Synthetic PPG Signal Generation to Improve Coronary Artery Disease Classification: Study With Physical Model of Cardiovascular System

Oishee Mazumder,Rohan Banerjee,Dibyendu Roy,Sakyajit Bhattacharya,Avik Ghose,Aniruddha Sinha

IEEE Journal of Biomedical and Health Informatics（2022）

引用 11|浏览6

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摘要

This paper presents a novel approach of generating synthetic Photoplethysmogram (PPG) data using a physical model of the cardiovascular system to improve classifier performance with a combination of synthetic and real data. The physical model is an in-silico cardiac computational model, consisting of a four-chambered heart with electrophysiology, hemodynamic, and blood pressure auto-regulation fun...

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关键词

Solid modeling,Electrocardiography,Diseases,Data models,Training,Hemodynamics,Bioinformatics

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