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All Journal JURNAL INTEGRASI Manutech : Jurnal Teknologi Manufaktur Integrated Science Education Journal Dulang: Jurnal Pengabdian Kepada Masyarakat Jurnal Pengabdian Masyarakat Bangsa Prosiding Seminar Nasional Inovasi Teknologi Terapan Jurnal Inovasi Teknologi Terapan
Ariyanto Ariyanto
Politeknik Manufaktur Negeri Bangka Belitung
Agriculture, Biological Sciences & Forestry Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Health Professions Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Physics Public Health Social Sciences Other

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PENERAPAN PREDICTIVE MAINTENANCE UNTUK MENDETEKSI CACAT RODA GIGI LEBIH DINI Terkisah Alif Rizky; Wahyu Dirgantara; Ariyanto Ariyanto; Ramli Ramli
Prosiding Seminar Nasional Inovasi Teknologi Terapan Vol. 6 No. 1 (2026): Prosiding Seminar Nasional Inovasi Teknologi Terapan
Publisher : Politeknik Manufaktur Negeri Bangka Belitung

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Abstract

Gear transmission systems are critical components in industrial machinery that are susceptible to degradation due to continuous operational loads. Early detection of gear damage is essential to prevent catastrophic failure and minimize production downtime. This study aims to implement a predictive maintenance system based on vibration analysis and machine learning to detect and classify the conditions of spur gears and helical gears. The damage scenarios tested include wear, normal operating conditions, and structural damage such as chipping or fractures. Vibration data were acquired using a triaxial accelerometer on a gearbox test rig.
Co-Authors . Asparian, . Adam Maulana Aisyah, Ratu Ari Togar Maulana Ariel, Ariel Arwansyah , Rifki Aswin, Fajar Bagus Ilham Pramudya Daffa, Muhammad Dharta, Yuli Dwi Kartika Pebrianti Efni, Nel Eko Yudo Erwansyah, Erwansyah Erwanto Erwanto Faiz Alamsyah Feriadi, Indra Harsono, Abimanyu Harwadi, Harwadi Helfi Rahmawati Husman Husman Ichchan Adjury Essarofy Kamala Syartina M Nopal Alhafiz M Rivai M Riva’i Masdani, Masdani Meidiantara , Muhammad Rizki Muhamad Fikri Nicola, Adyu Arya Nugraha, Aldi Nugraha, Amelia Oktafia Nurfitriani Nurfitriani, Nurfitriani Nurizka, Zalsyafina Ongki Rio Irfany Putra perdana guna darma Putra, Dika Septayama Rafly, Rafly Rahmawati, Helfi Ramli Ramli Ridho Syahputra, Muhamad Robert Napitupulu Saputra, Aldi Yusuf Sateria, Angga Sugiyarto Sugiyarto Sukarman Sukarman Suzen, Zaldy Sirwansyah Terkisah Alif Rizky Tina Yuli Fatmawati Tuparjono . vergo banarma Wahyu Dirgantara Yanti, Rahmi Dwi Yesni, Marnila Yuli Dharta Yuliana Yuliana Zaldy Kurniawan Zulfitriyanto, Zulfitriyanto