Drowsy; Alert; Entropy

This paper presents the application of adaptive neuro-fuzzy inference system (ANFIS) model for estimation of vigilance level by using electroencephalogram (EEG) signals recorded during transition from wakefulness to sleep. The developed ANFIS model combined the neural network adaptive capabilities a...