The Application of Multi Temporal Satellite Data For Land Cover Mapping of Bawean Island, East Java
Abstract
Land cover dynamics in a small island can be determined using Geographic Information System (GIS) approach based on multitemporal image analysis. This study aimed to classify major land cover types and to map land cover changes of Bawean Island. Two sets of 10 meter resolution satellite data ALOS AVNIR (2010) and Sentinel-2A (2020) were used in this study. Satellite image analysis was carried out through several stages namely image pre-processing including radiometric and geometric correction, supervised image classification and accuracy test. Image classification results from 2010 to 2020 showed a significant change in land cover on Bawean Island. The forest vegetation land cover declined significantly from 13,470.5 Ha in 2010 to 8,543.4 Ha in 2020. Most of the area have been converted into paddy fields and built-up areas. The accuracy test and validation were determined by comparing the 2020 Sentinel image classification results with field observation conducted in 2021. The analysis showed good results with 82.52% overall accuracy and 79.66 Kappa coefficient. Further investigation found that changes in land cover on Bawean Island occured due to the agriculture and infrastucture development.
Keywords : Geographic Information System (GIS); land cover; satellite images; small island
Copyright (c) 2022 Geosfera Indonesia and Department of Geography Education, University of Jember
This work is licensed under a Creative Commons Attribution-Share A like 4.0 International License
References
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Caballero, I., Stumpf, R., & Meredith, A. (2019). Preliminary assessment of turbidity and chlorophyll impact on bathymetry derived from Sentinel-2A and Sentinel-3A Satellites in South Florida. Remote Sensing, 11(6), 645. https://doi.org/10.3390/rs11060645.
Cahyani, W. S., Setyobudiandi, I., & Affandy, R. (2018). Kondisi dan status keberlanjutan ekosistem terumbu karang di kawasan konservasi perairan Pulo Pasi Gusung, Selayar. Jurnal Ilmu Dan Teknologi Kelautan Tropis, 10(1), 153–166. https://doi.org/10.29244/jitkt.v10i1.21672.
Congalton, R.G & Green, K. 2008. Assessing the Accuracy of Remotely Sensed Data : Principles and Practises. Third Edition. CRC Press. Taylor Francis Group.
Derajat, R. M., Sopariah, Y., Aprilianti, S., Candra Taruna, A., Rahmawan Tisna, H. A., Ridwana, R., & Sugandi, D. (2020). Klasifikasi tutupan lahan menggunakan Citra Landsat 8 Operational Land Imager (OLI) di Kecamatan Pangandaran. Jurnal Samudra Geografi, 3(1), 1–10. https://doi.org/10.33059/jsg.v3i1.1985.
Dharmawan, A., Rahmawan, A., & Ashoffi, A. M. (2020). Identification of damage and key species of coral reefs on Gili-noko Bawean Island. AIP Conference Proceedings, 2231, 1–5. https://doi.org/10.1063/5.0002579.
Hafezi, M., Sahin, O., Stewart, R. A., Connolly, R. M., Mackey, B., & Ware, D. (2020). Adaptation strategies for coral reef ecosystems in Small Island Developing States: Integrated modelling of local pressures and long-term climate changes. Journal of Cleaner Production, 253, 119864. https://doi.org/10.1016/j.jclepro.2019.119864.
Hidayah, Z., Wiyanto, D.B & Romadhon, A. (2021). The assessment of benthic ecosystems and substrate profile of Bawean Island East Java Province. IOP Conference Series: Earth and Environmental Science, 860(1). https://doi.org/10.1088/1755-1315/860/1/012003.
Hidayah, Z., Prayogo, L. M & Wardhani, M. K. (2018). Sea level rise impact modelling on small islands: Case study gili raja island of east Java. MATEC Web of Conferences, 177, 1–8. https://doi.org/10.1051/matecconf/201817701017.
Hidayah, Z., Romadhon, A., & Witjarnoko, Y. (2019). Penilaian kerentanan wilayah pesisir selatan Pulau Bawean terhadap Kenaikan Muka Air Laut. Jurnal Perikanan Universitas Gadjah Mada, 20(2), 79. https://doi.org/10.22146/jfs.36109.
Hidayah, Z., Wirayuhanto, H., Norma Sari, Z. R., & Wardhani, M. K. (2021). Modelling sea surface currents in the eastern coast of Bawean Island, East Java. IOP Conference Series: Earth and Environmental Science, 925(1). https://doi.org/10.1088/1755-1315/925/1/012006.
Jamero, M. L., Onuki, M., Esteban, M., Billones-Sensano, X. K., Tan, N., Nellas, A., Takagi, H., Thao, N. D., & Valenzuela, V. P. (2017). Small-island communities in the Philippines prefer local measures to relocation in response to sea-level rise. Nature Climate Change, 7(8), 581–586. https://doi.org/10.1038/NCLIMATE3344.
