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All Journal Infotech Journal Jurnal Penelitian Pendidikan IPA (JPPIPA) IJIS - Indonesian Journal On Information System JATI (Jurnal Mahasiswa Teknik Informatika) BERNAS: Jurnal Pengabdian Kepada Masyarakat Journal of Advanced in Information and Industrial Technology (JAIIT) Jurnal Teknik Informatika (JUTIF) Jurnal Mandala Pengabdian Masyarakat JINAV: Journal of Information and Visualization Jurnal Sosial dan Teknologi International Journal of Engagement and Empowerment (IJE2) ARRUS Journal of Engineering and Technology Jurnal Ekonomi JURNAL ILMIAH GLOBAL EDUCATION Conten : Computer and Network Technology International Journal of Multidisciplinary Research and Literature (IJOMRAL) Batara Wisnu : Indonesian Journal of Community Services PROSISKO : Jurnal Pengembangan Riset dan observasi Rekayasa Sistem Komputer Jurnal Sistem Informasi dan Teknologi (SINTEK) Jurnal Ilmiah Sistem Informasi dan Ilmu Komputer Buletin Ilmiah Informatika Teknologi Journal of Artificial Intelligence and Digital Business Ekalaya: Jurnal Pengabdian Kepada Masyarakat Indonesia Indonesian Research Journal on Education Innovative: Journal Of Social Science Research Indonesian Journal of Thousand Literacies Jurnal Ilmiah Sistem Informasi International Research of Multidisciplinary Analysis Jurnal Satya Informatika Jurnal Ilmiah Informatika dan Ilmu Komputer Jurnal Ilmiah Mahasiswa Teknik Jurnal Ilmiah Betrik : Besemah Teknologi Informasi dan Komputer WINDRADI: Jurnal Pengabdian Masyarakat Sintek Kuwera Pustabiblia: Journal of Library and Information Science
Basuki Rakhim Setya Permana
Universitasa Bina Bangsa
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Journal : Jurnal Teknik Informatika (JUTIF)

 1 
FuelGuard: Fuel Consumption Anomaly Detection and Visual Verification in Logistics Using Isolation Forest, CBIR, and OCR Auliana, Sigit; Permana, Basuki Rakhim Setya; Darip, Mochammad; Roy, Sujan Chandra
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 6 (2025): JUTIF Volume 6, Number 6, Desember 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.6.5276

Abstract

Manual fuel reporting in Indonesian logistics companies, such as PT Balaraja Distribusindoraya, often leads to inefficiency, fraud, and lack of anomaly supervision. This research aims to develop a web-based system that integrates machine learning and computer vision to monitor fuel consumption and detect anomalies in logistics fleets. The proposed system employs Isolation Forest for unsupervised anomaly detection based on fuel volume, travel distance, and fuel ratio, combined with a deep learning–based CBIR module using MobileNetV2 to validate fuel station images, and OCR to extract numerical data from receipts. Following the CRISP-DM methodology, the model was trained and deployed through a Flask-based API and evaluated using black-box and white-box testing. Experimental results show that Isolation Forest achieves the highest anomaly detection performance (F1-Score = 0.81, ROC-AUC = 0.99), CBIR validates official fuel stations with ≥95% similarity, and OCR reaches 97% accuracy in receipt recognition. The novelty of this study lies in its hybrid integration of anomaly detection and visual verification within a single scalable platform. This research contributes to Informatics by providing a framework for hybrid anomaly detection systems that enhance digitalization, transparency, and operational efficiency in the logistics sector.
Co-Authors Aisah, Anggi Nur Alandito, Alhdias Ali Rohman Ali Rohman Aminuyati Andriani, Fipi Anggraini, Seftian April Laksana Ardiyansah Ardiyansah Ariansyah, Irgi Arief, Rahadian Arrasit, Dio Falla Arta Rusidarma Putra Asep Rahmatullah Asep Safaatulloh Asih Setyo rini Auliana, Sigit Azis, Marisa Azizah, Rizqia Nur Bate’e, Welni Desrinayanti Dedy Khaerudin Eka Yuliana Elfrida Ratnawati Eris Dwi Purnama Fajri Fatullah Fatullah, Fajri Firmansyah, Oki Gagah Dwiki Putra Aryono Gelard Untirtha Pratama Gelard Untitha Pratama Hadi Ramadhan, Muhamad Hamdan Hamdan Hamdan Hamdan Hermanto, Dadang Iis Nurasiah Jalis, Jalis Kalsum, Ummy Katla Novriyani Kayla Maharani Kenedi, Kenedi Kustianto, Prahmono Lesmana, Tedi Maman Masyhuri Masyhuri, Maman Masyuri, Umar Maulana, Rafli Maulida, Fadia Syifa Mawazi, Mawazi Meilani, Putri Miftahul Huda Mochammad Darif Mochammad Darip Mulyawansyah, Ahmad Andika Munawir, Ahmad Naufallinho, Muchamad Khairan Nitami, Shella Nopithasari, Lola Nurfitrianda, Deden Oula, Kiki Nabilah Pusvita Panulisan, Bambang Setyo Praditya, Dinar Okto Pratama, Gelard Untirtha Puput Julyanti Purnama, Eris Dwi Putra, Abraham Refi Mulyadi Restiana, Anti Rifky Laghoza Andrea Rizki Ramadhan Rohman, Itqu Romli, Ombi Roy, Sujan Chandra Rudianto Rudianto Rudianto Sabilillah, Sahrul Safitri, Esti Sapaatullah, Asep Saputro, Ahmad Dwi Sayyidah, Arnaeta Aprilia Sumarna, Maman Sunardi Sunardi Sunardi Sunardi Umar Mansyuri Ummy Kalsum Untirtha Pratama, Gelard Wahyu Cahyadi Wiwien Suzanti Yansyah, Mardi Yolla Sukma Handayani Zaman, Habib Nur