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All Journal Leuser Journal of Environmental Studies Journal of Educational Management and Learning
Andi Lala
School of Mathematics and Applied Sciences, Universitas Syiah Kuala, Banda Aceh 23111, Indonesia
Agriculture, Biological Sciences & Forestry Earth & Planetary Sciences Education Energy Environmental Science Languange, Linguistic, Communication & Media Mathematics Other

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Journal : Leuser Journal of Environmental Studies

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TeutongNet: A Fine-Tuned Deep Learning Model for Improved Forest Fire Detection Ghazi Mauer Idroes; Aga Maulana; Rivansyah Suhendra; Andi Lala; Taufiq Karma; Fitranto Kusumo; Yuni Tri Hewindati; Teuku Rizky Noviandy
Leuser Journal of Environmental Studies Vol. 1 No. 1 (2023): July 2023
Publisher : Heca Sentra Analitika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.60084/ljes.v1i1.42

Abstract

Forest fires have emerged as a significant threat to the environment, wildlife, and human lives, necessitating the development of effective early detection systems for firefighting and mitigation efforts. In this study, we introduce TeutongNet, a modified ResNet50V2 model designed to detect forest fires accurately. The model is trained on a curated dataset and evaluated using various metrics. Results show that TeutongNet achieves high accuracy (98.68%) with low false positive and false negative rates. The model's performance is further supported by the ROC curve analysis, which indicates a high degree of accuracy in classifying fire and non-fire images. TeutongNet demonstrates its effectiveness in reliable forest fire detection, providing valuable insights for improved fire management strategies.
Co-Authors Abdul Hawil Abas Aga Maulana Fitranto Kusumo Ghalieb Mutig Idroes Ghazi Mauer Idroes Irsan Hardi Irvanizam Zamanhuri Lensoni Rinaldi Idroes Rivansyah Suhendra Souvia Rahimah Talha Bin Emran Taufiq Karma Teuku Rizky Noviandy Trina Ekawati Tallei Yuni Tri Hewindati Zahriah Zahriah Zulkarnain Jalil