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Journal : Journal of Engineering Science and Technology Management

Vibration Pattern Analysis for Early Detection of Engine Component Faults Using Artificial Neural Networks Fauzi, Deni Nur; Syahrul Munir; Dimas Ari Setyawan; Dhovan Ilhamdan Prima; Imam Basuki; Aldy Prasetya Wibowo
Journal of Engineering Science and Technology Management (JES-TM) Vol. 6 No. 1 (2026): Maret 2026
Publisher : Journal of Engineering Science and Technology Management

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/jestm.v6i1.309

Abstract

This study presents an integrated approach to vehicle vibration pattern analysis and early fault detection using Artificial Neural Network (ANN) modeling to address key maintenance challenges, including unplanned engine downtime and the limitations of conventional time-based preventive maintenance strategies. The research combines empirical vibration measurements obtained from internal combustion engines with a computational ANN model developed to automatically classify engine health conditions. The experimental phase focused on collecting vibration data under three operational states: normal, degrading, and faulty, each exhibiting distinctive vibration characteristics associated with combustion pressure variations and mechanical imbalance.A total of 500 vibration samples were recorded, with 400 used for ANN training and 100 for validation. The proposed feedforward multilayer perceptron (MLP) model achieved a classification accuracy of 94% with a mean squared error of 1.5 × 10⁻⁵. The ANN successfully identified transitional degradation patterns between normal and faulty states, demonstrating its capability for early fault diagnosis and supporting timely maintenance intervention and improved maintenance scheduling. Furthermore, the results reveal a strong correlation between combustion chamber pressure fluctuations and vibration amplitude, confirming that increased pressure irregularities lead to higher vibration energy levels. Overall, the proposed ANN-based vibration monitoring framework provides a non-invasive, cost-effective, and reliable solution for real-time engine condition assessment. By enabling early detection of mechanical degradation and reducing the risk of unexpected failures, the approach contributes to enhanced equipment availability, lower maintenance costs, and the effective implementation of predictive maintenance systems in automotive and industrial applications.
Co-Authors Abbas, Muhammad Hasyim Ibnu Abraham Yazdi Martin Adinda Sugma Nur Choiriyah Agung Haryono Agusriani, Agusriani Agussatriana Ahmad Fawaiq Suwanan Aldy Prasetya Wibowo Alexandria Nechita Sousa Pereira Ali, Moh. Mudassir Almiyah Nurbani.L, Mimi Alvionita, Widya Aminah Suriaman Anang Setyo Santoso Andro Agil Nur Rakhmad Anggreni, Afrillia Anisya Anisya Annisya', Annisya' Ardiaz Nur Rahmad Arid, Muhammad Aristawati, Apsari Nur Rofi'ah Aryaseta, Bagas Bagus Shandy Narmaditya Billah, Zakiyah Dania Budi Budi Cindy, Margaret Darmawan Darmawan Deni Nur Fauzi Desrin Lebagi Dhita Aulia Rahmayanti Dhovan Ilhamdan Prima Dian Rachmawati Didik Eko Putro Dimas Ari Setyawan Dinara Maya Julianti Eka Saputri Elva Febriana Anggraeny Enno Febri Yustiko Erniwati Erniwati Erniwati Fadel Muhammad, Fadel Fadila, Kabul Faid Mubarak Fitrianti, Wahyu Hajar Wahyuni Hari Wahyono Heri Pratikto I Putu Aris Septa Permana Imam Basuki Indra Setyowati Januar Kustiandi JUMARDI Kharisma Danang Yuangga Khofifatu Rohmah Adi Lisa Rokhmani M. Rudi Irwansyah Maf’ulah, Maf’ulah Magistyo Purboyo Priambodo Makbul, Makbul Malik, Djamaludin Marhamah, Qoriatus Saidah Mashuri Mashuri Masruro, Umi Moch. Amrodji Moh. Mudassir Ali Moh. Nauval Fazrur Rohman Muhamad Sofian Hadi Mukrim, Mukrim Muridno, Danna Gemadigda Nanda Rahma Desra Nanda, Hanjar Ikrima Na’imatul Jannah Ni'matul Istiqomah Nia Dwi Puspitasari Nisa', Syadzadhiya Qothrunada Zakiyayasin Nugroho, Agung Nur Rahmah Nur, Fakhriyah Nuradillah, Ainun Nurin Lailatul Hidayah Nur’Ainun, Nur’Ainun Olivia, Zetrin Praditya Sigit Ardisty Sitogasa Prih Hardinto Purwanto, Sandi Puspita Sari Putra Hilmi Prayitno Putri Sandora Rahmayanti, Dhita Aulia Risfiani, Andira Risfiani Rizza Megasari Ro'ufah Inayati rofiqoh rofiqoh Sagita Feronica Sagita Sakinah Sakinah Sandi Purwanto Santi Merlinda Santoso, Anang Setyo Satrio, Yogi Dwi Sri Handayani Sri Handayani Sri Umi Mintarti Sri Wahyuni Sari Sriati Usman subagyo, Ahmad Sudarkam R Mertosono Tri Ananda Tri Anggono Prijo, Tri Anggono Vidya Purnamasari Wahyu Fitrianti Wahyudin Wahyudin Wardani, Revie Priamita Kusuma Wening Patmi Rahayu Widya Handayani Wulan, Widya Rachma Yani, Riska Yohanes Hadi Soesilo Yuli Agustina, Yuli