Size distribution and seasonal fishing patterns of tuna (Katsuwonus pelamis and Thunnus albacares) in troll line fisheries at PPN Ambon, Indonesia
Abstract
Tuna fisheries in Indonesia, particularly in the Ambon region, represent a vital sector that supports food security and the local economy; however, information on size distribution and seasonal fishing patterns in troll line fisheries remains limited. This study aims to analyze the size distribution, fishing season, and fishing grounds of yellowfin tuna (Thunnus albacares) and skipjack tuna (Katsuwonus pelamis) caught using troll lines and landed at the Nusantara Fisheries Port (PPN) Ambon. Troll lines are traditional fishing gear effective for catching pelagic fish, especially tuna, as they are operated during the day in accordance with the feeding behavior of the fish. The study was conducted from September 2024 to February 2025 using catch recording methods, field observations, and interviews with fishermen. The data were analyzed descriptively and presented in graphs and tables. The results showed that the size of skipjack ranged from 46.1 to 56.3 cm, with the maximum size recorded in November and the minimum in December. The peak fishing season for skipjack occurred between September and November. The yellowfin tuna caught were classified as baby tuna, ranging in size from 46.9 to 60.7 cm, with the largest size recorded in November and the smallest in October. The peak fishing season for yellowfin tuna was from October to December. Most of the fishing activities took place in the Arafura Sea compared to the Banda Sea. These findings provide valuable information for fishers and stakeholders in designing effective and responsible fishing strategies, as well as preventing the capture of undersized fish.
References
Abrahamsz, J., Lainata, M. C., Tetelepta, J. M., Pattikawa, J. A., & Tuapetel, F. (2024). Strategi Pengembangan Tempat Pelelangan Ikan (TPI) Dobo Di Kabupaten Kepulauan Aru. Triton: Jurnal Manajemen Sumberdaya Perairan, 20(2), 113-122.
Afonso, A. S., Mourato, B., Hazin, H., & Hazin, F. H. (2021). The effect of light attractor color in pelagic longline fisheries. Fisheries Research, 235, 105822.
Ahkam, M. F., & Tarya, A. (2023). Estimation ff The Potential of Large Pelagic Fish Fisheries Using Satellite Data in The Banda and Arafura Seas. Devotion: Journal of Research & Community Service, 4(12).
Ahkam, M. F., & Tarya, A. (2023). Estimation Of The Potential Of Large Pelagic Fish Fisheries Using Satellite Data In The Banda And Arafura Seas. Devotion: Journal of Research & Community Service, 4(12).
Anggawangsa, R. F., Kurniawati, V. R., & Wiyono, E. S. (2023). Fishing strategies of troll line fisheries in Palabuhanratu Fishing Port, Indonesia. Aquaculture, Aquarium, Conservation & Legislation, 16(6), 2900-2911.
Apituley, Y. M., Bawole, D., Savitri, I. K., & Tuapetel, F. (2018). Pemetaan rantai nilai ikan pelagis kecil di Kota Ambon. Papalele (Jurnal Penelitian Sosial Ekonomi Perikanan dan Kelautan), 2(1), 15-21.
Arkhipkin, A. I., Hendrickson, L. C., Payá, I., Pierce, G. J., Roa-Ureta, R. H., Robin, J. P., & Winter, A. (2021). Stock assessment and management of cephalopods: advances and challenges for short-lived fishery resources. ICES Journal of Marine Science, 78(2), 714-730.
Batubara, R. W., Suherman, A., & Mudzakir, A. K. (2022). Pola musim penangkapan ikan kembung yang didaratkan di pelabuhan perikanan Pantai Asemdoyong pemalang. Jurnal Penelitian Perikanan Indonesia, 27(4), 203-215.
Bryndum‐Buchholz, A., Tittensor, D. P., & Lotze, H. K. (2021). The status of climate change adaptation in fisheries management: Policy, legislation and implementation. Fish and Fisheries, 22(6), 1248-1273.
Coulter, A., Cashion, T., Cisneros-Montemayor, A. M., Popov, S., Tsui, G., Le Manach, F., Schillere, L., Lourdes M., Palomaresa, D., Zellerf, D., & Pauly, D. (2020). Using harmonized historical catch data to infer the expansion of global tuna fisheries. Fisheries Research, 221, 105379.
Czarkowski, T. K., Kupren, K., Hakuć-Błażowska, A., & Kapusta, A. (2023). Fish hooks and the protection of living aquatic resources in the context of recreational catch-and-release fishing practice and fishing tourism. Water, 15(10), 1842.
