Indonesian Journal of Education, Social Sciences and Research (IJESSR)
Vol 2, No 2 (2021)

Acute Coronary Syndrome Disorders Classification Based On ECG Images Using Adaptive Neuro-Fuzzy Inference System (ANFIS)

Sharfina Faza (Politeknik Negeri Medan)
Meryatul Husna (Politeknik Negeri Medan)
Janferson Panggabean (Universitas Sumatera Utara)
Romi Fadillah Rahmat (Universitas Sumatera Utara)
Dani Gunawan (Universitas Sumatera Utara)



Article Info

Publish Date
19 Jun 2021

Abstract

The heart is one of the most vital human organs that acts as a blood-pumping tool to supply oxygen and essential nutrients throughout the human body. Abnormalities in the heart greatly affect the work of the heart which results in the heart not being able to carry out its duties properly. Heart defect is one of the most common causes of death in many countries, including Indonesia. Electrocardiogram (ECG) is one of the most important examination models used to diagnose various abnormal heart rhythms. An ECG records the electrical activity of the heart by showing waveforms on a monitor or printing them on paper to classify cardiac abnormalities from the electrocardiogram image using image processing and artificial neural networks. The method used for the classification is the Adaptive Neuro-Fuzzy Inference System (ANFIS) and using the Chain code to take the value of the ECG feature. There were 92 ECG images to be used which were partitioned to 70 images for training data  22 images for test data with 3 types of abnormalities, namely coronary heart disease, angina, and myocardial infarction. The test was carried out using 4 choices of ANFIS functions. The parameters used to classify coronary heart disease, angina pectoris, and myocardial infarction reached 95.23% (DR), and 29.41% (DER), using the GBell function with the number of MFs (3) and epoch (100).

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Journal Info

Abbrev

ijessr

Publisher

Subject

Education Languange, Linguistic, Communication & Media Mathematics Social Sciences Other

Description

IJESSR Covers all topics of all Education branches. Some of them are Social Science, Information Technology, Management, Education Science and all interdisciplinary streams of Social Sciences. The main topic includes but not limited to: Section 1: Language and Literature Education Scopes: Language ...