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All Journal Jurnal Pendidikan Indonesia Primary: Jurnal Pendidikan Guru Sekolah Dasar Ta'dibi: Jurnal Manajemen Pendidikan Islam EMITTER International Journal of Engineering Technology ELSE (Elementary School Education Journal) : Jurnal Pendidikan dan Pembelajaran Sekolah Dasar al-Afkar, Journal For Islamic Studies Communications in Science and Technology Pendas : Jurnah Ilmiah Pendidikan Dasar JKIE (Journal Knowledge Industrial Engineering) Greget Symmetry: Pasundan Journal of Research in Mathematics Learning and Education Puteri Hijau : Jurnal Pendidikan Sejarah Hisbah: Jurnal Bimbingan Konseling dan Dakwah Islam BISEI: Jurnal Bisnis dan Ekonomi Islam Journal Sport Science Indonesia (JASSI) International Journal of Business and Social Science Research Jurnal teknologi Kesehatan Borneo Journal of Mathematics Education and Science International Journal of Progressive Mathematics Education Abdimas Awang Long: Jurnal Pengabdian dan Pemberdayaan Masyarakat AJARCDE (Asian Journal of Applied Research for Community Development and Empowerment) J-AKSI : JURNAL AKUNTANSI DAN SISTEM INFORMASI J-LEE - Journal of Law, English, and Economics Economic Reviews Journal Ius Positum: Journal of Journal Of Law Theory And Law Enforcement MES Management Journal Jurnal Manajemen USNI Journal Community Service Consortium AMMA : Jurnal Pengabdian Masyarakat JRIIN :Jurnal Riset Informatika dan Inovasi CERATA GEMBIRA (Pengabdian Kepada Masyarakat) Jurnal Pengabdian Masyarakat dan Riset Pendidikan RESLAJ: Religion Education Social Laa Roiba Journal Japanology Jurnal Pengembangan Potensi Laboratorium Journal of Community Service (Abdisci) Business and Accounting Education Journal Jurnal Multidisiplin Pengabdian Masyarakat (JMPM) Relevancia: Jurnal Pendidikan dan Pembelajaran Journal of Studies in Academic, Humanities, Research, and Innovation Malacca: Journal of Management and Business Development HUNILA : Jurnal Ilmu Hukum dan Integrasi Peradilan Piwulang : Jurnal Pendidikan Bahasa Jawa Jurnal Ilmu Kedokteran dan Kesehatan Indonesia Comprehensive Journal of Islamic Studies
Slamet
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Religion Agriculture, Biological Sciences & Forestry Arts Humanities Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Veterinary Other

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Journal : EMITTER International Journal of Engineering Technology

 1 
Early Detection of Ball Bearing Faults Using the Decision Tree Method Istanto, Iwan; Sulaiman , Robi; Rio Natanael Wijaya; Budi Suhendro; Rokhmat Arifianto; Slamet
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.v12i2.920

Abstract

Bearings are one of the important components in the machine that functions as a holder and positions the shaft alignment radially when rotating. Statistics show that about 50% of failures in electric motors are related to bearings. Therefore, monitoring bearing performance and efficiency before damage occurs is necessary to avoid more serious damage and save repair costs. This research aims to build a classification model that can identify bearings in normal condition and 6 types of damage (inner crack, outer crack, ball crack, and a combination of both) using the HUST dataset. The model building process begins with collecting datasets, processing and extracting dataset features, building classification models and evaluating the models that have been made. A decision tree is a type of supervised machine learning used to categorize or make predictions based on how a previous set of questions were answered. The model is a form of supervised learning, meaning that the model is trained and tested on a set of data that contains the desired categorization. The results of the decision tree model that has been built are able to identify bearing damage with an accuracy of 94.47%.
Co-Authors Agus Sulastio Agus Wiranata Agustinus Tamo Bapa Ahmad Muhibbin Ahmad Syauqy Mubarok Ainun Fitri Mughiroh Al-Farisi, Nizar Ahmad Alfanda, Dea Ali Mandan Angelina Anggraini, Maya Lestari Anik Gufron Anita Dewi U Anwari Ari Nuswantoro Arif Setia Sandi A. Asyifa Urohmah, Isma As’ady, Mustofa Atingul Chusna Budi Suhendro Dani Ramdani, Dani Denni Lesmana Dinasti Aprillia Edward Ngii Eka Syahrul Afrian Elfrida Ratnawati Eniya Listiani Dewi Erlin Melani Ety TDC Fadilah Putri, Najah Faizal Rizky Yuttama Fikri Aris Munandar Fitrah Yuliawati Fitri Puji Rahmawati Fitria, Lailatul Grace Maria Fitricia Panggabean Hamdani Hana Salsabila Hanan Izza Hanafi Hendriana, Benny Hery Susanto Indrayati Indrayati Ismil Mubarok Isnan Murdiansyah Istanto, Iwan Jamaliatul B Juhan Syah, Fahmi Kamarza Mulia, Kamarza Karima KHOIRUNNISA Kurnia Al Fandi La Welendo Laili, Afrohatul Lesmana, Denni Lianti Putri, Puspita Lucy Nancy Simatupang Lukman Sholeh M Wildan Purnama M. Makruf Al Arif Manshur, Fauzan Al Mardhatillah Mariana Matsuri Maulidiyah Salim miftah nugroho Miswan Ramdani Mochammad Arifin Mohammad Jusak Mohammad Nurul Huda Muammar Makmur Muhammad Irfan muhammad irfan Muhammad Nufail Yaskur Muis, Ahmad Munajat Munajat, Munajat Nadifa Ariya Maulinda Nailul Falah, Nailul Nina Oktarina Ningrum, Eva Veronika Cahya Nisa, Dea Izatin Nisa, Irma Naza ‘Aina Nu'man, Moh. Nuniek Nizmah Fajriyah Nur Husna Afandi, Alia Nurwijayanti Nuryanti Oktarina, Yetti Oktaviani Adhi Suciptaningsih Pahlewi, Reza Mina Pajri, Ari Purwati Latifah, Linatri Putra, Galih Rangga Ramadhan, Genta RATNAWATI Ria Ester Ridwan Syah Nuhun Riky, Moh. Rini Sriyani Rio Natanael Wijaya Riska Pristiani Rita Arbianti Rokhmat Arifianto Rosidi, Mohammad Rustamadji, Ryan Rafi Rustanto R Saddam Husein, Saddam Samsul Rosadi Santoso, Calvin Sartika, Farahiyah Sartika Setiani Shirly Rizki Kusumaningrum Sianipar, Ronald Sigit Adi Setiawan sigit prasojo Siti Aisyah Soekorini, Noenik Subekti Sudrajat, Umar Suhari Sulaiman , Robi Suryapranata, Bryan Tamo Bapa, Agustinus Tania Surya Utami Teguh Santoso Teguh Sutanto Tiur Elysabeth Tri Gunawan Trianingsih Eni Lestari Triwibowo, Deny Nugroho Tsamara Bunga Maulida Tutut Wurijanto Uus Ruswandi wicaksono, Samsiar Widana, Alit Widiastuti, Eko H Wildan Mahmudin Yanto Maulana Restu Yati, Mirta Dwi Yuswan Muharam