Erauskin‐Extramiana, M., Arrizabalaga, H., Hobday, A. J., Cabré, A., Ibaibarriaga, L., Arregui, I., Murua, H. & Chust, G. (2019). Large‐scale distribution of tuna species in a warming ocean. Global change biology, 25(6), 2043-2060.
Fauziyanto, R., Haruna, H., Hehanussa, K. G., & Tuhumury, J. (2024). Pengaruh Atraktor Tali Rafia Dan Pita Polypropylene Terhadap Komposisi Jenis Dan Kehadiran Ikan Pada Rumah Ikan Di Teluk Ambon. Amanisal: Jurnal Teknologi dan Manajemen Perikanan Tangkap, 13(2), 89-104.
Fuatkait Selwanus , D., Baesardy, E. J., & Batlajery, A. (2024). Komposisi Ukuran Dan Pola Pertumbuhan Ikan Cakalang (Katsuwonus pelamis) Di Perairan Kepulauan Tanimbar. Amanisal: J. Teknologi dan Manajemen Per. Tangkap, 13(2), 77-88.
Gebremedhin, S., Bruneel, S., Getahun, A., Anteneh, W., & Goethals, P. (2021). Scientific methods to understand fish population dynamics and support sustainable fisheries management. Water, 13(4), 574.
Gonzalez, G. M., Wiff, R., Marshall, C. T., & Cornulier, T. (2021). Estimating spatio-temporal distribution of fish and gear selectivity functions from pooled scientific survey and commercial fishing data. Fisheries Research, 243, 106054.
Griffiths, S. P., Leadbitter, D., Willette, D., Kaymaram, F., & Moazzam, M. (2020). Longtail tuna, Thunnus tonggol (Bleeker, 1851): a global review of population dynamics, ecology, fisheries, and considerations for future conservation and management. Reviews in Fish Biology and Fisheries, 30(1), 25-66.
Haris A. 2021. Potensi dan pengelolaan perikanan pelagis di Provinsi Maluku. In: Rahardjo MF, Tuapetel F (Editor). Pengelolaan dan Konservasi Sumber daya ikan pelagis Perairan Maluku Lumbung Ikan Nasional. Masyarakat Iktiologi Indonesia, Cibinong, pp 1-20.
Haruna, H., Kayadoe, D. A., Paillin, J. B., & Sabandar, A. M. (2022). Pola Pertumbuhan Dan Ukuran Pertama Kali Tertangkap Ikan Cakalang Yang Didaratkan Di Pelabuhan Perikanan Nusantara (PPN) Ambon. Amanisal: Jurnal Teknologi dan Manajemen Perikanan Tangkap, 11(1), 12-18.
He, P., Chopin, F., Suuronen, P., Ferro, R. S., & Lansley, J. (2021). Classification and illustrated definition of fishing gears. FAO Fisheries and Aquaculture technical paper, (672), I-94.
Hehanussa, K. G., Tuapetel, F., & Sanduan, R. H. (2024). Productivity of Purse Seine Fishing Tools Operating in The Waters of Outer Ambon Bay, Maluku. Jurnal Perikanan Unram, 14(3), 1244-1254.
Hermawan, M., Hutajulu, J., Syamsuddin, S., Sudrajat, D., Nugraha, E., Saputra, A., Suharti. R., Maulita, M., & Setiawan, F. (2023). Skipjack tuna's (Katsuwonus pelamis) biology and its fisheries status in the Banda Sea, Maluku, Indonesia. Aquaculture, Aquarium, Conservation & Legislation, 16(3), 1605-1617.
Hiariey, J., Matakupan, H., Tupamahu, A., & Baskoro, M. (2019). Potential, production and utilization level of pelagic fish resource in Ambon City. In IOP Conference Series: Earth and Environmental Science, 339(1), 012016.
Hilborn, R., Amoroso, R. O., Anderson, C. M., Baum, J. K., Branch, T. A., Costello, C., de Moord C. L., Faraje, A., Hivelya, D., Jensenf, O. P., Kurotag, Hiroyuki., Littleh L. R., Macei P., McClanahanj, Melnychuka T. M. C., Mintok C., Osiol G. C., Parman, A. M., Ponsa M., Seguradoo S., Szuwalskic C. S., Wilsonc, J. R., & Yeq, Y. (2020). Effective fisheries management instrumental in improving fish stock status. Proceedings of the National Academy of Sciences, 117(4), 2218-2224.
