Article Per Year (5 Year)
p-Index From 2021 - 2026
4.537
P-Index
This Author published in this journals
All Journal Jurnal Informatika Proceedings of KNASTIK Sisforma: Journal of Information Systems Jurnal Eksplorasi Karya Sistem Informasi dan Sains PROCEEDING IC-ITECHS 2014 Journal of Information System Sistemasi: Jurnal Sistem Informasi Jurnal Manajemen dan Bisnis Indonesia JOURNAL OF APPLIED INFORMATICS AND COMPUTING JURNAL REKAYASA TEKNOLOGI INFORMASI JUTEI (Jurnal Terapan Teknologi Informasi) JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI Jurnal Informatika Universitas Pamulang Jurnal Teknologi Sistem Informasi dan Aplikasi Journal of Economic, Management, Accounting and Technology (JEMATech) Abdimas Umtas : Jurnal Pengabdian kepada Masyarakat Business Management Journal Program Studi Manajemen Jurnal Leverage, Engagement, Empowerment of Community (LeECOM) Jurnal Informatika dan Sistem Informasi Jurnal Teknologi Informatika dan Komputer Teknika Abdiformatika: Jurnal Pengabdian Masyarakat Informatika Proceedings of The ICECRS Prosiding Seminar Nasional Universitas Ma Chung Jurnal ilmiah teknologi informasi Asia JuTISI (Jurnal Teknik Informatika dan Sistem Informasi)
Rinabi Tanamal
Universitas Ciputra Surabaya
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mathematics Public Health Social Sciences Other

Published : 67 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

 1 
Association Rule Mining for Truck Body Damage Pattern Analysis Using Apriori and CRISP-DM Dendy, Livanty Efatania; Tanamal, Rinabi
Journal of Applied Informatics and Computing Vol. 10 No. 1 (2026): February 2026
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v10i1.12134

Abstract

This study investigates damage patterns in truck body components by applying the Apriori association rule mining algorithm within the CRISP-DM framework. The analysis is based on 281 historical repair records from CV Lestari’s fleet throughout 2024. The dataset encompasses 14 attributes, including vehicle types, route categories, body materials, and load conditions. To ensure the robustness of the generated rules, parameter tuning was conducted using a grid search approach, resulting in minimum support and confidence thresholds of 15% and 60%, respectively. A total of 50 association rules were derived, with several rules demonstrating high confidence values and lift values above 1.1, indicating meaningful and non-random correlations. Notably, structural frame damage is strongly associated with mountainous routes and heavy loads, while door and hinge damage tends to occur in aluminum box-bodied trucks operating under medium loads. These patterns were aligned with practical insights from field technicians and further contextualized through technical recommendations, such as reinforcing high-stress points and adjusting inspection schedules for high-risk configurations. The findings support the formulation of predictive maintenance strategies, enabling companies to transition from reactive repairs to proactive, data-driven decision-making. By integrating rule-based insights into maintenance planning, the study contributes to reducing unexpected failures, optimizing inspection frequency, and enhancing overall fleet reliability.
Co-Authors Abraham Agung Adhika Dwi Pramudita Adhika Dwi Pramudita, Adhika Dwi Adi Suryaputra Paramita Aditya Sugih Pangestu Alim Gunawan Alim Gunawan, Alim Alkent Alkent Andersen, Matthew Andiputra Andiputra Ardhityar Izaaz S Brandon, I Putu Budi Wijaya Christian Tanjono Christopher Adriel Citra, Caecilia Citra Citra, Joshua Ronaldo Daniel Deardo Damanik Daniel Martomanggolo Wonohadidjojo David B. Tonara David B. Tonara, David B. David Boy Tonara David Boy Tonara, David Boy Dendy, Livanty Efatania Devi Mawarni Evan Tanuwijaya Evelin Candratio Faisal Reza Sugma Prawira Fania Cecillia Felicia Graciella Felicia Gunadi Goldianus Solangius Mbete Hadi, Carren Pearl Hans Setiawan Hans Setiawan, Hans Hendrani, Edwin Hidajat, Calvin Chandra Indra Maryati Irawan, Valencia Elcheiana Ivan Sebastian Putra Ivan Sebastian Putra, Ivan Sebastian Johan Limantono Joshua Ronaldo Citra Kamila, Marcia Kartika Gianina Tileng Kevin Razak Kevin Suteja Kevin Suteja, Kevin Leonardo Jeffry Sutedjo Liliana Dewi Mahotma, I Putu Aldi Satria Marshel Aditya Prayoga Michael Androanto T Michelle Chandra Mourent, Jefferson Muhammad Daral Darullah Nathalia Minoque Kusuma Salma Rasyid Jr Nazarinus Artasawarga Purnomo Nazarinus Artasawarga Purnomo, Nazarinus Artasawarga Nisaul Fadila Nisaul Fadila Om A.I Simeru Ong Felycia Christiana Ong Felycia Christiana, Ong Felycia Piters, Michelle Njio Saddam Husein Dio Darmawan Salsabila, Dewi Salma Sonata Christian Stephanus Eko Wahyudi, Stephanus Eko Sutedjo, Leonardo Jeffry Theresia Ratih Dewi Saputri Tony Antonio Trianggoro Wiradinata Wendra Hartono Wijaya, Yohan William Augusta Hareka Yosua Candra Yosua Setyawan Soekamto Yovita Chandra, Kezia Yuliani Suhartono Yulianto, Stefanus Yulmy Satria Mandala Putra Yuwono Marta Dinata