Pemetaan Penggunaan Model Numerik Pada Perairan Indonesia : Sebuah Tinjauan Sistematis

Authors

  • Najwan Al-Ghifari Marine Science Study Program, Faculty of Fisheries and Marine Sciences, Mulawarman University , Mulawarman University image/svg+xml
  • Miftahul Akhyar Ghofari Mulawarman University image/svg+xml
  • Siti Fatma Assyiffa Mulawarman University image/svg+xml
  • Erian Febri Satriawan Mulawarman University image/svg+xml

DOI:

https://doi.org/10.30872/fy3fe789

Keywords:

Model Numerik, Review Literatur Sistematis, Perairan Indonesia, Hidrodinamika, Oseanografi

Abstract

Perairan Indonesia memiliki karakteristik yang sangat kompleks akibat interaksi berbagai dinamika laut, atmosfer, dan daratan sehingga menimbulkan beragam permasalahan yang perlu dipahami secara mendalam, mulai dari pola arus, perambatan gelombang, hingga penyebaran pencemar. Kompleksitas tersebut menuntut penggunaan pendekatan ilmiah yang mampu memberikan gambaran prediktif, salah satunya adalah pemodelan numerik. Penelitian ini bertujuan untuk meninjau secara sistematis perkembangan penggunaan model numerik dalam kajian perairan Indonesia dengan periode publikasi tahun 2009 hingga 2024. Metode penelitian dilakukan melalui telaah literatur dengan pendekatan Tinjauan Literatur Sistematis. Pencarian data dilakukan menggunakan perangkat lunak pencari artikel ilmiah dan menggunakan basis data Scopus. Langkah awal memperoleh 711 publikasi yang relevan, kemudian setelah dilakukan proses penghapusan artikel ganda jumlah artikel berkurang menjadi 614, dan setelah penyaringan berdasarkan judul, penulis pertama, serta abstrak, diperoleh 206 artikel yang sesuai dengan kriteria inklusi yaitu penelitian dengan penulis pertama berasal dari Indonesia dan lokasi penelitian berada pada wilayah perairan Indonesia. Hasil peninjauan literatur menunjukkan bahwa model numerik banyak digunakan untuk mempelajari dinamika arus laut, simulasi gelombang, dan analisis penyebaran polutan. Meskipun frekuensi penggunaan model numerik terus meningkat dari tahun ke tahun, beberapa keterbatasan masih dihadapi, terutama terkait keterbatasan data lapangan jangka panjang, penerapan model di wilayah terpencil, serta integrasi dengan kebutuhan praktis dalam pengelolaan pesisir dan laut. Berdasarkan temuan tersebut dapat disimpulkan bahwa model numerik telah menjadi instrumen penting dalam penelitian perairan di Indonesia, namun arah pengembangannya ke depan masih perlu memperhatikan penguatan basis data observasi, integrasi dengan disiplin lain, serta pemanfaatan untuk mendukung kebijakan pengelolaan sumber daya laut secara lebih berkelanjutan.

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References

[1] J. Sprintall dkk., “Detecting Change in the Indonesian Seas,” Frontiers in Marine Science, Jun 2019, doi: 10.3389/fmars.2019.00257.

[2] R. Susanto dan R. Ray, “Seasonal and Interannual Variability of Tidal Mixing Signatures in Indonesian Seas from High-Resolution Sea Surface Temperature,” Remote. Sens., vol. 14, hlm. 1934, Apr 2022, doi: 10.3390/rs14081934.

[3] N. Purba, W. Pranowo, A. Ndah, dan P. Nanlohy, “Seasonal variability of temperature, salinity, and surface currents at 0° latitude section of Indonesia seas,” Regional Studies in Marine Science, vol. 44, hlm. 101772, Apr 2021, doi: 10.1016/J.RSMA.2021.101772.

[4] T. Tomascik, “The Ecology of the Indonesian Seas,” Jul 1997, [Daring]. Tersedia pada: https://consensus.app/papers/the-ecology-of-the-indonesian-seas-tomascik/730b291d42595d85987cbf8778694916/

[5] D. Adyasari, M. Pratama, N. A. Teguh, A. Sabdaningsih, M. Kusumaningtyas, dan N. Dimova, “Anthropogenic impact on Indonesian coastal water and ecosystems: Current status and future opportunities.,” Marine pollution bulletin, vol. 171, hlm. 112689, Jul 2021, doi: 10.1016/j.marpolbul.2021.112689.

[6] E. Chassignet dan X. Xu, “On the Importance of High-Resolution in Large-Scale Ocean Models,” Advances in Atmospheric Sciences, vol. 38, hlm. 1621–1634, Jul 2021, doi: 10.1007/s00376-021-0385-7.

[7] T. Haine dkk., “Is Computational Oceanography Coming of Age?,” Bulletin of the American Meteorological Society, Feb 2021, doi: 10.1175/BAMS-D-20-0258.1.

[8] I. Jalón‐Rojas, X. Wang, dan E. Fredj, “A 3D numerical model to Track Marine Plastic Debris (TrackMPD): Sensitivity of microplastic trajectories and fates to particle dynamical properties and physical processes.,” Marine pollution bulletin, vol. 141, hlm. 256–272, Apr 2019, doi: 10.1016/J.MARPOLBUL.2019.02.052.

[9] U. Gräwe, P. Holtermann, K. Klingbeil, dan H. Burchard, “Advantages of vertically adaptive coordinates in numerical models of stratified shelf seas,” Ocean Modelling, vol. 92, hlm. 56–68, Agu 2015, doi: 10.1016/J.OCEMOD.2015.05.008.

[10] J. Holt dkk., “Prospects for improving the representation of coastal and shelf seas in global ocean models,” Geoscientific Model Development, vol. 10, hlm. 499–523, Jul 2016, doi: 10.5194/GMD-10-499-2017.

[11] A. Constantin dan R. Johnson, “Steady Large-Scale Ocean Flows in Spherical Coordinates,” Oceanography, Sep 2018, doi: 10.5670/OCEANOG.2018.308.

[12] J. Gonzalez-Ondina, L. Sampson, dan G. Shapiro, “A Projection Method for the Estimation of Error Covariance Matrices for Variational Data Assimilation in Ocean Modelling,” Journal of Marine Science and Engineering, Des 2021, doi: 10.3390/jmse9121461.

[13] T. Ezer, H. Arango, dan A. Shchepetkin, “Developments in terrain-following ocean models: intercomparisons of numerical aspects,” Ocean Modelling, vol. 4, hlm. 249–267, Jun 2002, doi: 10.1016/S1463-5003(02)00003-3.

[14] K. Döös, P. Lundberg, dan A. A. Campino, “Basic Numerical Methods in Meteorology and Oceanography,” Des 2022, doi: 10.16993/bbs.

[15] A. Chandrasekar, “Numerical Methods for Atmospheric and Oceanic Sciences,” Feb 2022, doi: 10.1017/9781009119238.

[16] M. Sonnewald, R. Lguensat, D. Jones, P. Dueben, J. Brajard, dan V. Balaji, “Bridging observations, theory and numerical simulation of the ocean using machine learning,” Environmental Research Letters, vol. 16, Apr 2021, doi: 10.1088/1748-9326/ac0eb0.

[17] L. Tydecks, J. Jeschke, M. Wolf, G. Singer, dan K. Tockner, “Spatial and topical imbalances in biodiversity research,” PLoS ONE, vol. 13, Jul 2018, doi: 10.1371/journal.pone.0199327.

[18] H. Byun, N. Lee, dan S. Hwang, “A Systematic Review of Spatial and Spatio-temporal Analyses in Public Health Research in Korea,” Journal of Preventive Medicine and Public Health, vol. 54, hlm. 301–308, Agu 2021, doi: 10.3961/jpmph.21.160.

[19] D. Abel, J. Lieth, dan S. Jünger, “Mapping the spatial turn in social science energy research. A computational literature review,” Renewable and Sustainable Energy Reviews, Sep 2024, doi: 10.1016/j.rser.2024.114607.

[20] Y. Xiao dan M. Watson, “Guidance on Conducting a Systematic Literature Review,” Journal of Planning Education and Research, vol. 39, hlm. 112–193, Agu 2017, doi: 10.1177/0739456X17723971.

