Identification potential sources of marine debris based on backward trajectory modelling in Tidung Island

Open Access

Issue		BIO Web Conf. Volume 220, 2026 The 6^th International Conference on Marine Sciences (ICMS 2025)


Article Number		06011
Number of page(s)		17
Section		Ocean Science and Climate Change
DOI		https://doi.org/10.1051/bioconf/202622006011
Published online		11 February 2026

R. Jambeck, R. Geyer, C. Wilcox, T.R. Siegler, M. Perryman, A. Andrady, R. Narayan, K.L. Law, Plastic waste inputs from land into the ocean. Science. 347, 768 (2015). https://doi.org/10.1126/science.1260352 [CrossRef] [PubMed] [Google Scholar]
S.P. Manurung, H.Q. Sumardi, D.F. Lubis, M.S. Harefa, Dampak pembuangan sampah terhadap lingkungan pesisir Pantai Putra Deli: Analisis jenis sampah dominan. Studi Adm. Publik Ilmu Komun. 2(3), 01–09 (2025). [Google Scholar]
P. Vriend, H. Hidayat, J. van Leeuwen, M. Cordova, N.P. Purba, A. Löhr, I. Faizal, N. Ningsih, K. Agustina, S. Husrin, D. Suryono, I. Hantoro, B. Widianarko, P. Lestari, B. Vermeulen, T. van Emmerik, Plastic pollution research in Indonesia: State of science and future research directions to reduce impacts. Front. Environ. Sci. 9, 692907 (2021). [Google Scholar]
A.D. Syakti, N.V. Hidayati, R.P. Jaya, S.H. Siregar, D. Yona, F. Idris, Beach macro- litter monitoring and floating microplastic in the coastal area of Tidung Island, Indonesia. Mar. Pollut. Bull. 122, 217 (2017). https://doi.org/10.1016/j.marpolbul.2017.06.046 [CrossRef] [Google Scholar]
S. Arabi, A. Nahman, Impacts of marine plastic on ecosystem services and economy: State of South African research. S. Afr. J. Sci. 116, 5 (2020). https://doi.org/10.17159/sajs.2020/7695 [Google Scholar]
G.G.N. Thushari, J.D.M. Senevirathna, Plastic pollution in the marine environment. Heliyon. 6, 8 (2020). https://doi.org/10.1016/j.heliyon.2020.e04709 [Google Scholar]
E.A. Kisnarti, N.S. Ningsih, M.R. Putri, N. Hendiarti, B. Mayer, Dispersion of surface floating plastic marine debris from Indonesian waters using hydrodynamic and trajectory models. Mar. Pollut. Bull. 198, 115779 (2023). https://doi.org/10.1016/j.marpolbul.2023.115779 [Google Scholar]
G. Ruffini, R. Briganti, J. Stolle, P. De Girolamo, Numerical analysis and prediction of the effect of debris initial configurations on their dispersion during extreme- hydrodynamic events. Coastal Eng. 198, 104702 (2025). https://doi.org/10.1016/j.coastaleng.2025.104702 [Google Scholar]
M.R. Cordova, I.S. Nurhati, Major sources and monthly variations in the release of land-derived marine debris from the Greater Jakarta area, Indonesia. Scientific Reports. 9, 18739 (2019). https://doi.org/10.1038/s41598-019-55065-2 [Google Scholar]
Y. Hayati, L. Adrianto, M. Krisanti, W.S. Pranowo, F. Kurniawan, Magnitudes and tourist perception of marine debris on small tourism island: Assessment of Tidung Island, Jakarta, Indonesia. Mar. Pollut. Bull. 158, 111393 (2020). https://doi.org/10.1016/j.marpolbul.2020.111393 [CrossRef] [Google Scholar]
H. Ajiwibodo, M.B. Pratama, Hydrodynamic changes Impacted by the waterway capital dredging in Cikarang Bekasi Laut channel, West Java, Indonesia. Wat. Prac. & Tech. 15, 2, 450–459 (2020). https://doi.org/10.2166/wpt.2020.032 [Google Scholar]
N.R. Ramadhanty, Widodo, R. Suharti, H. Irawan, M. Maulita, S. Aini, A. Putra, Kristijarso, P. Arisandi, Spatial distribution of marine debris in Jakarta’s Bay waters and the Seribu Islands with maritime security concept. Am. Sci. Res. J. Eng. Technol. Sci. 84(1), 175–186 (2021). [Google Scholar]
K. Hutagaol, A.R. Pratama, F.A. Sirodz, P. Ramdan, A. Febriadi, T. Situmorang, The impact of environmental pollution in the Thousand Islands. Dharmwangsa Int. J. Soc. Sci. Educ. Humanit. 6(3), 483–489 (2025). [Google Scholar]
T. Nugraha, I.W. Nurjaya, Rastina, S. Susanti, Characteristics of current pattern in Jakarta Bay in the west and east monsoons. J. Ilmu Teknol. Kelaut. Trop. 17, 42–62 (2025). https://doi.org/10.29244/jitkt.v17i1.41406 [Google Scholar]
L.H.P. Garbossa, A.A. dos Santos, K.R. Lapa, Seaweed dispersion under different environmental scenarios based on branches settling velocity and hydrodynamic Lagrangian model. Reg. Stud. Mar. Sci. 47, 101909 (2021). https://doi.org/10.1016/j.rsma.2021.101909 [Google Scholar]
H. de Pablo, J. Sobrinho, M. Garcia, F. Campuzano, M. Juliano, R. Neves, Validation of the 3D-MOHID hydrodynamic model for the Tagus coastal area. Water 11, 1713 (2019). https://doi.org/10.3390/w11081713 [Google Scholar]
