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All Journal Jurnal Matematika & Sains EMITTER International Journal of Engineering Technology Pendas : Jurnah Ilmiah Pendidikan Dasar Fisitek : Jurnal Ilmu Fisika dan Teknologi Jurnal Sains Dirgantara Journal of Multidisciplinary Academic Jurnal Pendidikan Edutama Altasia : Jurnal Pariwisata Indonesia Jurnal Pendidikan Ilmu Pengetahuan Sosial (JPIPS) Scientific Journal of Mechanical Engineering Kinematika Jurnal Pendidikan Jasmani (JPJ) JOURNAL SCIENTIFIC OF MANDALIKA (JSM) Jurnal Program Kemitraan dan Pengabdian Kepada Masyarakat Jurnal Ilmiah Raflesia Akuntansi Jurnal Olahraga dan Kesehatan Indonesia (JOKI) Jurnal Pengbdian Teknik Mesin Prosiding Seminar Nasional Program Pengabdian Masyarakat Scientia Regendi Iustitia Omnibus (Jurnal Ilmu Hukum) Jurnal Ilman: Jurnal Ilmu Manajemen Indonesian Journal of Physics (IJP) J-ABDIPAMAS (Jurnal Pengabdian Kepada Masyarakat) Jurnal Pendidikan dan Ilmu Sosial Jurnal Buana Semantik : Jurnal Riset Ilmu Pendidikan, Bahasa dan Budaya Jurnal Nakula: Pusat Ilmu Pendidikan, Bahasa Dan Ilmu Sosial Journal Innovation In Education Jurnal Pengabdian Masyarakat dan Riset Pendidikan Santri : Jurnal Ekonomi dan Keuangan Islam Proceeding of International Conference on Entrepreneurship (IConEnt) JURNAL PJKR Journal of Governance and Public Administration Zoologi: Jurnal Ilmu Peternakan, Ilmu Perikanan, Ilmu Kedokteran Hewan JURNAL BUANA Pendidikan Olahraga dan Kesehatan JIMKI: Jurnal Ilmiah Mahasiswa Kedokteran Indonesia Ite Ngabdi Jurnal Ilmu Bahasa dan Pendidikan Guru Sekolah Dasar
Taufiq Hidayat
Institut Teknologi Bandung
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Journal : EMITTER International Journal of Engineering Technology

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Implementation of Portable Ultrasound for Heart Disease Detection Using Cloud Computing-Based Machine Learning Sigit, Riyanto; Rika Rokhana; Setiawardhana; Taufiq Hidayat; Anwar; Jovan Josafat Jaenputra
EMITTER International Journal of Engineering Technology Vol 12 No 2 (2024)
Publisher : Politeknik Elektronika Negeri Surabaya (PENS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24003/emitter.v12i2.904

Abstract

Heart disease remains one of the leading causes of death globally, including in Indonesia. Cardiovascular disease is the leading cause of death worldwide, resulting in a significant number of fatalities. In Indonesia, access to specialized heart examination services is limited, requiring patients to visit large hospitals equipped with specialized facilities. Echocardiographic examinations using ultrasound can measure various heart parameters, such as hemodynamics, heart mass, and myocardial deformation. Portable ultrasound devices have emerged, enabling flexible and effective heart examinations. These devices capture video data of the patient's heart condition. The data undergoes image preprocessing involving median filtering, high-boost filtering, morphological operations, thresholding, and Canny filtering. Segmentation is performed using region filters, collinear filters, and triangle equations. Tracking utilizes the Optical Flow Lucas-Kanade method, and feature extraction employs Euclidean distance and trigonometric equations. The classification stage uses Support Vector Machine (SVM). Video data is transmitted via a mobile application to the cloud, where all stages from preprocessing to classification are conducted on cloud servers. The classification results are then sent back to the mobile application. The proposed model achieved an accuracy rate of 86% with a standard deviation of 0.09, indicating that the detection system performs effectively.
Co-Authors Abdul Halim Daulay Abdul Rachman Tuasikal Achmad Sandi Pratama Afkar, Taswirul Ali Mashuri, Ali Mashuri Ali Noeruddin Amal Fauqi Andy Prasetyo Utomo Andy Prasetyo Utomo Anwar Artika Dwi Rahayu Avivah Yamani Bagus Hidayatullah Budi Dermawan Budiman D. Mandey Dania Kusuma Wardani Dhea Puspita Hakim Diana Laily Fithri Dwi Yulian Rahmawati Faisal Faisal Fajar Nugraha Fajar Nugraha Falah Arifbillah Subagio Farida Fatmi Fauzani Duski Fatoni, Akhmad Fera Gustina Purwati Ferry Mukharradi Simatupang Hernawati RAS Idris Fadli Murtadho Ika Devy Pramudiana Iman Zulfikar Jafar Sidik Jovan Josafat Jaenputra Judhistira Aria Utama Julkifli Junarti Junarti Kiswanto Kiswanto Kristyan Dwijosusilo Kurnia Putra Yana Lala Septem Riza Linda Susila Masthura, Masthura Mastiadi Tamjidillah Masyithoh Wahyu Diani Misbahul Khanif Mochamad Ridwan Mohammad Zaim Zen Muhamad Irfan Muhammad Fado Al Fajar Muhammad Irfan Muhammad Kurniawan Muhlas Ade Putra Mulyono Nafi Ananda Utama Nanang Dwi Ardi NURCHAYATI P. Mahasena Putra Mahasena Rahmanelli Rahmanelli Raihan Bintang Kurniawan Pratama Ratna Satyaningsih Revan Lesta Mahendra Ria Indah Kusuma Pitaloka Rika Rokhana Riski Ramadhan Riyanto Sigit, Riyanto Rizky Aris Munandar Robiatul Muztaba Rosi Amrilla Fagi Salsa Devista Mayangsari Sandi Achmad Pratama Seftia Wulan Ayu Ningrum Setiawardhana Sihombing, Tanggor Silvi Pratiwi Sri Kamariyah Suriana Suryadi Fajri Suryansah Tony Ricardo Mantolas Tria Anisanur Tubagus Akhmad Al Gifari Wahyu Hidayat Wahyudin - Wahyudin Wawan Hermawan Zakir Burhan