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Misbahuddin
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Journal : Civil Engineering Journal

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Predicting Speeding Behavior of Long-Haul Freight Truck Drivers Using Machine Learning Models Hakzah, Hakzah; Damayanti, Andi; Misbahuddin; Rahman, Abdul
Civil Engineering Journal Vol. 11 No. 11 (2025): November
Publisher : Salehan Institute of Higher Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.28991/CEJ-2025-011-11-015

Abstract

The behavior of long-haul truck drivers is shaped by the weak enforcement of working-hour rules, tight deadlines, and heavy workloads. Over-dimensioning and overloading practices further increase risks by forcing drivers to handle excessive loads and work for prolonged periods. This study predicts speeding behavior among long-haul freight truck drivers using statistical and machine learning models. Data was collected from 370 respondents at two weigh stations in South Sulawesi, Indonesia, covering eight socio-demographic, economic, and operational predictors. Three models were tested: Binary Logistic Regression (BLR), Random Forest (RF), and Extreme Gradient Boosting (XGBoost). The dataset was balanced and split into 70% training and 30% testing, with performance assessed using accuracy, recall, F1-score, and AUROC. XGBoost delivered the best results, achieving 97.3% accuracy, 93.2% recall, a 96.4% F1-score, and a perfect AUROC of 1.000. RF also showed strong performance with 94.05% accuracy and an AUROC of 0.973, while BLR served as a relevant baseline despite weaker predictions. Key predictors of speeding violations were daily sleep duration, monthly income, and driving experience. This study demonstrates how machine learning can be effectively integrated alongside transportation data under imbalanced conditions, providing evidence-based insights to strengthen freight transport safety.
Co-Authors , Muhammad Taufik A. Sjamsjiar Rachman Abd Wahab Abd. Rahman Razak Abd. Rauf M. Amin Abdul Rahman Abdul Rivai Poli Abdullah Agung Setiyawan, Agung Ahmad Ramadlan Ahsan, Muhammad Aidi, Ahmad Pajar Ainul Maqsurah S Akbar, L. Syamsul Irfan Akhdan, M. Rafif Akram Ista Amal Ashraf Ana Mariana, Ana Andi Rahmat Nizar Hidayat Anisa, Nur Ainun Aprialdy Budi Saputra ARDIANSYAH, FAISAL Arif Imam Suroso Asfar, Khaerul Asfira Yuniar Aupiya, Sayidatul B, Irfan Bakence, Lutfi Bakri, Muhammad Rizal Basirun, Adam BN, Andi Muh. Taqiyuddin Bulkis Kanata Damayanti, Andi Diva Septiawan Djul Fikry Budiman, Djul Fikry Fahrianty, Nyimas Alvira Fattah, Salman FIKRI HAIKAL Fikriansyah, Muhamad Giri Wahyu Wiriasto Guntur, Ihsan GUSTI MUZAINAH Hakikah, Zahiratul Hakzah Hamsyah Harahap, Ida Lestari Hartawan, Bagi Herlina Herman Hidayat, Andi Rahmat Nizar Hidayat, Muhammad Rihan Hisbullah Hisbullah Hisbullah HM. Kafrawi, Try Sa’adurrahman Ibtisam Ida Ayu Putu Sri Widnyani Ilnawati Iqbal, M. Syamsu Irfan A, L Ahmad Syamsul Irfan Akbar, L. Ahmad Syamsul Irfan. B j, Winaldi Jailuddin, Syuaib Jasman Kamaruddin Kaprawi Kasim Yahiji Khaerul Rasyidi Krisdiana, Putri Kurniati L.A.Syamsul Irfan Akbar Lutfi , Mukhtar Mahrani Maulan, Muhammad Galih Maulana, Muhammad Galih Maunte, Narwin Meilani Misbahuddin, Misbahuddin Mohammad Syamsul Maarif Muammar M. Bakry Muhamad Syamsu Iqbal Muhammad Akbar Muhammad Ilham Nanda Muhammad Rahman Almunawir Muhammad Shuhufi Muhammad Usman, Muhammad Mujiburrahman Mukhtar Lutfi Mulham Jaki Asti Muslimin Kara Mustakim Mustakim Nafizatunni’am Nasaruddin Nasim, Abu Sahman Nasriah Akil Nur Fhayruzia Nur Hayani Nur Taufik Sanusi Nur Taufiq Sanusi Nurahmad nurfaika ishak Nurfaika, Sitti Nurjannah Nurlina Nurul Mujahidah Nurwijayanti Pikahulan, Rustam Magun Putri, Nurliana Andini Rahim, Asrianto Rahman, Rayn Ade Rahmawati Ramoddin Rasyid, St. Cheriah Ridal Ridwan Rifai, Ahmad Faizal Rohmatun Lukluk Isnaini, Rohmatun Lukluk Rosyida, Khairul Rukmanasari, Ita Sahya, Muhammad Mufty Zaki Saleh Ridwan Salsabila Usman Sapa, Nasrullah Bin Saputra, Udes Shuhufi Siradjuddin Sofyan Sri Yuliana Wali SUHARTO Supriadi Supriadi Suprijati Sarib Syamsul Darlis Syarif, Muh Isra Taufik, Imran Thahir, Muhammad Nasir Tri Cahyo Nugroho Tri Cahyo Nugroho Ulfa Wahidah Wicaksono, Eko Prasetyo Yunus Triyonggo