[21] W. Mengist, T. Soromessa, dan G. Legese, “Method for conducting systematic literature review and meta-analysis for environmental science research,” MethodsX, vol. 7, Des 2019, doi: 10.1016/j.mex.2019.100777.

[22] A. Cipta, “Study on tsunami numerical modeling for making tsunami hazard maps in indonesia,” Bulletin of the International Institute of Seismology and Earthquake Engineering, vol. 43, hlm. 127–132, 2009.

[23] A. R. Gusman, “Numerical experiment and a case study of sediment transport simulation of the 2004 Indian Ocean tsunami in Lhok Nga, Banda Aceh, Indonesia,” Earth Planets and Space, vol. 64, no. 10, hlm. 817–827, 2012, doi: 10.5047/eps.2011.10.009.

[24] N. R. Hanifa, “Numerical modeling of the 2006 Java tsunami earthquake,” Advances in Geosciences Volume 13 Solid Earth Se, hlm. 231–248, 2009, doi: 10.1142/9789812836182_0016.

[25] G. Hendrawan, “Numerical study of tidal upwelling over the Sill in the Lombok Strait (Indonesia),” Proceedings of the International Offshore and Polar Engineering Conference, hlm. 949–956, 2011.

[26] G. Prasetya, “Debris dispersal modeling for the great Sumatra Tsunamis on Banda Aceh and surrounding waters,” Natural Hazards, vol. 60, no. 3, hlm. 1167–1188, 2012, doi: 10.1007/s11069-011-9903-8.

[27] G. Prasetya, “Modeling of inundation dynamics on Banda Aceh, Indonesia during the great Sumatra tsunamis December 26, 2004,” Natural Hazards, vol. 58, no. 3, hlm. 1029–1055, 2011, doi: 10.1007/s11069-010-9710-7.

[28] I. Hadihardaja, “Decision support system for predicting tsunami characteristics along coastline areas based on database modelling development,” Journal of Hydroinformatics, vol. 13, no. 1, hlm. 96–109, 2011, doi: 10.2166/hydro.2010.001.

[29] I. Sengara, “Probabilistic seismic and tsunami hazard analysis for design criteria development of a coastal area in the city of Banda Aceh,” Geomechanics and Geoengineering, vol. 5, no. 1, hlm. 57–68, 2010, doi: 10.1080/17486020903452741.

[30] A. Rudyanto, “Fa prototype of web-application for tsunami database along southern Java island coastline,” Bulletin of the International Institute of Seismology and Earthquake Engineering, vol. 43, hlm. 133–138, 2009.

[31] N. Yuanita, “Cohesive sediment transport modeling: Application to the Madura Strait, Indonesia,” Coastal Engineering Practice Proceedings of the 2011 Conference on Coastal Engineering Practice, hlm. 522–536, 2011, doi: 10.1061/41190(422)43.

[32] A. R. Kartadikaria, “Existence of eddies at crossroad of the Indonesian seas,” Ocean Dynamics, vol. 62, no. 1, hlm. 31–44, 2012, doi: 10.1007/s10236-011-0489-1.

[33] W. Windupranata, “Decision support system for selection of suitable mariculture site in the western part of Java Sea, Indonesia,” Itb Journal of Engineering Science, vol. 41, no. 1, hlm. 77–97, 2009, doi: 10.5614/itbj.eng.sci.2009.41.1.6.

[34] A. Atmadipoera, “Characteristics and variability of the Indonesian throughflow water at the outflow straits,” Deep Sea Research Part I Oceanographic Research Papers, vol. 56, no. 11, hlm. 1942–1954, 2009, doi: 10.1016/j.dsr.2009.06.004.

[35] N. Ningsih, “Modelling of storm tide flooding along the Southern Coast of JAVA, Indonesia,” Advances in Geosciences Volume 24 Ocean Sciences Os, hlm. 87–104, 2011, doi: 10.1142/9789814355353_0006.

[36] A. Tarya, “Tidal and subtidal flow patterns on a tropical continental shelf semi-insulated by coral reefs,” Journal of Geophysical Research Oceans, vol. 115, no. 9, 2010, doi: 10.1029/2010JC006168.

[37] A. R. Kartadikaria, “Ocean circulation for the Indonesian seas driven by tides and atmospheric forcings: Comparison to observational data,” Journal of Geophysical Research Oceans, vol. 116, no. 9, 2011, doi: 10.1029/2011JC007196.

[38] I. Hendrawan dan K. Asai, “Numerical study on tidal currents and seawater exchange in the Benoa Bay, Bali, Indonesia,” Acta Oceanologica Sinica, vol. 33, hlm. 90–100, Mar 2014, doi: 10.1007/s13131-014-0434-5.

[39] M. Al’ala, “Numerical simulation of ujong seudeun land separation caused by the 2004 Indian ocean tsunami, Aceh-Indonesia,” Science of Tsunami Hazards, vol. 34, no. 3, hlm. 159–172, 2015.

[40] Hajrah, “Modeling of contaminant transport and groundwater flow of tamangapa landfill in Makassar Indonesia,” Applied Mechanics and Materials, vol. 567, hlm. 92–97, 2014, doi: 10.4028/www.scientific.net/AMM.567.92.

[41] N. Suwartha, “Modeling surface water quality of ui recharge pond using numerical method,” International Journal of Technology, vol. 4, no. 2, hlm. 136–146, 2013, doi: 10.14716/ijtech.v4i2.109.

[42] M. Muin, “Integration lagrangian sediment transport into non-orthogonal ocean hydrodynamics model to simulate drilling cutting and mud dispersion in Indonesia sea water,” Proceedings of the International Offshore and Polar Engineering Conference, hlm. 656–662, 2013.

[43] T. M. Rasyif, “Numerical simulation of the impacts of reflected tsunami waves on Pulo Raya Island during the 2004 Indian Ocean tsunami,” Journal of Coastal Conservation, vol. 20, no. 6, hlm. 489–499, 2016, doi: 10.1007/s11852-016-0464-6.

[44] A. Hartoko, “Spatial tsunami wave modelling for the south java coastal area, Indonesia,” International Journal of Geomate, vol. 11, no. 3, hlm. 2455–2460, 2016.

[45] Syamsidik, “Tsunami mitigation measures for tsunami prone small islands: Lessons learned from the 2010 tsunami around the Mentawai Islands of Indonesia,” Journal of Earthquake and Tsunami, vol. 7, no. 1, 2013, doi: 10.1142/S1793431113500024.

[46] S. Syamsidik, “Tsunami wave impacts on coastal morphological changes and one-decade process of coastal line recovery after the 2004 Indian Ocean tsunami around Banda Aceh, Indonesia,” Proceedings of the International Offshore and Polar Engineering Conference, vol. 2016, hlm. 796–800, 2016.

[47] E. Lin, “Developing river rehabilitation scenarios by integrating landscape and hydrodynamic modeling for the Ciliwung River in Jakarta, Indonesia,” Sustainable Cities and Society, vol. 20, hlm. 180–198, 2016, doi: 10.1016/j.scs.2015.09.011.

[48] I. Sofian, “Estimating the steric sea level rise in Indonesian Seas using an oceanic general circulation model,” International Journal of Geoinformatics, vol. 9, no. 3, hlm. 1–7, 2013.

[49] M. Putri, “Hydrodynamic and transport model of the Siak estuary,” Coastal Environments Focus on Asian Regions, hlm. 155–172, 2014, doi: 10.1007/978-90-481-3002-3_11.

[50] A. M. Napitu, “Intraseasonal sea surface temperature variability across the Indonesian seas,” Journal of Climate, vol. 28, no. 22, hlm. 8710–8727, 2015, doi: 10.1175/JCLI-D-14-00758.1.

[51] M. R. Putri, “Variation of ocean pH in the Indonesia waters,” Aip Conference Proceedings, vol. 1677, 2015, doi: 10.1063/1.4930701.