H. de Pablo, J. Sobrinho, D. Garaboa-Paz, C. Fonteles, R. Neves, M.B. Gaspar, The influence of the river discharge on residence time, exposure time and integrated water fractions for the Tagus estuary Portugal. Front. Mar. Sci. 8, 734814 (2022). https://doi.org/10.3389/fmars.2021.734814 [Google Scholar]
X. Xu, H. Pan, F. Teng, G. Fang, Z. Wei, A comparison of global and regional ocean tide models with tide gauges in the East Asian marginal seas. J. Sea Res. 201, 102527 (2024). https://doi.org/10.1016/j.seares.2024.102527 [Google Scholar]
T. Chai, R.R. Draxler, Root mean square error (RMSE) or mean absolute error (MAE)? — Arguments against avoiding RMSE. Geosci. Model Dev. 7, 1247 (2014). https://doi.org/10.5194/gmd-7-1247-2014 [Google Scholar]
D.N. Moriasi, M.W. Gitau, N. Pai, P. Daggupati, Hydrologic and water quality models: performance measures and evaluation criteria. Transactions of the ASABE. 58, 1763–1785 (2015). https://doi.org/10.13031/trans.58.10715 [Google Scholar]
M.A. Ghorbani, R. Jani, F. Mohajeri, F. Daneshvar, E. Shabani, M. Khafagy, The Taylor diagram with distance: A new way to compare the performance of models. Iran. J. Sci. Technol. Trans. Civ. Eng. 49, 2 (2024). [Google Scholar]
H. Khoshvaght, R.R. Permala, A. Razmjou, M. Khiadani, A critical review on selecting performance evaluation metrics for supervised machine learning models in wastewater quality prediction. J. Environ. Chem. Eng. 13(6), 119675 (2025). https://doi.org/10.1016/j.jece.2025.119675. [Google Scholar]
A.S. Atmadipoera, R. Molcard, G. Madec, S. Wijffels, J. Sprintall, I. Jaya, Characteristics and variability of the Indonesian Throughflow water at the outflow straits. Deep-Sea Res. I 56, 1942 (2009). https://doi.org/10.1016/j.dsr.2009.06.004 [Google Scholar]
D. Sugianto, Kajian kondisi hidrodinamika (pasang surut, arus, dan gelombang) di perairan Grati Pasuruan, Jawa Timur. J. Mar. Sci. 14, 2 (2010). [Google Scholar]
Y. Xu, Y. Wang, S. Hu, Y. Zhu, J. Zuo, J. Zeng, Study on the impact of the coastline changes on hydrodynamics in Xiangshan Bay. Appl. Sci. 13(14), 8071 (2023). https://doi.org/10.3390/app13148071 [Google Scholar]
I. Faizal, D. Iriana, I. Riyantini, N.P. Purba, The status of coral reefs in the Seribu Islands National Park Indonesia in various zones. Glob. Sci. J. 7, 10 (2019). [Google Scholar]
H. Rahmawitri, A.S. Atmadipoera, S.S. Sukoraharjo, Pola sirkulasi dan variabilitas arus di perairan Selat Sunda. J. Kelautan Nas. 11(3), 141–157 (2016). [Google Scholar]
R.F. Rahawarini, V. Dermawan, M.A. Sajali, Studi hidrodinamika aliran dengan model numerik DELFT3D di Pantai Sakura, Kepulauan Seribu. J. Teknol. Rekayasa Sumber Daya Air. 5(2), 1053–1062 (2025). [Google Scholar]
T.D. Le Phuc, B.D. Hardesty, H.J. Auman, A.M. Fischer, Frontal processes as drivers of floating marine debris in coastal areas. Mar. Environ. Res. 200, 106654 (2024). https://doi.org/10.1016/j.marenvres.2024.106654 [Google Scholar]
H. Nakano, M.B. Alfonso, N. Phinchan, S. Jandang, M.R.A. Manap, S. Chavanich, V, Viyakarn, M. Müller, C. Wong, H.P. Bacosa, M. Celik, M.R. Cordova, A. Isobe, Aquatic microplastics research in the ASEAN region: Analysis of challenges and priorities, Mar. Pollut. Bull. 210, 117342 (2025). https://doi.org/10.1016/j.marpolbul.2024.117342 [Google Scholar]
E.A. Kisnarti, S.K.A. Mevia, Macro waste and microplastics on Moyo and Medang Islands, Nusa Tenggara Barat, Indonesia, Microplastics. 4, 4 (2025). https://doi.org/10.3390/microplastics4040102 [Google Scholar]
L. Lebreton, J. van der Zwet, J.W. Damsteeg, B. Slat, A. Andrady, J. Reisser, River plastic emissions to the world’s oceans. Nat Commun. 8, 15611 (2017). https://doi.org/10.1038/ncomms15611 [Google Scholar]
J. Mansui, A. Molcard, Y. Ourmières, Modelling the transport and accumulation of floating marine debris in the Mediterranean basin. Mar. Pollut. Bull. 91, 249–257 (2015). https://doi.org/10.1016/j.marpolbul.2014.11.037 [Google Scholar]
J.E. Bullard, A. Ockelford, P. O'Brien, C.M. Neuman, Preferential transport of microplastics by wind. Atmospheric Environment. 245, 118038 (2021). https://doi.org/10.1016/j.atmosenv.2020.118038 [Google Scholar]
S. Siregar, L. Yuliadi, N.P. Purba, W. Pranowo, M. Syamsuddin, Pertukaran massa air di Laut Jawa terhadap periodisitas monsun dan Arlindo pada tahun 2015. Depik. 6(1), 44–59 (2017). https://doi.org/10.13170/depik.6.1.5523 [Google Scholar]

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