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DESIGN AND DEVELOPMENT OF A DEEP LEARNING-BASED AUTOMATIC FISHERIES LOGBOOK FILLING TOOL Iqbal, Muhammad; Tanhir, Muhammad Fadhilah; Apriliansyah, Bachtiar Adi; Pratama, Xavercius Cezar; Nadja, Kuntum Khaira; Lotaldy, Alnodio; Wahyuningrum, Prihatin Ika
Marine Fisheries : Journal of Marine Fisheries Technology and Management Vol. 15 No. 2 (2024): Marine Fisheries: Journal of Marine Fisheries Technology and Management
Publisher : Bogor Agricultural University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29244/jmf.v15i2.47574

Abstract

Filling out a fishery logbook is critical in capturing fisheries to maintain fishery sustainability. However, manual logbook filling often leads to errors in data recording, which can impact the accuracy and quality of fishery data. This study propose the design of an automatic fisheries logbook filling tool based on Deep Learning, called FLOADS (Fisheries Logbook and Detection System). This system consists of instruments placed at the ship's hatch, equipped with a camera capable of detecting fish species, measuring the weight of individual fish passing through, and recording and sending data, along with the ship's position and speed, to a server on land. The development stages of the FLOADS include problem identification, tool design, prototype development, and field testing. The FLOADS prototype consisted of three parts: a fish collection container, a fish sliding area, and an Imaging Box with dimensions of 120 cm × 65 cm × 82 cm. Validation of the YOLOv5 model showed an accuracy rate of 99.07% and an F1-Score of 99.1% for recognizing the Tuna, Cakalang, and Tongkol (TCT) fish species. Field testing was conducted in Palabuhanratu using a 10 GT fishing vessel. The field testing results show that FLOADS performs well on board to detect objects with an accuracy rate of 89.1% and track vessel activities with reasonable accuracy. Keywords: Deep Learning, DeepSORT, Fisheries Logbook, Measurable Fishing, TCT.
DINAMIKA PERIKANAN CUMI-CUMI YANG BERBASIS DI PELABUHAN PERIKANAN NUSANTARA SUNGAILIAT, PROVINSI BANGKA BELITUNG: DYNAMICS OF SQUID FISHERIES BASED ON THE SUNGAILIAT NUSANTARA FISHING PORT, BANGKA BELITUNG PROVINCE Dianti, Sari Rama; Wahyuningrum, Prihatin Ika; Nurani, Tri Wiji; Mustaruddin, Mustaruddin; Apriliani, Izza Mahdiana
Jurnal Teknologi Perikanan dan Kelautan Vol. 17 No. 1 (2026): FEBRUARY 2026
Publisher : Fakultas Perikanan dan Ilmu Kelautan, IPB University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24319/jtpk.17.114-125

Abstract

Pelabuhan Perikanan Nusantara (PPN) Sungailiat sebagai salah satu lokasi pendaratan hasil tangkapan cumi-cumi dengan produksi cenderung menurun pada periode 2017–2021. Penurunan produksi cumi-cumi diduga dipengaruhi oleh tekanan eksploitasi, perubahan iklim, dan aktivitas penambangan timah laut. Keberlanjutan cumi-cumi dapat terancam mengingat tingginya sensitivitas cumi-cumi terhadap perubahan kondisi perairan. Penelitian bertujuan mendeskripsikan alat penangkapan cumi-cumi di PPN Sungailiat dan menganalisis dinamika ekologi perikanan cumi-cumi di perairan Bangka Belitung periode 2017–2021. Data unit penangkapan diperoleh melalui observasi dan wawancara nelayan, sedangkan data oseanografi diperoleh dari citra penginderaan jauh (remote sensing). Analisis data meliputi analisis deskriptif, analisis CPUE, analisis indeks musim penangkapan, dan analisis temporal. Hasil penelitian menunjukkan bahwa alat tangkap utama cumi-cumi di PPN Sungailiat adalah pancing ulur yang didominasi kapal berukuran ≤ 5 GT. Rata-rata nilai CPUE lebih tinggi pada musim timur dibandingkan musim barat. Musim puncak penangkapan terjadi pada bulan Agustus–November. Distribusi klorofil-a lebih tinggi saat musim timur, suhu permukaan laut relatif hangat pada musim timur hingga peralihan, dan salinitas berada pada kisaran optimal (± 31,5–33,0 PSU). Interaksi antara faktor oseanografi dan musim penangkapan memengaruhi dinamika hasil tangkapan cumi-cumi di perairan Bangka Belitung.