[52] M. R. Putri, “The assessment of oil pollution in Seribu Islands based on remote sensing and numerical models,” European Space Agency Special Publication ESA SP, 2016, [Daring]. Tersedia pada: https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84988521023&origin=inward

[53] S. Rahmawati, “Numerical estimation for tidal-current energy resources in Indonesia,” Proceedings of the International Offshore and Polar Engineering Conference, vol. 2016, hlm. 519–527, 2016.

[54] R. Nuswantoro, “Probabilistic flood hazard maps for Jakarta derived from a stochastic rain-storm generator,” Journal of Flood Risk Management, vol. 9, no. 2, hlm. 105–124, 2016, doi: 10.1111/jfr3.12114.

[55] M. S. Nugrahadi, “Seasonal variability of the water residence time in the madura Strait, East Java, Indonesia,” Asian Journal of Water Environment and Pollution, vol. 10, no. 1, hlm. 117–128, 2013.

[56] A. Nur, I. Radjawane, T. Suprijo, dan I. Mandang, “Numerical Modeling of Currents Circulation in Balikpapan Bay during Oil Spill Event on March 31, 2018,” IOP Conference Series: Earth and Environmental Science, vol. 618, hlm. 012005, Des 2020, doi: 10.1088/1755-1315/618/1/012005.

[57] A. Nur, I. Mandang, S. Mubarrok, dan M. Riza, “The changes of water mass characteristics using 3-dimensional Regional Ocean Modeling System (ROMS) in Balikpapan bay, Indonesia,” IOP Conference Series: Earth and Environmental Science, vol. 162, hlm. 012006, Jun 2018, doi: 10.1088/1755-1315/162/1/012006.

[58] D. Adhyatma dan A. Atmadipoera, “Impact of reclamation on monsoonal circulation changes in Jakarta Bay,” IOP Conference Series: Earth …, 2018, doi: 10.1088/1755-1315/176/1/012008.

[59] H. Ajiwibowo, “Numerical model of sedimentation and water quality in Kerinci Lake,” International Journal of Geomate, vol. 15, no. 51, hlm. 77–84, 2018, doi: 10.21660/2018.51.85592.

[60] I. Anwar, M. Putri, dan A. Setiawan, “Ocean numerical model experiment on estimating the variation of volume and heat transport in Karimata strait,” IOP Conference Series: Earth …, 2018, doi: 10.1088/1755-1315/162/1/012001.

[61] Y. Dermadi, “Analysis of Numerical Model Result to Estimate Tsunami Damage Based on Inundation Data,” Proceeding 2019 International Symposium on Electronics and Smart Devices Isesd 2019, 2019, doi: 10.1109/ISESD.2019.8909587.

[62] Fachrurrazi, “Numerical simulations of tsunami waves impacts on Ulee Lheue Harbour in Banda Aceh-Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 56, no. 1, 2017, doi: 10.1088/1755-1315/56/1/012015.

[63] Y. Fauzi, “Numerical modeling of Tsunamis and Tsunami vulnerability analysis of temon coastal region in Yogyakarta, Indonesia,” Disaster Advances, vol. 13, no. 5, hlm. 33–41, 2020.

[64] H. Hermansyah, “Numerical modeling of tidal current patterns using 3-dimensional mohid in Balikpapan Bay, Indonesia,” Jurnal Ilmiah Perikanan Dan Kelautan, vol. 12, no. 1, hlm. 9–20, 2020, doi: 10.20473/jipk.v12i1.16257.

[65] A. Setiawan, M. Putri, M. Gade, dan ..., “Combining ocean numerical model and SAR imagery to investigate the occurrence of oil pollution, a case study for the Java Sea,” … Series: Earth and …, 2017, doi: 10.1088/1755-1315/54/1/012080.

[66] M. Pratama, V. Venugopal, H. Ajiwibowo, dan ..., “Modelling tidal flow hydrodynamics of Sunda Strait, Indonesia,” … Indonesian Journal of …, 2020, [Daring]. Tersedia pada: https://www.researchgate.net/profile/Franto-Novico/publication/350130793_Modelling_Tidal_Flow_Hydrodynamics_of_Sunda_Strait_Indonesia/links/6055313292851cd8ce529d8e/Modelling-Tidal-Flow-Hydrodynamics-of-Sunda-Strait-Indonesia.pdf

[67] J. Mahfud, Y. Haditiar, M. Ikhwan, R. Wafdan, dan ..., “Numerical simulation of M2 tide in the Makassar Strait,” … Series: Earth and …, 2019, doi: 10.1088/1755-1315/348/1/012095.

[68] N. Ningsih, F. Hanifah, T. Tanjung, L. Yani, dan ..., “The Effect of Tropical Cyclone Nicholas (11–20 February 2008) on sea level anomalies in Indonesian waters,” Journal of Marine …, 2020, [Daring]. Tersedia pada: https://www.mdpi.com/2077-1312/8/11/948

[69] I. Mandang, “A numerical simulation of wave and sediment transport in the balikpapan Bay, East Kalimantan, Indonesia,” Aip Conference Proceedings, vol. 1801, 2017, doi: 10.1063/1.4973112.

[70] Syamsidik, “Numerical simulations of the 2004 Indian Ocean tsunami deposits’ thicknesses and emplacements,” Natural Hazards and Earth System Sciences, vol. 19, no. 6, hlm. 1265–1280, 2019, doi: 10.5194/nhess-19-1265-2019.

[71] F. A. T. Laksono, “Run-up Height and Flow Depth Simulation of the 2006 South Java Tsunami Using COMCOT on Widarapayung Beach,” Iop Conference Series Materials Science and Engineering, vol. 982, no. 1, 2020, doi: 10.1088/1757-899X/982/1/012047.

[72] R. N. Ratnasari, “Determination of Source Models Appropriate for Tsunami Forecasting: Application to Tsunami Earthquakes in Central Sumatra, Indonesia,” Pure and Applied Geophysics, vol. 177, no. 6, hlm. 2551–2562, 2020, doi: 10.1007/s00024-020-02483-3.

[73] A. Kurniawan, “Analyzing Tsunami Hazard using Numerical Modelling: Study Case Palu, Sulawesi Tengah, Indonesia,” Iop Conference Series Materials Science and Engineering, vol. 982, no. 1, 2020, doi: 10.1088/1757-899X/982/1/012036.

[74] M. Helmi, “Intergrated approach of tsunami vulnerability assessment at coastal area of kalianda sub district, south lampung district, lampung Province, Indonesia,” International Journal of Scientific and Technology Research, vol. 9, no. 3, hlm. 1803–1808, 2020.

[75] S. Aditya, “Scenario-based tsunami inundation model in cilacap city, south part of central Java, Indonesia,” Disaster Advances, vol. 12, no. 5, hlm. 10–22, 2019.

[76] W. Windupranata, “Reconstruction of the 2018 palu tsunami based on tectonic earthquake,” Agers 2019 2nd IEEE Asia Pacific Conference on Geoscience Electronics and Remote Sensing Technology Understanding and Forecasting the Dynamics of Land Ocean and Maritime Proceeding, hlm. 86–90, 2019, doi: 10.1109/AGERS48446.2019.9034443.

[77] F. P. Putra, “Numerical simulation of tsunami propagation with Finite Difference Method and Runge Kutta 4th Order Method (study case : south coast of Java island),” Journal of Physics Conference Series, vol. 1218, no. 1, 2019, doi: 10.1088/1742-6596/1218/1/012028.

[78] Tursina, “Numerical simulations of land cover roughness influence on tsunami inundation in Ulee Lheue Bay, Aceh-Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 56, no. 1, 2017, doi: 10.1088/1755-1315/56/1/012009.

[79] V. Juliani, “Wave Height Prediction based on Wind Information by using General Regression Neural Network, study case in Jakarta Bay,” 2020 8th International Conference on Information and Communication Technology Icoict 2020, 2020, doi: 10.1109/ICoICT49345.2020.9166305.

[80] A. Wahyudie, “Wave power assessment in the middle part of the southern coast of Java Island,” Energies, vol. 13, no. 10, 2020, doi: 10.3390/en13102633.

[81] H. Khoirunnisa, “Determination of Construction Design to Reduce the Amount of Marine Litter at Seawater Intake Using Particle Tracking Module of Numerical Method by Mike 21 (Case Study: Tanjung Awar - Awar, Tuban, East Java),” Journal of Physics Conference Series, vol. 1625, no. 1, 2020, doi: 10.1088/1742-6596/1625/1/012045.