Hoyle, S. D., Campbell, R. A., Ducharme-Barth, N. D., Grüss, A., Moore, B. R., Thorson, J. T., Boyer, L. T., Winker H., Zhou, S. & Maunder, M. N. (2024). Catch per unit effort modelling for stock assessment: A summary of good practices. Fisheries Research, 269, 106860.
Ijima, H., Jusup, M., Takada, T., Akita, T., Matsuda, H., & Klanjscek, T. (2019). Effects of environmental change and early-life stochasticity on Pacific bluefin tuna population growth. Marine environmental research, 149, 18-26.
Istnaeni, Z. D., Gaol, J. L., Zainuddin, M., & Fitrianah, D. (2023). Implementation of the Pelagic Hotspot Index in detecting the habitat suitability area for bigeye tuna (Thunnus obesus) in the eastern Indian Ocean. Biodiversitas: Journal of Biological Diversity, 24(9).
Itano, D. G. (2000). The reproductive biology of yellowfin tuna (Thunnus albacares) in Hawaiian waters and the western tropical Pacific Ocean: project summary (p. 69). Hawaii: University of Hawaii, Joint Institute for Marine and Atmospheric Research.
Khikmawati, L. T., Jaya, M. M., Nugraha, B. K., & Iman, A. (2023). Pengoperasian Pancing Tonda KMN Harapanku di Perairan Prigi. Jurnal Akuatiklestari, 6, 99-107.
Leiwakabessy, B., Tupamahu, A., & Tuapetel, F. (2021). Rantai Pasok Ikan Layang (Decapterus Spp) di Kota Ambon. Papalele (Jurnal Penelitian Sosial Ekonomi Perikanan dan Kelautan), 5(1), 28-38.
Liu, S., Zhang, L., Wang, R., Song, P., Miao, X., Li, H., Li, Y., & Lin, L. (2024). The effect of climate oscillations on skipjack tuna (Katsuwonus pelamis) in the Indian Ocean. Journal of Marine Systems, 242, 103939.
Lubis, M. Z., Simanjuntak, A. V., Riama, N. F., Pasma, G. R., Dwinovantyo, A., Atmadipoera, A. S., Ansari, K., & Jamjareegulgarn, P. (2024). Numerical simulation of hydrodynamics and measurement in the Northwest Banda Sea. Egyptian Journal of Aquatic Research.
Mallawa, A., & Zainuddin, M. (2018). Population dynamic indicator of the yellowfin tuna Thunnus albacares and its stock condition in the Banda Sea, Indonesia. Aquaculture, Aquarium, Conservation & Legislation, 11(4), 1323-1333.
Marrington, J. Z., March, E., Murray, S., Jeffries, C., Machin, T., & March, S. (2023). An exploration of trolling behaviours in Australian adolescents: An online survey. Plos one, 18(4), e0284378.
Monika, N. S., Wairara, S. S., & Sunarni, S. (2021). Pembuatan Pupuk Organik Cair (POC) Dari Limbah Ikan Non Target Hasil Tangkapan Nelayan. Agricola, 11(2), 115-121.
Muawanah, U., Arthatiani, F. Y., Soedjarwo, P. A., Kurniasari, N., Sari, Y. D., Zulham, A., Koeshendera, J., & Hikmah, H. (2021). Small scale tuna fisheries profiles in the Indonesia archipelagic waters. In IOP Conference Series: Earth and Environmental Science, 869(1), 012017.
Nugraha, E., Gunawan, R., Danapraja, S., Kusdinar, A., Waluyo, A. S., Hutajulu, J., Prayitno, H., Halim, S., & Sutisna, D. H. (2020). The sea surface temperature effect on the length and size of skipjack tuna (Katsuwonus pelamis) catches in the Banda Sea, Indonesia. Aquaculture, Aquarium, Conservation & Legislation, 13(1), 1-18.
Nugraeni, B. R. (2023). Sebuah Analisis Aspek Dinamika Populasi Ikan Cakalang (Katsuwonus Pelamis) Yang Didaratkan Di Pelabuhan Perikanan Pantai (PPP) Pondokdadap Sendangbiru Kabupaten Malang, Jawa Timur: Analisis Aspek Dinamika Populasi Ikan Cakalang (K. pelamis). Naturalis: Jurnal Penelitian Pengelolaan Sumberdaya Alam dan Lingkungan, 12(2), 175-185.
