Related Experiment Video

Updated: Apr 17, 2026

Asthma Detection Research Based on Voice Signal Processing and Machine Learning
04:04

Asthma Detection Research Based on Voice Signal Processing and Machine Learning

Published on: July 22, 2025

1.3K

Automatic detection of sleep apnea based on EEG detrended fluctuation analysis and support vector machine

Jing Zhou1, Xiao-ming Wu2, Wei-jie Zeng3

  • 1Department of Biomedical Engineering, School of Materials Science and Engineering, South China University of Technology, Guangzhou, 510640, China. hellozj@scut.edu.cn.

Journal of Clinical Monitoring and Computing
|February 10, 2015
PubMed
Summary

This study introduces a new, simple method using electroencephalogram (EEG) nonlinear analysis to detect sleep apnea syndrome (SAS). Detrended fluctuation analysis (DFA) of EEG signals achieved 95.1% accuracy in identifying sleep apnea patients.

Keywords:
Detrended fluctuation analysis (DFA)Electroencephalogram (EEG)Scaling exponentsSleep apnea syndrome (SAS)Support vector machine (SVM)

More Related Videos

Acquisition and Semi-Automated Analysis of Respiratory Muscle Surface Electromyography09:42

Acquisition and Semi-Automated Analysis of Respiratory Muscle Surface Electromyography

Published on: January 24, 2025

1.5K
Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research04:54

Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research

Published on: November 8, 2024

1.1K

Related Concept Videos

Sleep Apnea01:21

Sleep Apnea

Sleep apnea is a condition where breathing stops intermittently during sleep, often leading to significant health issues. Each episode can last from 10 to 20 seconds or more and is frequently accompanied by a brief arousal from sleep. This disturbance, largely unnoticed by the individual, can lead to severe daytime fatigue. Commonly, individuals seek help after being informed by their partners about loud snoring and noticeable breathing pauses during sleep.
The condition is more prevalent among...
836