PENERAPAN PREDICTIVE MAINTENANCE UNTUK MENDETEKSI CACAT RODA GIGI LEBIH DINI

Authors

  • Terkisah Alif Rizky Politeknik Manufaktur Negeri Bangka Belitung
  • Wahyu Dirgantara Politeknik Manufaktur Negeri Bangka Belitung
  • Ariyanto Ariyanto Politeknik Manufaktur Negeri Bangka Belitung
  • Ramli Ramli Politeknik Manufaktur Negeri Bangka Belitung

Keywords:

Predictive Maintenance, Vibration Analysis, Spur Gears, Helical Gears, Wear, Spalling

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.

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References

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Published

21-08-2026

How to Cite

Rizky, T. A. ., Dirgantara, W. ., Ariyanto, A., & Ramli, R. (2026). PENERAPAN PREDICTIVE MAINTENANCE UNTUK MENDETEKSI CACAT RODA GIGI LEBIH DINI. Prosiding Seminar Nasional Inovasi Teknologi Terapan, 6(1), 434–437. Retrieved from https://snitt.polman-babel.ac.id/index.php/snitt/article/view/830

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