Nurani, T. W., Wahyuningrum, P. I., Iqbal, M., Khoerunnisa, N., Pratama, G. B., & Widianti, E. A. (2021). Dinamika musim penangkapan ikan cakalang dan tongkol di Perairan Palabuhanratu. Marine Fisheries: Journal of Marine Fisheries Technology and Management, 12(2), 149-160.
Nurhayati, M., Wisudo, S. H., & Purwangka, F. (2018). Produktivitas dan pola musim penangkapan tuna madidihang (Thunnus albacares) di Wilayah Pengelolaan Perikanan 573. Jurnal Akuatika Indonesia, 3(2), 127-135.
Nurdin, E., & Kembaren, D. D. (2023). Stock assessment and management strategies for shark fisheries in the Arafura Sea: A length-based analysis of Carcharhinus sealei. Egyptian Journal of Aquatic Research, 49(2), 261-267.
Paillin, J. B., Tuapetel, F., & Siahainenia, S. R. (2023). Hasil Tangkapan Mini Pure Seine Di Perairan Teluk Ambon Luar Dan Selatan Pulau Ambon. Amanisal: Jurnal Teknologi dan Manajemen Perikanan Tangkap, 12(2), 71-77.
Pakidi, C. S. (2023). Hasil Tangkapan dan Tingkat Kematangan Gonad Ikan Sembilang (Plotosus canius). Agricola, 13(1), 42-49.
Pattikawa, J. A., Tuapetel, F., & La Ima, T. (2023). Size distribution and growth pattern of shortfin scad (Decapterus macrosoma) from Banda Islands, Indonesia. Aquaculture, Aquarium, Conservation & Legislation, 16(1), 572-578.
Purba, N. P., Pratama, B. B., Dewanti, L. P., Harahap, S. A., Febriani, C., Ilmi, M. H., Mahendra, M. R. A., Madihah, J. S., & Khan, A. M. (2024). Examining fishing activities based on in-situ tracking and oceanographic characteristics in Aru Sea and surroundings. Journal of Sea Research, 202, 102535.
Rahim, A., & Hastuti, D. R. (2023). Factors that influence catch production and fishing decisions of small-scale fishers during extreme weather. AACL Bioflux, 16(6), 3365-3377.
Radjak, S. A., Tupamahu, A., Tuapetel, F., Haruna, H., & Tawari, R. H. (2021). Utilization and surveillance of Fisheries Tuna Resources as a Basis for Prevention of IUU Fishing in Seram Sea. Agrikan: Jurnal Agribisnis Perikanan, 14(1), 135-140.
Rumbara, M. E., Sunarni, S., & Merly, S. L. (2024). The growth patterns, condition factors, and feeding habits of trichogaster sp. in Rawa Blorep Merauke Regency. Agricola, 14(1), 33-43.
Santos, R. O., Rehage, J. S., Kroloff, E. K. N., Heinen, J. E., & Adams, A. J. (2019). Combining data sources to elucidate spatial patterns in recreational catch and effort: fisheries-dependent data and local ecological knowledge applied to the South Florida bonefish fishery. Environmental Biology of Fishes, 102, 299-317.
Saranga, R., Asia, Manengkey, J., & Arifin, M. Z. (2018). Dinamika Populasi Selar crumenophthalmus di Perairan Sekitar Bitung. Buletin Matric, 15, 1
Sari, C. P. M., & Nurainun, N. (2022). Analisis Bioekonomi Dan Potensi Lestari Ikan Cakalang Di Provinsi Aceh. Jurnal Ekonomi Pertanian Unimal, 5(1), 22-27.
Schaefer, K. M., & Fuller, D. W. (2019). Spatiotemporal variability in the reproductive dynamics of skipjack tuna (Katsuwonus pelamis) in the eastern Pacific Ocean. Fisheries Research, 209, 1-13.
Simbolon, D., Wahju, R. I., & Purwangka, F. (2024). Produktivitas dan Pola Musim Penangkapan Cakalang di Wilayah Pengelolaan Perikanan 572. Jurnal Penelitian Perikanan Indonesia, 30(2), 99-109.
Sinopoli, M., Lauria, V., Garofalo, G., Maggio, T., & Cillari, T. (2019). Extensive use of Fish Aggregating Devices together with environmental change influenced the spatial distribution of a tropical affinity fish. Scientific reports, 9(1), 4934.
Situmorang, G. G., Amir, A., & Pakidi, C. S. (2024). Partisipasi pemangku kepentingan dalam pengelolaan perikanan darat berbasis ekosistem di Rawa Blorep Kabupaten Merauke. Agricola, 14(1), 44-50.