[82] S. Hermawan, “High spatial grid resolution of hydrodynamic numerical modeling for sea current energy site selection in Indonesia,” Journal of Telecommunication Electronic and Computer Engineering, vol. 10, no. 2, hlm. 163–167, 2018.

[83] E. R. S. Manurung, “Wave Prediction by using Support Vector Regression, Study Case in Jakarta Bay,” 2020 8th International Conference on Information and Communication Technology Icoict 2020, 2020, doi: 10.1109/ICoICT49345.2020.9166297.

[84] Y. Muliati, “WIND WAVE MODELING IN NATUNA SEA: A COMPARISON AMONG SWAN, SEAFINE, AND ERA-INTERIM,” International Journal of Geomate, vol. 16, no. 54, hlm. 176–184, 2019, doi: 10.21660/2019.54.93272.

[85] Y. Muliati, “Application of SWAN model for hindcasting wave height in Jepara Coastal Waters, North Java, Indonesia,” International Journal of Geomate, vol. 15, no. 48, hlm. 114–120, 2018, doi: 10.21660/2018.48.56067.

[86] S. Nurfitri, “Numerical modeling of wave-current interaction in Merak Port, Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 162, no. 1, 2018, doi: 10.1088/1755-1315/162/1/012007.

[87] A. Wahyudie, “Ocean wave power potential assessment along the South Coast of Central Java Island Indonesia,” Oceans 2017 Anchorage, vol. 2017, hlm. 1–6, 2017.

[88] A. W. Nirwansyah, “Assessing tidal flood upon solar salt farming area in north part of Java using hydrodynamic model,” International Archives of the Photogrammetry Remote Sensing and Spatial Information Sciences ISPRS Archives, vol. 42, no. 3, hlm. 283–286, 2019, doi: 10.5194/isprs-archives-XLII-3-W8-283-2019.

[89] L. N. Fadlillah, “Comparison of tidal model using mike21 and delft3d-flow in part of Java Sea, Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 451, no. 1, 2020, doi: 10.1088/1755-1315/451/1/012067.

[90] A. Tarya, “Mangrove density impacts on tidal dynamic in Segara Anakan Lagoon, Indonesia,” Journal of Physics Conference Series, vol. 1245, no. 1, 2019, doi: 10.1088/1742-6596/1245/1/012060.

[91] E. Y. Sobhytta, “Mapping coastal marine debris flow using trajectory particle 2d modelling and aerial imagery (case study: tukad loloan and mertasari beach – bali),” Acrs 2020 41st Asian Conference on Remote Sensing, 2020, [Daring]. Tersedia pada: https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85107219956&origin=inward

[92] A. W. Nirwansyah, “Mapping impact of tidal flooding on solar salt farming in northern Java using a hydrodynamic model,” ISPRS International Journal of Geo Information, vol. 8, no. 10, 2019, doi: 10.3390/ijgi8100451.

[93] M. R. Juliandri, “Modeling the distribution of floating marine debris movement in tourism area in pelabuhan Ratu bay, West Java,” Aacl Bioflux, vol. 13, no. 5, hlm. 3105–3116, 2020.

[94] A. Pamungkas, “Warm Pool Fluctuations Due to the Effect of ENSO in West Pacific and Indonesia Seas (Study Case El-Nino 2015),” Iop Conference Series Earth and Environmental Science, vol. 246, no. 1, 2019, doi: 10.1088/1755-1315/246/1/012013.

[95] M. Zikra, “Wave modeling for the establishment potential area of offshore aquaculture in Indonesia,” Fluids, vol. 5, no. 4, 2020, doi: 10.3390/fluids5040229.

[96] Suntoyo, “Modelling of Phenol Contamination in Wonorejo Estuary, Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 79, no. 1, 2017, doi: 10.1088/1755-1315/79/1/012005.

[97] M. A. A. Royyan, “Numerical Simulation of Breakwater Layout in Puger Beach Jember Due to Tidal Wave,” Iop Conference Series Earth and Environmental Science, vol. 437, no. 1, 2020, doi: 10.1088/1755-1315/437/1/012026.

[98] Syamsidik, “Numerical Simulations of Impacts of the 2004 Indian Ocean Tsunami on Coastal Morphological Changes Around the Ulee Lheue Bay of Aceh, Indonesia,” Journal of Earthquake and Tsunami, vol. 11, no. 1, 2017, doi: 10.1142/S179343111740005X.

[99] A. Maharani, “Seasonal effect on the spatial distribution of macro debris in Tunda Island, Banten,” Iop Conference Series Earth and Environmental Science, vol. 429, no. 1, 2020, doi: 10.1088/1755-1315/429/1/012006.

[100] S. Hermawan, “Sustainable Design for Passage Boat Ports in Remote Areas in Era Construction 4.0 at Sidoarjo East Java Indonesia,” Journal of Physics Conference Series, vol. 1625, no. 1, 2020, doi: 10.1088/1742-6596/1625/1/012059.

[101] S. Hermawan, “The benefit of hydrodynamic model as an assessment of the hydro-environment engineering in decision support system for the sustainable mariculture development in Indonesia,” Proceedings International Association for Hydro Environment Engineering and Research IAHR Asia Pacific Division Apd Congress Multi Perspective Water for Sustainable Development IAHR Apd 2018, vol. 2, hlm. 1263–1271, 2018.

[102] S. Hermawan, “The Utilisation of the Numerical Hydrodynamic Model to Face Rob Floods in Coastal Areas in the Industrial Revolution Era 4.0 at East Java Indonesia,” Journal of Physics Conference Series, vol. 1625, no. 1, 2020, doi: 10.1088/1742-6596/1625/1/012060.

[103] S. Mubarrok, “Integrated 3D numerical modeling during la Niña and El Niño events using Regional Ocean Modeling System (ROMS) in Makassar Strait: Preliminary study,” Iop Conference Series Earth and Environmental Science, vol. 162, no. 1, 2018, doi: 10.1088/1755-1315/162/1/012005.

[104] M. A. Amin, “Development of flood inundation map using UAV-based DEM on residential area,” Proceedings International Association for Hydro Environment Engineering and Research IAHR Asia Pacific Division Apd Congress Multi Perspective Water for Sustainable Development IAHR Apd 2018, vol. 2, hlm. 1089–1096, 2018.

[105] A. Tarya, “Exposure of coastal ecosystems to river plume spreading across a near-equatorial continental shelf,” Continental Shelf Research, vol. 153, hlm. 1–15, 2018, doi: 10.1016/j.csr.2017.12.003.

[106] H. Ajiwibowo, “Hydrodynamic changes impacted by the waterway capital dredging in cikarang bekasi laut channel, west java, indonesia,” Water Practice and Technology, vol. 15, no. 2, hlm. 450–459, 2020, doi: 10.2166/wpt.2020.032.

[107] I. Tunas, “Integration of Digital Elevation Model (DEM) and HEC-RAS Hydrodynamic Model for flood routing,” Iop Conference Series Materials Science and Engineering, vol. 620, no. 1, 2019, doi: 10.1088/1757-899X/620/1/012026.

[108] E. Gandanegara, “Modeling the distribution of chemical oxygen demand to determine the optimal mill effluent outlet location,” International Journal of Geomate, vol. 17, no. 63, hlm. 95–102, 2019, doi: 10.21660/2019.63.

[109] A. Rusdiansyah, “The impacts of the large-scale hydraulic structures on tidal dynamics in open-type bay: numerical study in Jakarta Bay,” Ocean Dynamics, vol. 68, no. 9, hlm. 1141–1154, 2018, doi: 10.1007/s10236-018-1183-3.

[110] M. Ikhwan, “Wind driven circulation in Makassar Strait during monsoon 2017,” Iop Conference Series Earth and Environmental Science, vol. 348, no. 1, 2019, doi: 10.1088/1755-1315/348/1/012062.

[111] S. Yusri, “Distribution Modelling of Porites (Poritidae) in Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 363, no. 1, 2019, doi: 10.1088/1755-1315/363/1/012025.

