Land Cover Changes in Oil-Spill Affected Area: A Case Study in Pulau Rambut Wildlife Sanctuary
DOI:
https://doi.org/10.18343/jipi.31.2.245Keywords:
mangrove, maximum likelihood, oil spill, Rambut Island, SPOT-6/7Abstract
An offshore oil spill near Karawang, West Java, in July 2019 caused a considerable impact on the Pulau Rambut Wildlife Sanctuary, a protected area known for its mangrove ecosystems, which provide crucial habitat for waterbirds in Jakarta Bay. The purpose of this study was to map and quantify land cover types on Rambut Island, as well as examine land cover changes three years after the spill, with a focus on mangrove dynamics. Land cover categorization was performed using the Maximum Likelihood (ML) method applied to remote sensing data from SPOT-6 and SPOT-7 satellite photos for 2019, 2020, and 2021. Ground truthing and drone imagery were used to validate categorization results, and accuracy was determined using the Kappa statistics. All classes had strong levels of agreement, with Kappa values of 85.66%, 81.40%, and 82% in 2019, 2020, and 2021, respectively. Four types of land cover were identified: mangroves, non-mangrove forests, water bodies, and open spaces. Rambut Island has an expected mangrove covering of 18.80 ha in 2019, which increased to 21.15 ha in 2020 before significantly declining to 18.84 ha in 2021. These findings are consistent with field data, in which 12 of 13 MHI (Mangrove Health Index) plots were classed as moderate. This data implies that the 2019 oil spill did not result in a significant or long-term loss in mangrove area on Rambut Island.
Keywords: mangrove, maximum likelihood, oil spill, Rambut Island, SPOT-6/7
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References
Congalton RG, Green K. 1957. Assessing the Accuracy of Remotely Sensed Data: Principles and Practices. 2nd Ed. Boca Raton (US): CRC Press.
Dharmawan IWE, Khoir AF. 2020. MonMang untuk Monitoring Mangrove. Makassar (ID): Penerbit Nas Media Pustaka. https://doi.org/10.1088/1755-1315/860/1/012007
Dharmawan IWE. 2021. Mangrove health index distribution on the restored post-tsunami mangrove area in Biak Island, Indonesia. IOP Conference Series: Earth and Environmental Science. 860: 012007.
Doni LR, Yuliantina A, Dewi R, Pahlevi MZ, Kusumawardhani NA. 2021. Komparasi luas tutupan lahan di kota Bandar Lampung berdasarkan algoritma NDVI (Normalized Difference Vegetation Index) dan EVI (Enhanced Vegetation Index). Jurnal Geosains dan Remote Sensing. 2(1): 16–24. https://doi.org/10.23960/jgrs.2021.v2i1.43
Duke NC. 1992. Mangrove Floristics and Biogeography, Chapter 4 (pp 63–100) in: Tropical Mangrove Ecosystems (Volume 41), Robertson AI, Alongi DM, (Eds.). Washington DC (US): American Geophysical Union. p 329. https://doi.org/10.1029/CE041p0063
Ellison AM. 1994. Exploring mangroves. Bioscience. 44(3): 187–188.
Kusmana CS, Wilarso I, Hilwan P, Pamoengkas C, Wibowo T, Tiryana A, Triswanto, Yunasfi, Hamzah. 2003. Teknik Rehabilitasi Mangrove. Bogor (ID): Fakultas Kehutanan Institut Pertanian Bogor.
Lamparelli CC, Rodrigues FO, Moura DO. 1997. Long-term assessment of an oil spill in a mangrove forest in Sao Paulo, Brazil. Mangrove Ecosystem Studies in Latin America and Africa. pp 191–203.
Mardiastuti A, Mulyani YA, Susanti NKY, Ivonnie RN, Oktavia AC. 2020. Oil spill in Pulau Rambut and its possible long-term impact on mangrove as waterbirds habitat. IOP Conference Series: Earth and Environmental Science. 528: 012015. https://doi.org/10.1088/1755-1315/528/1/012015
Muhammad AM, Rombang JA, Saroinsong FB. 2016. Identifikasi jenis tutupan lahan di kawasan KPHP Poigar dengan metode maximum likelihood. Cocos. 7(2): 1–9.
Munggaran G, Permatasari PA, Amalo LF, Wardiatno Y, Mulyana D, Handayani LDW, Wibowo PA, Effendi H, Supardi H, Ligafinza A. 2021. Detection of oil spill-exposed mangrove ecosystem in Untung Jawa Island, Seribu Islands, Indonesia. International Journal of Scientific & Technology Research. 10(6): 244–247.
Nurdiansah D, Dharmawan IWE. 2021. Struktur komunitas dan kondisi kesehatan mangrove di Pulau Middleburg-Miossu, Papua Barat. Jurnal Ilmu dan Teknologi Kelautan Tropis. 13(1): 81–96. https://doi.org/10.29244/jitkt.v13i1.34484
Padmaraga A, Salsabilla C, Fadlan G, Djaya NA, Saputra SA, Firmansyah ST, Setiawan TM, Samadi S. 2024. Pemetaan dan analisis perubahan tutupan mangrove di Pulau Rambut, Kepulauan Seribu, Jakarta menggunakan GIS. https://www.researchgate.net/publication/387172647.
Patel NT, Gupta A, Pandey AN. 2010. Strong positive growth responses to salinity by Ceriops tagal, a commonly occurring mangrove of the Gujarat coast of India. Annals of Botany Plants. 1–13. https://doi.org/10.1093/aobpla/plq011
Sampurno RM, Thoriq A. 2016. Klasifikasi tutupan lahan menggunakan citra landsat 8 operational land imager (OLI) di Kabupaten Sumedang. Jurnal Teknotan. 10(2): 62–71. https://doi.org/10.24198/jt.vol10n2.9
Sarjani F, Sumantyo JTS, Yohandri Y. 2017. Pengolahan citra satelit ALOS PALSAR menggunakan metode polarimetri untuk klasifikasi lahan wilayah kota Padang. Eksakta. 18(1): 69–77. https://doi.org/10.24036/eksakta/vol18-iss01/21
Sitanggang F, Rosmaiti R, Iswahyudi I. 2023. Analisis kecukupan ruang terbuka hijau (RTH) kota Langsa menggunakan sistem informasi geografis. Agrosamudra. 10(1): 15–22. https://doi.org/10.33059/jupas.v10i1.8055
Soraya D, Suhara O, Taufiqurohman A. 2012. Perubahan garis pantai akibat kerusakan hutan mangrove di Kecamatan Blanakan dan Kecamatan Legonkulon, Kabupaten Subang. Jurnal Perikanan dan Kelautan. 3(4): 355–364.
Verheugt WJM. 1987. Conservation status and action program for the milky stork (Mycteria cinerea). Colonial Waterbirds. 10(2): 211–220. https://doi.org/10.2307/1521260
Wang L, Mu M, Li X, Lin P, Wang W. 2011. Differentiation between true mangroves and mangrove associates based on leaf traits and salt contents. Journal of Plant Ecology. 4(4): 292–301. https://doi.org/10.1093/jpe/rtq008
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