Soares, J. B., Monteiro-Neto, C., da Costa, M. R., Martins, R. R. M., dos Santos Vieira, F. C., de Andrade-Tubino, M. F., Bastosd, A. L., & de Almeida Tubino, R. (2019). Size structure, reproduction, and growth of skipjack tuna (Katsuwonus pelamis) caught by the pole-and-line fleet in the southwest Atlantic. Fish. research, 212, 136-145.
Soukotta, I. V., Moniharapon, D. L., Supusepa, J., & Tuapetel, F. (2024). Biologi Populasi Ikan Layang Putih (Decapterus macrosoma) Yang Didaratkan di Desa Waai, Maluku Tengah. Triton: Jurnal Manajemen Sumberdaya Perairan, 20(2), 88-97.
Soumokil, L. C., Tuapetel, F., Kesaulya, T., Hehanussa, K. G., & Tuhumury, J. (2023). Hasil Tangkapan Bottom Gill Net Berdasarkan Waktu Penangkapan di Perairan Dusun Seri Pulau Ambon. Amanisal: Jurnal Teknologi dan Manajemen Perikanan Tangkap, 12(1), 49-55.
Suhermat, M., Dimyati, M., & Nurlatifah, A. (2022). Changes in potential distribution and abundance of skipjack tuna (K. pelamis) in the southern waters of West Java, Indonesia. Aquaculture, Aquarium, Conservation & Legislation, 15(6), 2910-2920.
Swimmer, Y., Zollett, E. A., & Gutierrez, A. (2020). Bycatch mitigation of protected and threatened species in tuna purse seine and longline fisheries. Endangered Species Research, 43, 517-542.
Syajidah, H., Munir, A. M. S., & Hadinata, F. W. 2024. Dinamika Populasi Ikan Tongkol Abu-Abu (Thunnus tonggol) Yang Didaratkan Di Pelabuhan Perikanan Nusantara Pemangkat. Jurnal Sains Pertanian Equator, 13(2), 402-412.
Tawari, R. H., Siahainenia, S. R., Paillin, J. B., & Sarimolle, J. S. (2023). Penerbitan SKPI sebagai Indikator Ekspor Hasil Tangkapan Madidihang di PPN Ambon. Amanisal: Jurnal Teknologi dan Manajemen Perikanan Tangkap, 12(2), 56-63.
Tawari, R. H., Tuapetel, F., Hehanussa, K. G., Tuhumury, J., Sangadji, S., & Kasmin, K. (2024). Karakteristik ikan kerapu di Pasar Arumbai Ambon. Amanisal: Jurnal Teknologi dan Manajemen Perikanan Tangkap, 13(1), 35-45.
Thomas, F., Livio, F. A., Ferrario, F., Pizza, M., & Chalaturnyk, R. (2024). A review of subsidence monitoring techniques in offshore environments. Sensors, 24(13), 4164.
Tomasila, L. A., Syamsuddin, M., & Polhaupessy, R. (2020). Proses penangkapan Tuna Madidihang (Thunnus albacares) dengan alat tangkap pancing ulur (hand line) di Pulau Ambon. Triton: Jurnal Manajemen Sumberdaya Perairan, 16(2), 97-107.
Townhill, B. L., Radford, Z., Pecl, G., van Putten, I., Pinnegar, J. K., & Hyder, K. (2019). Marine recreational fishing and the implications of climate change. Fish and Fisheries, 20(5), 977-992.
Tracey, S. R., Pepperell, J., & Wolfe, B. (2023). Post release survival of swordfish (Xiphias gladius) caught by a recreational fishery in temperate waters. Fisheries Research, 265, 106742.
Tuapetel, F. (2021). Reproduction biology of Abe's flyingfish, Cheilopogon abei Parin, 1996 in Geser East Seram Strait Waters. Jurnal Iktiologi Indonesia, 21(2), 167-184.
Tuapetel, F., Kadarusman, K., Syahailatua, A., Boli, P., Indrayani, I., & Wujdi, A. (2024). Stock structure of flying fish (Cypselurus poecilopterus) in the Eastern Indonesia water based on morphometric and meristic variation. BAWAL Widya Riset Perikanan Tangkap, 15(3), 109-119.
Tuapetel, F., Nessa, N., Ali, S. A., Hutubessy, B. G., & Mosse, J. W. (2017, October). Morphometric relationship, growth, and condition factor of flyingfish, Hirundicththys oxycephalus during spawning season. In IOP Conference Series: Earth and Environmental Science, 89(1), 012001. IOP Publishing.