[112] M. Y. Surya, “Impacts of sea level rise and river discharge on the hydrodynamics characteristics of Jakarta Bay (Indonesia),” Water Switzerland, vol. 11, no. 7, 2019, doi: 10.3390/w11071384.

[113] M. Muin, “Application MuTsunami in Mentawai Island Indonesia,” Matec Web of Conferences, vol. 147, 2018, doi: 10.1051/matecconf/201814705005.

[114] A. Wurjanto, “Modeling the spatial concentration distribution of environmental parameters and total suspended sediment in Diatas Lake, Western Sumatra, Indonesia,” International Journal of Geomate, vol. 17, no. 63, hlm. 288–296, 2019, doi: 10.21660/2019.63.11727.

[115] T. M. Rasyif, “Numerical simulation of morphological changes due to the 2004 tsunami wave around Banda Aceh, Indonesia,” Geosciences Switzerland, vol. 9, no. 3, 2019, doi: 10.3390/geosciences9030125.

[116] M. Z. Lubis, “Physical oceanography and hydrodynamic modelling in tembesi reservoir waters, batam,” Proceedings of Icae 2020 3rd International Conference on Applied Engineering, 2020, doi: 10.1109/ICAE50557.2020.9350549.

[117] I. W. Nurjaya, “Prediction of Treated Areas of TSS from Dredging Ac-Tivities on the Installation of Pipe Rc-06 in Estuarine Delta Mahakam,” Jurnal Pengelolaan Sumberdaya Alam Dan Lingkungan, vol. 9, no. 1, hlm. 135–143, 2019, doi: 10.29244/jpsl.9.1.135-143.

[118] Rifardi, “Sediment transport model from dumai river estuary to the rupat strait, Riau province, Indonesia,” Aacl Bioflux, vol. 13, no. 6, hlm. 3447–3458, 2020.

[119] A. Sunaryani, “Spatial distribution and assessment of nutrient pollution in Lake Toba using 2D-multi layers hydrodynamic model and DPSIR framework,” Iop Conference Series Earth and Environmental Science, vol. 118, no. 1, 2018, doi: 10.1088/1755-1315/118/1/012031.

[120] M. S. B. Kusuma, “The influence of the new LRT pier to the sedimentation pattern around Ampera Bridge in Musi river, South Sumatera, Indonesia,” International Journal of Geomate, vol. 18, no. 69, hlm. 159–167, 2020, doi: 10.21660/2020.69.13240.

[121] L. N. Chairuasni, “The Ocean Heat Content of Lombok Strait Water Masses in 2011 - 2015,” Iop Conference Series Earth and Environmental Science, vol. 618, no. 1, 2020, doi: 10.1088/1755-1315/618/1/012014.

[122] S. Agustina, “Numerical Simulation and Analysis of Marine Debris Distribution in Pulo Aceh Waters, Indonesia,” Ecological Engineering and Environmental Technology, vol. 25, no. 11, hlm. 284–298, 2024, doi: 10.12912/27197050/192753.

[123] Benazir, “Investigating the tsunami-mitigating properties of vegetated coastal areas in Pacitan Bay, Indonesia: A synergistic approach of numerical modelling and field observations,” Journal of Earth System Science, vol. 133, no. 1, 2024, doi: 10.1007/s12040-023-02242-7.

[124] S. Damarnegara, “Numerical investigation of tsunami impact in newly developed tourism coast, case study: Melasti Beach,” Physics and Chemistry of the Earth, vol. 122, 2021, doi: 10.1016/j.pce.2021.103001.

[125] S. Fauzah, A. Tarya, dan N. Ningsih, “The Hydrodynamics Simulation of Tidal Current in Balikpapan Bay,” … in Support of Ocean Decade of …, 2021, [Daring]. Tersedia pada: https://ieeexplore.ieee.org/abstract/document/9733724/

[126] A. Nurendyastuti, M. Adityawan, M. Rizki, dan ..., “A New Approach For A Tsunami Early Warning System Based On Maritime Wireless Communication, Case Study, Pangandaran, Indonesia,” Journal of Applied …, 2023, [Daring]. Tersedia pada: https://www.researchgate.net/profile/Aryanti-Nurendyastuti/publication/374060427_A_New_Approach_For_A_Tsunami_Early_Warning_System_Based_On_Maritime_Wireless_Communication_Case_Study_Pangandaran_Indonesia/links/6513e54237d0df2448ef501c/A-New-Approach-For-A-Tsunami-Early-Warning-System-Based-On-Maritime-Wireless-Communication-Case-Study-Pangandaran-Indonesia.pdf

[127] I. Raharja, I. Radjawane, dan ..., “Characteristic of tidal currents in the lombok strait using 3d fvcom numerical model,” IOP conference series …, 2021, doi: 10.1088/1755-1315/925/1/012002.

[128] M. Adityawan, A. Nurendyastuti, M. Purnama, dan ..., “Development of a tsunami early warning system on the coast of Palu based on maritime wireless communication,” Progress in Disaster …, 2023, [Daring]. Tersedia pada: https://www.sciencedirect.com/science/article/pii/S2590061723000170

[129] E. Kisnarti, N. Ningsih, M. Putri, N. Hendiarti, dan ..., “Dispersion of surface floating plastic marine debris from Indonesian waters using hydrodynamic and trajectory models,” Marine Pollution …, 2024, [Daring]. Tersedia pada: https://www.sciencedirect.com/science/article/pii/S0025326X23012146

[130] A. Setiawan, F. Supriyadi, dan M. Fadli, “Estimation of fish biomass around the Sangihe Islands waters based on the acoustic data and numerical model of spatial ecosystem and population dynamics,” IOP Conference Series: Earth …, 2023, doi: 10.1088/1755-1315/1163/1/012010.

[131] E. Pelawi, M. Ikhwan, Y. Haditiar, R. Wafdan, dan ..., “Kinetic energy of M2 tide in the Makassar Strait,” Journal of Physics …, 2021, doi: 10.1088/1742-6596/1882/1/012002.

[132] F. Khadami dan D. Purnaningtyas, “Ocean response to tropical cyclone Seroja at East Nusa Tenggara waters,” IOP Conference Series: Earth …, 2021, doi: 10.1088/1755-1315/925/1/012045.

[133] T. Suprijo, P. Poerbo, H. Park, dan ..., “Potential Ocean Thermal Energy Conversion in Indonesian Waters Territory,” Journal of Coastal …, 2021, [Daring]. Tersedia pada: https://meridian.allenpress.com/jcr/article-abstract/114/SI/285/471625

[134] N. Ningsih, F. Hanifah, L. Yani, dan R. Rachmayani, “Simulated response of seawater elevation and tidal dynamics in Jakarta Bay to coastal reclamation,” Ocean Dynamics, 2024, doi: 10.1007/s10236-024-01598-8.

[135] F. Novico, E. Sudjono, A. Egon, D. Menier, dan ..., “Tidal current energy resources assessment in the patinti strait, indonesia,” International Journal of …, 2021, [Daring]. Tersedia pada: https://hal.science/hal-03186778/

[136] W. E. Rintaka, “Analysis of suitable site for seaweed aquaculture development in the Indonesian Sea (a case study of Fisheries Management Region-713), with the application of numerical model data,” Iop Conference Series Earth and Environmental Science, vol. 1251, no. 1, 2023, doi: 10.1088/1755-1315/1251/1/012031.

[137] C. Wimordi, “Application of WASP model to simulate water pollution control of Duriangkang Dam,” Lakes and Reservoirs Science Policy and Management for Sustainable Use, vol. 26, no. 1, hlm. 23–32, 2021, doi: 10.1111/lre.12350.

[138] B. Asmara, “Modeling the impacts of oil palm plantations on water quantity and quality in the Kais River Watershed of Indonesia,” Science of the Total Environment, vol. 928, 2024, doi: 10.1016/j.scitotenv.2024.172456.

[139] J. Zulfan, “Assessment of Reservoir Sedimentation and Mitigation Measures using 2D Hydrodynamic Modeling: Case Study of Pandanduri Reservoir, Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 1135, no. 1, 2023, doi: 10.1088/1755-1315/1135/1/012018.

