Total suspended solid distribution mapping using sentinel-2A imagery in Ketapang Waters, South Lampung

Authors

  • Ahmad Al Fadel Graduate Program of Environmental Sciences, Graduate School, Universitas Sriwijaya, Jl. Padang Selasa No. 524, Bukit Besar, Palembang 30139, South Sumatra, Indonesia
  • Ellis Nurjuliasti Ningsih Department of Marine Science, Faculty of Mathematics and Natural Sciences, Universitas Sriwijaya, Jl. Raya Palembang-Prabumulih Km. 32, Ogan Ilir 30862, South Sumatera, Indonesia
  • Tengku Zia Ulqodry Department of Marine Science, Faculty of Mathematics and Natural Sciences, Universitas Sriwijaya, Jl. Raya Palembang-Prabumulih Km. 32, Ogan Ilir 30862, South Sumatera, Indonesia

DOI:

https://doi.org/10.36706/jlso.14.1.2025.711

Keywords:

coastal water, Ketapang Waters, remote sensing, sentinel-2, total suspended solid

Abstract

The distribution of total suspended solids (TSS) in coastal waters significantly affects water turbidity and light penetration, which affects aquatic ecosystems. The research aimed to compare the accuracy of the Laili (2015) and Jaelani (2016) algorithms using Sentinel-2A imagery to map the distribution of TSS in Ketapang Waters, South Lampung. Polynomial regression analysis and validation tests using R² and RMSE were performed to assess accuracy. The results showed that the Laili algorithm performed better, achieving an R² value of 0.9723 and a lower RMSE of 0.639, with TSS concentrations ranging from 17.26 to 22.90 mg/L. The derived third-order polynomial regression model y = -0.0228x³ + 1.3401x² - 25.16x + 170.08 effectively predicted TSS concentrations. Spatial distribution analysis showed higher TSS levels near the coastline, likely due to sediment input from human activities and natural hydrodynamic processes, which gradually decreased towards the offshore area. These findings demonstrate the potential of the Laili algorithm for remote sensing-based water quality monitoring in dynamic coastal environments. Future research should include seasonal variations and explore the integration of multiple algorithms to improve the accuracy of TSS estimation and better understand temporal fluctuations in coastal sediment dynamics.

References

Ajiperwata, D., Indrayanti, E., & Rochaddi, B. (2023). Distribution of suspended solids based on Sentinel-2 image data in Tanjung Jati Waters, Jepara. Jurnal Kelautan Tropis, 26(2), 349–356. https://doi.org/10.14710/jkt.v26i2.18468

Balasubramanian, S. V., Pahlevan, N., Smith, B., Binding, C., Schalles, J., Loisel, H., Gurlin, D., Greb, S., Alikas, K., Randla, M., Bunkei, M., Moses, W., Nguyễn, H., Lehmann, M. K., O’Donnell, D., Ondrusek, M., Han, T. H., Fichot, C. G., Moore, T., & Boss, E. (2020). Robust algorithm for estimating total suspended solids (TSS) in inland and nearshore coastal waters. Remote Sensing of Environment, 246(July 2019), 111768. https://doi.org/10.1016/j.rse.2020.111768

Caballero, I., Steinmetz, F., & Navarro, G. (2018). Evaluation of the first year of operational Sentinel-2A data for retrieval of suspended solids in medium- to high-turbidity waters. Remote Sensing, 10(982), 1–23. https://doi.org/10.3390/rs10070982

Fathiyah, N., Pin, T. G., & Saraswati, R. (2017). Spatial and temporal patterns of Total Suspended Solid (TSS) with SPOT imagery in Cimandiri Estuary, West Java. Industrial Research Workshop and National Seminar, 1(1), 518–526.

Gantari, A. P. (2020). Development of an algorithm for estimating the distribution of Total Suspended Solids (Tss) concentration using in-situ data and sentinel-2 satellite imagery (Study Location: East Coast of Surabaya). Institut Teknologi Sepuluh Nopember.

Gatti, A., & Bertolini, A. (2015). Sentinel-2 Products specification. rapport technique. European Space Agency. Consulte sur https://sentinel. esa. int/document.

Hernoza, F., Susilo, B., & Erlansari, A. (2020). Mapping of flood-prone areas using remote sensing with the normalized difference vegetation index, normalized difference water index and simple additive weighting methods (Case Study: Bengkulu City). Jurnal Rekursif, 8(2), 144–152.