Tuapetel, F., Pattikawa, J. A., & Wally, D. A. (2022). Reproduksi ikan lalosi (Pterocaesio tile) di perairan Tulehu, Pulau Ambon. Triton: Jurnal Manajemen Sumberdaya Perairan, 18(2), 73-83.
Tuapetel, F., Silooy, F. D., & Rizki, R. (2022). Monitoring of Beach Seine Cathing Inner Ambon Bay. Agrikan Jurnal Agribisnis Perikanan, 15(2), 460-468.
Tuapetel, F., & Rahman, R. (2025).Utilization of Fish Resources and Conservation Efforts in Ambon Bay, Indonesia. Egyptian Journal of Aquatic Biology & Fisheries Zoology. 29(1), 1425-1435.
Tuapetel, F., Tupan, C. I., & Lailossa, G. W. (2025). Pemberdayaan Nelayan Talaga Ratu Melalui Diversifikasi Alat Tangkap dan Desiminasi Teknologi Bale-Bale. Bakira: Jurnal Pengabdian Kepada Masyarakat, 6(1), 01-12.
Waileruny, W., Matrutty, D. D., Kesaulya, T., Nanlohy, A. C., & Tuapetel, F. (2023). Pengembangan Usaha Perikanan Skala Kecil Melalui Penentuan Daerah Penangkapan Ikan Potensial Dan Manajemen Usaha. BALOBE: Jurnal Pengabdian Masyarakat, 2(1), 50-57.
Waileruny, W., Wiyono, E. S., Sarimane, S., & Matrutty, D. D. (2024). Evaluation of Applied Tuna-Jacket, a Post-Harvest Technology of Tuna Handlines in Maluku Waters, Indonesia. Egyptian Journal of Aquatic Biology & Fisheries, 28(5).
Wambiji, N., Kadagi, N. I., Everett, B. I., Temple, A. J., Kiszka, J. J., Kimani, E., & Berggren, P. (2022). Integrating long‐term citizen science data and contemporary artisanal fishery survey data to investigate recreational and small‐scale shark fisheries in Kenya. Aqu. Conservation: Marine & Freshwater Ecosystems, 32(8), 1306-1322.
Widodo, M. H., Melmambessy, E. H., & Masiyah, S. (2016). Potensi Ikan Kakap Putih (Lates calcarifer Bloch, 1790) di Sungai Kumbe Distrik Malind Kabupaten Merauke. Agricola, 6(1), 31-39.
Wiryawan, B., Loneragan, N., Mardhiah, U., Kleinertz, S., Wahyuningrum, P. I., Pingkan, J., Wildan., Timur, P. S., Duggan, D., & Yulianto, I. (2020). Catch per unit effort dynamic of yellowfin tuna related to sea surface temperature and chlorophyll in Southern Indonesia. Fishes, 5(3), 28.
Wursing, P. R., Hutubessy, B. G., & Sangadji, S. (2023). Perbedaan warna umpan dan ukuran mata pancing pada penangkapan ikan layang (Decapterus sp) dengan pancing ulur. Amanisal: Jurnal Teknologi dan Manajemen Perikanan Tangkap, 12(1), 33-41.
Yadav, V. K., Jahageerdar, S., & Adinarayana, J. (2020). Use of different modeling approach for sensitivity analysis in predicting the Catch per Unit Effort (CPUE) of fish. Indian Journal of Geo Marine Sciences, 49(11), 1729-1741.
Zainuddin, M., Safruddin, S., Farhum, A., Budimawan, B., Hidayat, R., Selamat, M. B., Wiyono, E. S., Ridwan, M., Syamsuddin, M., & Ihsan, Y. N. (2023). Satellite-Based ocean color and thermal signatures defining habitat hotspots and the movement pattern for commercial skipjack tuna in Indonesia Fisheries Management Area 713, Western Tropical Pacific. Remote Sensing, 15(5), 1268.
Zakariah, M. I., & Buamona, F. (2022). Strategi Pengembangan Alat Tangkap Pancing Ulur di Kabupaten Buru:(Strategy for Development of Hands Fishing Tools in Burus District). Uniqbu Journal of Exact Sciences, 3(3), 26-40.
Zhang, H., Yang, S. L., Fan, W., Shi, H. M., & Yuan, S. L. (2021). Spatial analysis of the fishing behaviour of tuna purse seiners in the western and central Pacific based on vessel trajectory data. Journal of Marine Science and Engineering, 9(3), 322.
.png)