[140] I. Widyastuti, “Computational Simulation of Sediment Motion Stability Process on Bridge Abutment Due to Crib Placement (Case Study: Harapan River, Jayapura Regency),” Rudarsko Geolosko Naftni Zbornik, vol. 39, no. 4, hlm. 77–88, 2024, doi: 10.17794/rgn.2024.4.6.

[141] N. R. Wahyudi, “Hydrodynamic and Sediment Transport Simulation at the Port of the Electric Steam Power Plant Adipala and Serayu Estuary, Central Java Province, Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 698, no. 1, 2021, doi: 10.1088/1755-1315/698/1/012006.

[142] F. R. Amanulloh, “Morpho-hydrodynamic processes impacted by the 2022-extreme La Niña event and high river discharge conditions in the southern coastal area of West Java, Indonesia,” Journal of Water and Climate Change, vol. 15, no. 8, hlm. 4157–4176, 2024, doi: 10.2166/wcc.2024.343.

[143] Benazir, “Assessing tsunami risk along the Aceh coast, Indonesia: a quantitative analysis of fault rupture potential and early warning system efficacy for predicting arrival time and flood extent,” Natural Hazards, vol. 120, no. 5, hlm. 4875–4900, 2024, doi: 10.1007/s11069-024-06401-x.

[144] I. Magdalena, “Aceh’s tsunami wave evolution and its interaction with hybrid protection structure,” Physics of Fluids, vol. 36, no. 2, 2024, doi: 10.1063/5.0185672.

[145] J. Jumadi, “Spatial analysis of tsunami hazard based on numerical models and seismicity data in Pacitan Coastal Areas, Indonesia,” E3s Web of Conferences, vol. 600, 2024, doi: 10.1051/e3sconf/202460004001.

[146] R. N. Ratnasari, “Development of early warning system for tsunamis accompanied by collapse of Anak Krakatau volcano, Indonesia,” Frontiers in Earth Science, vol. 11, 2023, doi: 10.3389/feart.2023.1213493.

[147] S. P. D. Sriyanto, “Source Characteristics of the 18 November 2022 Earthquake (MW 6.7), Offshore Southwest Sumatra, Indonesia, Revealed by Tsunami Waveform Analysis: Implications for Tsunami Hazard Assessment,” Pure and Applied Geophysics, vol. 180, no. 11, hlm. 3655–3670, 2023, doi: 10.1007/s00024-023-03371-2.

[148] G. Gumbira, “Submarine landslide-induced tsunami generation in Makassar strait, Indonesia using Non-hydrostatic wave model,” Iop Conference Series Earth and Environmental Science, vol. 1250, no. 1, 2023, doi: 10.1088/1755-1315/1250/1/012020.

[149] W. Handayani, “Coastal Hazard Modeling in Indonesia Small Island: Case Study of Ternate Island,” Iop Conference Series Earth and Environmental Science, vol. 1039, no. 1, 2022, doi: 10.1088/1755-1315/1039/1/012025.

[150] S. Karima, “Potential Tsunami Hazard on the Coast of the Indonesia’s New Capital Candidate,” Iop Conference Series Earth and Environmental Science, vol. 832, no. 1, 2021, doi: 10.1088/1755-1315/832/1/012044.

[151] M. Irmawan, “Hydrodynamic Analysis-Based Modeling of Coastal Abrasion Prevention (Case Study: Pulau Baai Port, Bengkulu),” Applied Sciences Switzerland, vol. 14, no. 2, 2024, doi: 10.3390/app14020940.

[152] M. F. F. Musa, “Analysis of extreme wave probabilistic return value based on the 20-year spectral and empirical wave modeling approach in the Coastal Area of Pangandaran,” Iop Conference Series Earth and Environmental Science, vol. 1350, no. 1, 2024, doi: 10.1088/1755-1315/1350/1/012026.

[153] D. Navialdy, “Wave Downscaling Approach with TCN model, Case Study in Bengkulu, Indonesia,” Jurnal Online Informatika, vol. 9, no. 2, hlm. 201–209, 2024, doi: 10.15575/join.v9i2.1329.

[154] W. Wahyudi, “Investigating Impact of Sea Sand Mining in Tunda Island Waters, Indonesia Based in Mike 21 Modelling,” Ribarstvo Croatian Journal of Fisheries, vol. 81, no. 2, hlm. 73–81, 2023, doi: 10.2478/cjf-2023-0009.

[155] R. Rachmayani, “The effect of reclamation on the significant wave height changes in Jakarta Bay during Hagibis and Mitag typhoons,” Journal of Ocean Engineering and Marine Energy, vol. 9, no. 1, hlm. 165–179, 2023, doi: 10.1007/s40722-022-00249-8.

[156] D. Adytia, “A Deep Learning Approach for Wave Forecasting Based on a Spatially Correlated Wind Feature, with a Case Study in the Java Sea, Indonesia,” Fluids, vol. 7, no. 1, 2022, doi: 10.3390/fluids7010039.

[157] G. Napitupulu, “Analysis of wind generated wave characteristics by SWAN model in Balikpapan Bay,” Iop Conference Series Earth and Environmental Science, vol. 930, no. 1, 2021, doi: 10.1088/1755-1315/930/1/012067.

[158] A. Wurjanto, “Sensitivity analysis for wind-driven significant wave height model in SWAN: A Sunda Strait case,” Iop Conference Series Earth and Environmental Science, vol. 729, no. 1, 2021, doi: 10.1088/1755-1315/729/1/012035.

[159] A. P. L. Raja, “Long Short-Term Memory approach for Wave Height Prediction: Study Case in Jakarta Bay, Indonesia,” Proceedings 2021 International Conference on Software Engineering and Computer Systems and 4th International Conference on Computational Science and Information Management Icsecs Icocsim 2021, hlm. 690–694, 2021, doi: 10.1109/ICSECS52883.2021.00131.

[160] L. A. Catherine, “Modeling of Sediment Distribution and Changes of Morphology in Estuary Flow Kapuas River, West Kalimantan,” Iop Conference Series Earth and Environmental Science, vol. 698, no. 1, 2021, doi: 10.1088/1755-1315/698/1/012024.

[161] M. Iqbal, “Effect of Permeable Structure on Coastal Sediment Transport in Demak Regency, Central Java, Indonesia Model by Using Delft3D Software,” Iop Conference Series Earth and Environmental Science, vol. 698, no. 1, 2021, doi: 10.1088/1755-1315/698/1/012040.

[162] M. R. Purnama, “Effectiveness of an Elevated Road in Reducing Inundation Area of the Coast of Palu, Sulawesi, Indonesia,” Journal of Disaster Research, vol. 17, no. 7, hlm. 1127–1139, 2022, doi: 10.20965/jdr.2022.p1127.

[163] H. Ajiwibowo, “EVALUATION OF MUD SETTLING POND PERFORMANCE IN A SALT POND ENVIRONMENT IN LOSARANG DISTRICT, REGENCY OF INDRAMAYU, WEST JAVA, INDONESIA,” International Journal of Geomate, vol. 23, no. 95, hlm. 97–103, 2022, doi: 10.21660/2022.95.J2398.

[164] Hariyadi, “Analysis of specific shallow water current for endemic fish conservation at Natuna Islands, Indonesia,” Aacl Bioflux, vol. 14, no. 4, hlm. 1908–1917, 2021.

[165] H. D. Armono, “Analysis of Tsunami Wave Height, Run-up, and Inundation in the Coastal of Blitar and Malang Regency,” Iop Conference Series Earth and Environmental Science, vol. 936, no. 1, 2021, doi: 10.1088/1755-1315/936/1/012013.

[166] M. B. Pratama, “Application of Offshore HDPE Pipes Route Design in North Maluku Indonesia,” Ilmu Kelautan Indonesian Journal of Marine Sciences, vol. 26, no. 1, hlm. 165–172, 2021, doi: 10.14710/ik.ijms.26.1.45-56.

[167] I. S. Bumi, “Coastal Erosion Management by Implementing Concept of Building with Nature (BwN) in Demak Regency, Central Java, Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 698, no. 1, 2021, doi: 10.1088/1755-1315/698/1/012005.

