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All Journal TELKOMNIKA (Telecommunication Computing Electronics and Control) Kilat TERANG : Jurnal Pengabdian Pada Masyarakat Menerangi Negeri Jurnal E-Komtek Indonesian Journal of Electrical Engineering and Computer Science
Iriansyah BM Sangadji
Institut Teknologi PLN
Automotive Engineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Education Electrical & Electronics Engineering Energy Mechanical Engineering

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Journal : Jurnal E-Komtek

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Implementation of YOLO V8 Algorithm in Organic and Anorganic Waste Detection Application for Waste to Energy Management Arvio, Yozika; Kusuma, Dine Tiara; Sangadji, Iriansyah BM
Jurnal E-Komtek (Elektro-Komputer-Teknik) Vol 9 No 1 (2025)
Publisher : Politeknik Piksi Ganesha Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37339/e-komtek.v9i1.2310

Abstract

Waste management in Indonesia is a major challenge, especially in the development of waste to energy (WTE). Accurate classification of organic and inorganic waste is required to optimise energy conversion. This research develops an automated waste detection system in temporary landfill sites (TPS) using the YOLOv8 algorithm, known for its high speed and accuracy. The research involved data collection, development of a YOLOv8-based computational model, and system construction and testing according to field requirements. The results show that YOLOv8 has high performance in detecting organic and inorganic waste, with 99.35% accuracy, 98.6% precision, 98.6% recall and 98.5% F1 score. This system can speed up the waste sorting process and has the potential to be used in domestic and public environments for the automatic detection of waste categories.
Co-Authors Arvio, Yozika Aziza, Rosida Nur Desi Putri Endah Lestari Grace Sondakh Indrianto Indrianto kustanrika, irma wirantina Muhammad Sofyan Ranti Hidayawanti Riki Ruli A. Siregar, Riki Ruli A. Rosida Nur Aziza RR Mekar Ageng Kinasti Siswipraptini, Puji Catur Tiara Kusuma, Dine