Jaelani, L. M., Limehuwey, R., Kurniadin, N., Pamungkas, A., Koenhardono, E. S., & Sulisetyono, A. (2016). Estimation of total suspended sediment and chlorophyll-a concentration from Landsat 8-oli: the effect of atmospher and retrieval algorithm. IPTEK The Journal for Technology and Science, 27(1), 16–23. https://doi.org/10.12962/j20882033.v27i1.1217

Laili, N., Arafah, F., Jaelani, L. M., Subehi, L., Pamungkas, A., Koenhardono, E. S., & Sulisetyono, A. (2015). Development of water quality parameter retrieval algorithms for estimating total suspended solid and chlorophyll-a concentration using landsat-8 imagery at Poteran Island Water. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2(2/W2), 55–62. https://doi.org/10.5194/isprsannals-II-2-W2-55-2015

Liu, H., Li, Q., Shi, T., Hu, S., Wu, G., & Zhou, Q. (2017). Application of sentinel 2 msi images to retrieve suspended particulate matter concentrations in Poyang Lake. Remote Sensing, 9(761), 1–19. https://doi.org/10.3390/rs9070761

Ma’arif, N. L., & Hidayah, Z. (2020). Study of surface current patterns and distribution of total suspended solid (TSS) concentrations on the Kenjeran Coast, Surabaya. Juvenil:Jurnal Ilmiah Kelautan Dan Perikanan, 1(3), 417–426. https://doi.org/10.21107/juvenil.v1i3.8842

Miranda, N. A., Hangtuah, U., Prasita, V. D., & Afgatiani, P. M. (2021). Landsat-8's ability to detect the distribution of total suspended solids with current direction conditions in the Madura Strait. INDERAJA, 12(14), 50–55.

Nguyen, T. H. D., Phan, K. D., Nguyen, H. T. T., Tran, S. N., Tran, T. G., Tran, B. L., & Doan, T. N. (2020). Total suspended solid distribution in Hau River using sentinel 2a satellite imagery. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 6(3/W1), 91–97. https://doi.org/10.5194/isprs-annals-VI-3-W1-2020-91-2020

Nurfatimah, F. M., Afu, L. O. A., & Pratikino, A. G. (2019). Distribution of total suspended solids (TSS) on the surface in the waters of Wawatu Village, North Moramo District, South Konawe Regency. Jurnal Sapa Laut, 4(3), 123–126. https://doi.org/10.33772/jsl.v4i3.8776

Octaviana, A., Prasetyo, Y., & Amarrohman, F. J. (2020). Analysis of changes in total suspended solid values in 2016 and 2019 using Sentinel 2a imagery (Case Study: East Flood Canal, Semarang). Jurnal Geodesi Undip, 9(2), 167–176.

Ondara, K., Agustina, S., & Purnawan, S. (2021). Tss distribution of Banda Aceh waters. IOP Conference Series: Earth and Environmental Science, 674(012051), 1–6. https://doi.org/10.1088/1755-1315/674/1/012051

Permatasari, A. K. (2020). Algorithm Modeling for Estimating Total Suspended Solid (TSS) Concentration Using In-Situ Data and Sentinel-2 Satellite Imagery (Case Study: Porong River Estuary, Sidoarjo). Institut Teknologi Sepuluh Nopember.

Prayoga, T., & Barus, L. S. (2021). Analysis of the determination of pier construction based on Sentinel 2a image analysis in the Wulan Delta Waters of Demak Coastal City. Jurnal Indonesia Sosial Teknologi, 2(11), 2069–2081. https://doi.org/10.36418/jist.v2i11.276

Risuana, I. G. S., Hendrawan, I. G., & Suteja, Y. (2017). Spatial distribution of total suspended solids during the peak of the rainy season in the water surface of Benoa Bay, Bali. Journal of Marine and Aquatic Sciences, 3(2), 223–232. https://doi.org/10.24843/jmas.2017.v3.i02.223-232

Silmina, L., Cahyono, B. E., & Nugroho, A. T. (2020). Water quality analysis in Lake Batur using Landsat-8 OLI/TIRS Multitemporal imagery. ELIPSOIDA, 03(01), 71–79.

Wang, Z., Kawamura, K., Sakuno, Y., Fan, X., Gong, Z., & Lim, J. (2017). Retrieval of chlorophyll-a and total suspended solids using iterative stepwise elimination partial least squares (ISE-PLS) regression based on field hyperspectral measurements in irrigation ponds in Higashihiroshima, Japan. Remote Sensing, 9(264), 1–14. https://doi.org/10.3390/rs9030264

Wijayanti, N. D. (2020). Mapping of total suspended solid distribution and shoreline changes in Sidoarjo-Pasuruan using remote sensing data. Geomatika, 26(1), 25. https://doi.org/10.24895/jig.2020.26-1.1025

Winnarsih, Emiyarti, & Afu, L. O. A. (2016). Distribution of total surface suspended solids in Kendari Bay waters. Jurnal Sapa Laut, 1(2), 54–59.

Published

2025-04-01

How to Cite

Fadel, A. A., Ningsih, E. N., & Ulqodry, T. Z. (2025). Total suspended solid distribution mapping using sentinel-2A imagery in Ketapang Waters, South Lampung. Jurnal Lahan Suboptimal : Journal of Suboptimal Lands, 14(1). https://doi.org/10.36706/jlso.14.1.2025.711

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