[168] Yola, “Coastal protection system design at the Indonesian Mangrove Center in Pekalongan, Central Java - Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 1065, no. 1, 2022, doi: 10.1088/1755-1315/1065/1/012062.

[169] M. R. Purnama, “Development of tsunami inundation map for the coast of Palu City,” Iop Conference Series Earth and Environmental Science, vol. 737, no. 1, 2021, doi: 10.1088/1755-1315/737/1/012049.

[170] A. Wurjanto, “Hydraulic Treatise of Untreated Water Reservoir Design of Indonesia’s National Capital Integrated Coastal Development Offshore Dike,” Journal of Coastal Research, vol. 114, hlm. 166–170, 2021, doi: 10.2112/JCR-SI114-034.1.

[171] M. S. Yuniarti, “Hydrodynamic and cohesive sediment transport modeling in Ciletuh Bay, West Java, Indonesia,” Aacl Bioflux, vol. 16, no. 1, hlm. 3343–3356, 2023.

[172] H. Ajiwibowo, “Hydrodynamic model and tidal current energy potential in lepar strait, indonesia,” International Journal of Renewable Energy Development, vol. 11, no. 1, hlm. 15–25, 2022, doi: 10.14710/ijred.2022.37028.

[173] Sujantoko, “Hydrodynamic Model due to Reclamation in Lamong Bay,” Iop Conference Series Earth and Environmental Science, vol. 1198, no. 1, 2023, doi: 10.1088/1755-1315/1198/1/012004.

[174] A. T. Prasetyo, “Hydrodynamical model during east season at Gosong Coastal West Borneo as candidate location of nuclear power plant in Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 890, no. 1, 2021, doi: 10.1088/1755-1315/890/1/012002.

[175] Widyaningtias, “Implementation of Building with Nature (BwN) as Adaptive Concept to Prevent Coastal Erosion in Demak Regency, Central Java, Indonesia,” International Journal on Advanced Science Engineering and Information Technology, vol. 12, no. 5, hlm. 2023–2029, 2022, doi: 10.18517/ijaseit.12.5.14402.

[176] A. Nuraghnia, “Modeling of tide in the Java sea coastal area between Jakarta and Cirebon, Indonesia: Bathymetric data source and sensitivity tests due to bottom roughness and boundary condition,” Iop Conference Series Earth and Environmental Science, vol. 777, no. 1, 2021, doi: 10.1088/1755-1315/777/1/012034.

[177] Y. A. Noya, “Modeling Surface Current Circulation in Outer Ambon Bay, Moluccas - Indonesia,” Aip Conference Proceedings, vol. 2588, 2023, doi: 10.1063/5.0116526.

[178] S. M. Beselly, “Modelling mangrove-mudflat dynamics with a coupled individual-based-hydro-morphodynamic model,” Environmental Modelling and Software, vol. 169, 2023, doi: 10.1016/j.envsoft.2023.105814.

[179] R. Ardianto, “TIDAL FLOOD MODEL PROJECTION USING LAND SUBSIDENCE PARAMETER IN PONTIANAK, INDONESIA,” Geographia Technica, vol. 17, no. 2, hlm. 135–147, 2022, doi: 10.21163/GT_2022.172.12.

[180] M. A. Anindita, “Trajectory of microplastic particles with 2-dimensional hydrodynamic modelling approach at Pekalongan waters, Central Java, Indonesia,” Environmental Monitoring and Assessment, vol. 196, no. 9, 2024, doi: 10.1007/s10661-024-13016-z.

[181] M. R. Purnama, “Tsunami Risk Assessment in Business Continuity Planning for Palu Special Economic Zone,” Iop Conference Series Earth and Environmental Science, vol. 1065, no. 1, 2022, doi: 10.1088/1755-1315/1065/1/012053.

[182] R. R. R. Alam, “Tsunami-induced inundation on the coast of Palu City,” Iop Conference Series Earth and Environmental Science, vol. 708, no. 1, 2021, doi: 10.1088/1755-1315/708/1/012003.

[183] R. Rachmayani, “Assessment of potential location for ocean wave energy converter installation in southern waters of Lampung, Banten and Sukabumi,” International Journal on Energy Conversion, vol. 9, no. 1, hlm. 7–16, 2021, doi: 10.15866/irecon.v9i1.19127.

[184] N. F. Riama, “Coastal inundation modeling and mapping for North Jakarta coast during a supermoon period,” Terrestrial Atmospheric and Oceanic Sciences, vol. 32, no. 3, hlm. 375–390, 2021, doi: 10.3319/TAO.2021.04.02.01.

[185] J. Jumadi, “MULTI-SCENARIOS TSUNAMI HAZARD AND EVACUATION ROUTES USING SEISMIC DATA IN PACITAN BAY, INDONESIA,” International Journal of Geomate, vol. 26, no. 116, hlm. 46–53, 2024, doi: 10.21660/2024.116.4314.

[186] M. Sabrina, “Numerical study of hydrodynamic and sedimentation for sustainable marine floating cage aquaculture in Indonesia: A case study in Situbondo, East Java.,” Iop Conference Series Earth and Environmental Science, vol. 1065, no. 1, 2022, doi: 10.1088/1755-1315/1065/1/012027.

[187] A. A. Nur, “Ocean Modeling in the Makassar Strait and Balikpapan Bay Using Online Nesting Method,” Journal of Coastal Research, vol. 114, hlm. 206–210, 2021, doi: 10.2112/JCR-SI114-042.1.

[188] A. M. N. Jaya, “Sea-level prediction for early warning information of coastal inundation in Belawan coastal area using Delft3D model,” Iop Conference Series Earth and Environmental Science, vol. 893, no. 1, 2021, doi: 10.1088/1755-1315/893/1/012034.

[189] D. Nugroho, “The application of coupled 3d hydrodynamic and oil transport model to oil spill incident in karawang offshore, indonesia,” Iop Conference Series Earth and Environmental Science, vol. 925, no. 1, 2021, doi: 10.1088/1755-1315/925/1/012048.

[190] M. R. Yulada, “The Characterization of Hydrodynamic Flow Patterns in the Kawal River Estuary, Bintan Island, Indonesia,” Bio Web of Conferences, vol. 70, 2023, doi: 10.1051/bioconf/20237001002.

[191] T. M. Hafli, “The Effect of Climate Change on Coastal Morphology Changes in Lhokseumawe City Area,” Journal of Physics Conference Series, vol. 2916, no. 1, 2024, doi: 10.1088/1742-6596/2916/1/012005.

[192] D. Nurpadilah, “The Relations of Wave Characteristics and Pile Group Foundation on Light Beacon Port Harbor, Study Case: PPS Nizam Zachman Jakarta Indonesia,” Lecture Notes in Civil Engineering, vol. 466, hlm. 547–562, 2024, doi: 10.1007/978-981-97-0751-5_49.

[193] H. Ramadhan, “Influence of river discharge on circulation and tidal process in the Java Sea, Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 944, no. 1, 2021, doi: 10.1088/1755-1315/944/1/012068.

[194] M. R. Atiko, “Machine Learning-Based Wave Downscaling Using Transformer Model, Case Study in Jakarta Bay,” 2023 International Conference on Data Science and Its Applications Icodsa 2023, hlm. 339–343, 2023, doi: 10.1109/ICoDSA58501.2023.10276877.

[195] M. R. Putri, “Numerical assessment of flushing time in Balikpapan Bay,” Aip Conference Proceedings, vol. 2668, 2022, doi: 10.1063/5.0111776.

[196] A. L. Latifah, “Effect of bathymetry data on tsunami wave ray tracing in the western Banten sea,” Continental Shelf Research, vol. 277, 2024, doi: 10.1016/j.csr.2024.105247.

[197] M. G. Ishak, “Flow Simulation Using 2D Hydrodynamic Model at the Palu Estuary Based on National DEM (DEMNAS) Source Data,” International Journal of Design and Nature and Ecodynamics, vol. 16, no. 6, hlm. 709–715, 2021, doi: 10.18280/ijdne.160613.

[198] A. Ismanto, “Heavy metal contamination in the marine environment of Pekalongan, Indonesia: Spatial distribution and hydrodynamic modeling,” Environmental Quality Management, vol. 33, no. 4, hlm. 37–46, 2024, doi: 10.1002/tqem.21978.

[199] S. Hermawan, “Hydrodynamic Model Optimization for Marine Tourism Development Suitability in Vicinity of Poso Regency Coastal Area, Central Sulawesi, Indonesia,” Sustainability Switzerland, vol. 15, no. 4, 2023, doi: 10.3390/su15043150.

[200] I. P. R. F. Maharta, “Identification of Marine Debris Sources in Kuta Beach, Bali, Indonesia,” Journal of Coastal Research, vol. 114, hlm. 594–598, 2021, doi: 10.2112/JCR-SI114-120.1.

[201] M. Trenggono, “Impact of the Fujiwhara effect from tropical cyclones Seroja and Odette on ocean dynamic in Southern Indonesia: Insights from argo data and model analysis,” Regional Studies in Marine Science, vol. 80, 2024, doi: 10.1016/j.rsma.2024.103877.

[202] A. Santoso, “Indonesian Throughflow Variability and Linkage to ENSO and IOD in an Ensemble of CMIP5 Models,” Journal of Climate, vol. 35, no. 10, hlm. 3161–3178, 2022, doi: 10.1175/JCLI-D-21-0485.1.

[203] A. B. Muslim, “Integrated Flood Model in 3D Non-Orthogonal Boundary Fitted Hydrodynamic Model for Ciliwung River, Jakarta,” Iop Conference Series Earth and Environmental Science, vol. 1065, no. 1, 2022, doi: 10.1088/1755-1315/1065/1/012007.

[204] J. Sampurno, “Integrated hydrodynamic and machine learning models for compound flooding prediction in a data-scarce estuarine delta,” Nonlinear Processes in Geophysics, vol. 29, no. 3, hlm. 301–315, 2022, doi: 10.5194/npg-29-301-2022.

[205] R. Rachmayani, “Long-Term Trend and Variability of Volume Transport and Advective Heat Flux through the Boundaries of the Java Sea Based on a Global Ocean Circulation Model (1950–2013),” Water Switzerland, vol. 15, no. 4, 2023, doi: 10.3390/w15040740.

[206] J. Sampurno, “Modeling interactions between tides, storm surges, and river discharges in the Kapuas River delta,” Biogeosciences, vol. 19, no. 10, hlm. 2741–2757, 2022, doi: 10.5194/bg-19-2741-2022.

[207] U. J. Wisha, “Tidal bore generation and transport mechanism in the Rokan River Estuary, Indonesia: Hydro-oceanographic perspectives,” Regional Studies in Marine Science, vol. 52, 2022, doi: 10.1016/j.rsma.2022.102309.

[208] A. Tarya, “Tidal impacts on the discharge division and freshwater transport in the Berau Delta, East Kalimantan, Indonesia,” Iop Conference Series Earth and Environmental Science, vol. 1198, no. 1, 2023, doi: 10.1088/1755-1315/1198/1/012020.

[209] S. Hermawan, “Utilization of hydrodynamic models for development of the coastal zone in Poso Regency,” Aip Conference Proceedings, vol. 2691, 2023, doi: 10.1063/5.0118448.

[210] H. Ajiwibowo, “Modelling Salinity Propagation in Cikarang Bekasi Laut Channel, Bekasi Regency, West Java Province, Indonesia,” Journal of Engineering and Technological Sciences, vol. 54, no. 4, 2022, doi: 10.5614/j.eng.technol.sci.2022.54.4.10.

[211] Apriansyah, “Simulated seasonal oceanographic changes and their implication for the small pelagic fisheries in the Java Sea, Indonesia,” Marine Environmental Research, vol. 188, 2023, doi: 10.1016/j.marenvres.2023.106012.

[212] I. P. Anwar, “Variation of water mass exchange on tidal scale in Balikpapan Bay,” Iop Conference Series Earth and Environmental Science, vol. 925, no. 1, 2021, doi: 10.1088/1755-1315/925/1/012013.

[213] M. Trenggono, “An assessment Indonesia’s Ocean Thermal Energy Conversion (OTEC) as an electrical energy resource,” Iop Conference Series Earth and Environmental Science, vol. 746, no. 1, 2021, doi: 10.1088/1755-1315/746/1/012041.

[214] H. W. Robbani, “An Estimation of Underwater Sound Velocity using 3D Hydrodinamics Modelling in Madura Strait,” Iop Conference Series Earth and Environmental Science, vol. 1127, no. 1, 2023, doi: 10.1088/1755-1315/1127/1/012040.

[215] D. R. Junita, “Analysis of Abundance and Origin Possibility of Planktonic Foraminifera in Sulawesi Sea,” Iop Conference Series Earth and Environmental Science, vol. 925, no. 1, 2021, doi: 10.1088/1755-1315/925/1/012014.

[216] I. D. Faryuni, “Assessing coral reef conservation planning in Wakatobi National Park (Indonesia) from larval connectivity networks,” Coral Reefs, vol. 43, no. 1, hlm. 19–33, 2024, doi: 10.1007/s00338-023-02443-y.

[217] Suhaemi, “Characteristics and circulation of archipelagic waters with the three-dimensional hydrodynamic model approach,” Global Journal of Environmental Science and Management, vol. 8, no. 4, hlm. 503–518, 2022, doi: 10.22034/GJESM.2022.04.04.

[218] M. Lim, “COMPARISON OF 1D, COUPLED 1D–2D, AND 2D SHALLOW WATER NUMERICAL MODELING FOR DAM-BREAK FLOW ANALYSIS OF WAY-ELA DAM, INDONESIA,” Acta Hydrotechnica, vol. 37, no. 66, hlm. 27–50, 2024, doi: 10.15292/acta.hydro.2024.02.

[219] E. A. Kisnarti, “Current dynamics and water column stability in Indonesian waters based on hydrodynamics model,” Indonesian Journal of Geography, vol. 53, no. 2, hlm. 206–215, 2021, doi: 10.22146/IJG.58091.

[220] V. S. A. Hendrawan, “Developing flood vulnerability curve for rice crop using remote sensing and hydrodynamic modeling,” International Journal of Disaster Risk Reduction, vol. 54, 2021, doi: 10.1016/j.ijdrr.2021.102058.

[221] S. S. Putra, “Modelling the performance of bunds and ditch dams in the hydrological restoration of tropical peatlands,” Hydrological Processes, vol. 36, no. 1, 2022, doi: 10.1002/hyp.14470.

[222] M. R. Iskandar, “Pathways of floating marine debris in Jakarta Bay, Indonesia,” Marine Pollution Bulletin, vol. 169, 2021, doi: 10.1016/j.marpolbul.2021.112511.

[223] R. Hidayat, “Simulation of Oil Spill Pollution due to Tsunami in Cilacap, Central Java, Indonesia,” International Journal on Advanced Science Engineering and Information Technology, vol. 11, no. 3, hlm. 898–906, 2021, doi: 10.18517/ijaseit.11.3.14264.

[224] I. Setiawan, “Suspended sediment transport generated by non-hydrostatic hydrodynamics in Northern Waters of Aceh, Indonesia,” Heliyon, vol. 9, no. 6, 2023, doi: 10.1016/j.heliyon.2023.e17367.

[225] Mustono, “The current flow pattern and sedimentation rate in the Malili River Estuary, South Sulawesi, Indonesia,” Aacl Bioflux, vol. 17, no. 5, hlm. 2356–2364, 2024.

[226] S. Hermawan, “The Hydrodynamic Model Application for Future Coastal Zone Development in Remote Area,” Civil Engineering Journal Iran, vol. 9, no. 8, hlm. 1828–1850, 2023, doi: 10.28991/CEJ-2023-09-08-02.

[227] S. Hermawan, “Utilization of the hydrodynamic model to determine the movement characteristics of marine debris in Karimata islands compare to data collection from citizen science research,” Aip Conference Proceedings, vol. 2691, 2023, doi: 10.1063/5.0118449.

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28-02-2026

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Pemetaan Penggunaan Model Numerik Pada Perairan Indonesia : Sebuah Tinjauan Sistematis. (2026). GEOSAINS KUTAI BASIN, 9(1), 19-40. https://doi.org/10.30872/fy3fe789