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Theses/Dissertations

Cleveland State University

Biogeography based optimization

Biomedical Engineering and Bioengineering

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Evolutionary Optimization Of Atrial Fibrillation Diagnostic Algorithms, Aref Smiley Jan 2014

Evolutionary Optimization Of Atrial Fibrillation Diagnostic Algorithms, Aref Smiley

ETD Archive

The goal of this research is to introduce an improved method for detecting atrial fibrillation (AF). The foundation of our algorithm is the irregularity of the RR intervals in the electrocardiogram (ECG) signal, and their correlation with AF. Three statistical techniques, including root mean squares of successive differences (RMSSD), turning points ratio (TPR), and Shannon entropy (SE), are used to detect RR interval irregularity. We use the Massachusetts Institution of Technology / Beth Israel Hospital (MIT-BIH) atrial fibrillation databases and their annotations to tune the parameters of the statistical methods by biogeography-based optimization (BBO), which is an evolutionary optimization algorithm. …