PROJECT TITLE:

An Automatic Screening Approach for Obstructive Sleep Apnea Diagnosis Based on Single-Lead Electrocardiogram

ABSTRACT:

Traditional approaches for obstructive sleep apnea (OSA) diagnosis are apt to using multiple channels of physiological signals to detect apnea events by dividing the signals into equal-length segments, which might lead to incorrect apnea event detection and weaken the performance of OSA diagnosis. This paper proposes an automatic-segmentation-based screening approach with the one channel of Electrocardiogram (ECG) signal for OSA subject diagnosis, and the most work of the proposed approach lies in 3 aspects: (i) an automatic signal segmentation algorithm is adopted for signal segmentation rather than the equal-length segmentation rule; (ii) a native median filter is improved for reduction of the surprising RR intervals before signal segmentation; (iii) the designed OSA severity index and additional admission data of OSA suspects are plugged into support vector machine (SVM) for OSA subject diagnosis. A real clinical example from PhysioNet database is provided to validate the proposed approach and a median accuracy of ninety seven.forty onep.c for subject diagnosis is obtained that demonstrates the effectiveness for OSA diagnosis.


Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here


PROJECT TITLE :Smart Trailer : Automatic generation of movie trailer using only subtitles - 2018ABSTRACT:With the large growth rate in user-generated videos, it is changing into increasingly important to be able to navigate them
PROJECT TITLE :New Automatic Modulation Classifier Using Cyclic-Spectrum Graphs With Optimal Training Features - 2018ABSTRACT:A new feature-extraction paradigm for graph-based automatic modulation classification is proposed in
PROJECT TITLE :Automatic Modulation Classification Using Moments and Likelihood Maximization - 2018ABSTRACT:Motivated by the fact that moments of the received signal are easy to compute and can give a simple means to automatically
PROJECT TITLE :Automatic Feature Selection Technique for Next Generation Self-Organizing Networks - 2018ABSTRACT:Despite self-organizing networks (SONs) pursue the automation of management tasks in current cellular networks, the
PROJECT TITLE :Automatic Registration of Images With Inconsistent Content Through Line-Support Region Segmentation and Geometrical Outlier Remova - 2018ABSTRACT:The implementation of automatic image registration is still troublesome

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry