MATHunesa: Jurnal Ilmiah Matematika
Vol 9 No 2 (2021)

ANALISIS JENIS PENYAKIT PARU-PARU BERDASARKAN CHEST X-RAY MENGGUNAKAN METODE FUZZY C-MEANS

Fani Nur Azizah (Program Studi Matematika, FMIPA, Universitas Negeri Surabaya)
Dwi Juniati (Program Studi Matematika, FMIPA, Universitas Negeri Surabaya)



Article Info

Publish Date
31 Aug 2021

Abstract

Lungs are vital organs that easily infected making them susceptible to diseases, such as atelectasis,effusion, pneumothorax and cancer. Diseases in the lungs can be detected using x-ray. Based onmedicaltheory, the results of the x-ray images of the lung diseases are difficult for ordinary people toread.. This research analyzes the x-ray image of the lungs to make easier the process of analysis. Theanalysis will be easy to carry out if the charaxteristic is known. In this case, fractal dimensions wereimplemented to clustering the typse if lung disesase based on chest x-ray. There are 100 x-ray image ofthe lungs that will be processed using segmentation. Result of segmentation is a region of the lungs.These regions are used in Canny edge detection to find out spots of lung disease. Then the dimensionvalue is calculated using box counting so that it can be clustered. The results of the experiment using thefuzzy c-means method with four clusters have an accuracy of 86%. Keywords : Chest X-ray, Box Counting, Fuzzy C-Means

Copyrights © 2021






Journal Info

Abbrev

mathunesa

Publisher

Subject

Mathematics

Description

MATHunesa is a mathematical scientific journal published by the Department of Mathematics, Faculty of Mathematics and Natural Sciences, The State University of Surabaya with e-ISSN 2716-506X and p-ISSN 2301-9115. This journal is published every four months in April, August, and December. One volume ...