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All Journal AGRIKA Journal The Winners JOIV : International Journal on Informatics Visualization INTEGER: Journal of Information Technology Jurnal Ilmu dan Riset Akuntansi Dinamisia: Jurnal Pengabdian Kepada Masyarakat Jurdimas (Jurnal Pengabdian Kepada Masyarakat) Royal Jurnal Review Pendidikan dan Pengajaran (JRPP) Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal Ilmu Manajemen Terapan (JIMT) Computer Science (CO-SCIENCE) Indo-MathEdu Intellectuals Journal Indonesian Journal of Education Methods Development Jurnal Locus Penelitian dan Pengabdian Malcom: Indonesian Journal of Machine Learning and Computer Science Indo-Fintech Intellectuals: Journal of Economics and Business Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) Sains Data Jurnal Studi Matematika dan Teknologi Jurnal Pemberdayaan Masyarakat dan Komunitas
TEGUH ARIFIANTO, TEGUH
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Journal : Computer Science (CO-SCIENCE)

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Performance Evaluation of YOLOv8 for Railway Switching Operation Safety Monitoring Selendra, Aulya Anggita Putri; Arifianto, Teguh; Winjaya, Fathurrozi
Computer Science (CO-SCIENCE) Vol. 6 No. 1 (2026): January 2026
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/co-science.v6i1.11674

Abstract

Safety in railway shunting operations requires continuous monitoring of train distance and speed to reduce the risk of operational accidents. In practice, shunting activities are still highly dependent on manual observation and verbal communication, while the performance of vision based safety systems under real operational conditions remains uncertain. In addition, comprehensive performance evaluations of deep learning based object detection models in real shunting environments, particularly under different hardware capabilities and lighting conditions, are still limited. This study aims to evaluate the performance of the YOLOv8 algorithm for real-time distance and speed monitoring during railway shunting operations. The system was tested using a camera-based detection approach under different processor configurations, namely an internal CPU and an RTX GPU, and under morning, daytime, and nighttime lighting conditions. System performance was evaluated based on accuracy, precision, and real-time detection capability across these conditions. The results show that the system achieved an average accuracy of 87.32% when operating on a CPU which increased to 91.30% when using a GPU. Optimal performance was observed under adequate daylight conditions, while reduced lighting led to a decline in performance, particularly on CPU-based processing. These findings indicate that hardware configuration and lighting conditions play a critical role in determining the reliability of YOLOv8-based safety monitoring systems for railway shunting operations.
Co-Authors Ahmad Tohir Ainul Yaqin Aldo, Novian Alexander Phuk Tjilen Alfian Yuda Prasetiyo Alfian, Zhevin Amalul Arifidin, M. Afif Anastasia Lidya Maukar Andi Muh Akbar Saputra Apollo Berlian, Muhamad Haikal Brave A. Sugiarso Churniawan, Erifendi Damar Isti Pratiwi Dewi Anisa Istiqomah Fatmawati, Fatmawati Fayola, Ayyesha Dara Fayyaza, Talitha Aqila Febrian, Wenny Desty Fikria, Ainun Fitriah Handayani Furyanto, Faoyan Agus Gunawan, Tedi Hanafiah Hanafiah, Hanafiah Haryanto, Kurniawan Wahyu Haryati Haryati Hikmah, Nurul Hikmah I Putu Agus Dharma Hita Ika Asti Astuti Intan Kamala Aisyiah Irawan, Fajar Rayhan Putra Irwan Moridu Lady Silk Moonlight legito, Legito Liawatimena, S. Liza Husnita Malaiholo, David Marlina Marlina Marzuki Marzuki Masdini Agustriana, Titiek Maya, Siti Mayasari Mayasari, Mayasari Merakati, Indah Moh. Aries Syufagi Nainggolan, Hermin Narasiang, Benefit Semuel Nurfaizin, M. Nurnainah, Nurnainah Nuwrun Thasimmim, Said Oktaria, Dhina Setyo Puspitarini*, Erri Wahyu Putri, Najwa Alya Rachmadani, Azriel Akbar Rachman, Natriya Faisal Rahardiyanto, Panca Rengganis Siwi Amumpuni, Rengganis Siwi Riana Eka Budiastuti, Riana Eka Rochmawati, Laila Rukiyanto Rukiyanto, Rukiyanto Sadewo, Kuntoko Panji Safira, Radhita Azzahrani Salim, Hartono Agus Saliu, Yunina Sani, Indra Sari, Windy Junita Selendra, Aulya Anggita Putri Sri Haryanto Sulistiana, Ria Sunaryo Sunaryo Supriyadi Supriyadi Syafii, Muhamad Syamsiadi, Fariz Alrifo Maulana Syatria Adymas Pranajaya TONNY HIDAYAT Toto Suharjanto Utama, I Wayan Karang Utomo, Jepri Vandan Wiliyanti Veri, Jhon Wajnah, Wajnah Wardani Puruhita, Hana Wardhani, Tri Weraman, Pius Widyawati, Dini Wijaya, Dwi Aditya Winjaya, Fathurrozi Wulandari, Vina Yuni Agung Nugroho Zahra, Rani Zefriyenni Zefriyenni, Zefriyenni