Ketjulan, R., Boer, M., Imran, Z., & Siregar, V. P. (2019). Daya dukung lahan untuk pemukiman penduduk dan implikasinya terhadap kualitas perairan di pulau-pulau kecil (kasus pulau-pulau kecil Selat Tiworo Kabupaten Muna Barat). Jurnal Ilmu Dan Teknologi Kelautan Tropis, 11(3), 569–582. https://doi.org/10.29244/jitkt.v11i3.25731.
Kim, C. (2016). Land use classification and land use change analysis using satellite images in Lombok Island, Indonesia. Forest Science and Technology, 12(4), 183–191. https://doi.org/10.1080/21580103.2016.1147498.
Kurniadin, N., & Fadlin, F. (2021). Analisis perubahan morfologi garis pantai akibat tsunami di Teluk Palu Menggunakan data Citra Sentinel-2. Geoid, 16(2), 240. https://doi.org/10.12962/j24423998.v16i2.8078.
Li, J., Schill, S. R., Knapp, D. E., & Asner, G. P. (2019). Object-based mapping of coral reef habitats using planet dove satellites. Remote Sensing, 11(12). https://doi.org/10.3390/rs11121445.
Lillesand, T. M & Keifer, R. W. (1994). Remote Sensing and Image Interpretation. 3rd. Edition. John Wiley and Sons, Inc. Canada.
Luthfi, O. M., & Anugrah, P. T. (2017). Distribusi karang keras (Scleractinia) sebagai penyusun utama ekosistem terumbu karang di Gosong Karang Pakiman, Pulau Bawean. Depik, 6(1), 9–22. https://doi.org/10.13170/depik.6.1.5461.
Marasabessy, I., Fahrudin, A., Imran, Z., Agus, S. B., Studi, P., Sumberdya, P., & Ilmu, D. (2016). Kajian kesesuaian ekowisata bahari pulau kecil (Studi Kasus : Nusa Manu dan Nusa Leun) Maluku Tengah. Jurnal Riset Kelautan Dan Perikanan, 1(2), 67–82.
Marlina, D. (2022). Klasifikasi tutupan lahan pada Citra Sentinel-2 Kabupaten Kuningan dengan NDVI dan Algoritme Random Forest. STRING (Satuan Tulisan Riset Dan Inovasi Teknologi), 7(1), 41. https://doi.org/10.30998/string.v7i1.12948.
Mastu, L. O. K., Nababan, B., & Panjaitan, J. P. (2018). Pemetaan habitat bentik berbasis objek menggunakan Citra Sentinel-2 di Perairan Pulau Wangi-Wangi Kabupaten Wakatobi. Jurnal Ilmu Dan Teknologi Kelautan Tropis, 10(2), 381–396. https://doi.org/10.29244/jitkt.v10i2.21039.
Muhammad A.Z., Prasita, V.P & Nirmalasari I.W. (2019). Parameter oseanografi untuk kesesuaian wisata snorkeling di Pulau Gili Dan Pulau Noko, Kepulauan Bawean. Jurnal Riset Kelautan Tropis (Journal Of Tropical Marine Research) (J-Tropimar), 1(2), 29. https://doi.org/10.30649/jrkt.v1i2.29.
Muhammad, D. (2022). Kerentanan pesisir pulau kecil (Studi Kasus: Pulau Karimunjawa Dan Kemujan). Journal of Fisheries and Marine Research, 6(1). https://doi.org/10.21776/ub.jfmr.2022.006.01.11.
Muhtadi, A., Harahap, Z. A., Pulungan, A., Nurmatias, N., Lubis, P., Siregar, Z., Ompusunggu, R. Y., & Aulia, F. (2020). Status dan sebaran mangrove di kawasan konservasi Taman Pulau Kecil, Kabupaten Tapanuli Tengah, Provinsi Sumatera Utara. Depik, 9(2), 200–209. https://doi.org/10.13170/depik.9.2.15065.
Neksidin N., Fahrudin, A., & Krisanti, M. (2021). Keberlanjutan pengelolaan wisata bahari di Pulau Pari, Kabupaten Kepulauan Seribu. Jurnal Ilmu Pertanian Indonesia, 26(2), 284–291. https://doi.org/10.18343/jipi.26.2.284.
Noor, M. A. F., & Romadhon, A. (2020). Analisis kesesuaian dan daya dukung lingkungan Pulau Gili Noko Bawean Sebagai Kawasan Ekowisata Pantai. Juvenil:Jurnal Ilmiah Kelautan Dan Perikanan, 1(1), 38–46. https://doi.org/10.21107/juvenil.v1i1.6749.
Phiri, D., Simwanda, M., Salekin, S., Ryirenda, V. R., Murayama, Y., & Ranagalage, M. (2020). Sentinel-2 Data for Land Cover / Use Mapping : A Review. Remote Sensing, 2291(12), 14.
Pinuji, S., Suhattanto, M. A., & Arianto, T. (2018). Dinamika dan tantangan penggunaan dan pemanfaatan tanah di wilayah pulau kecil. BHUMI: Jurnal Agraria Dan Pertanahan, 4(1). https://doi.org/10.31292/jb.v4i1.218.
Purbani, D., Ramdhan, M., Salim, H. L., Daulat, A., Dwiyanti, D., Winarso, G., & Syahputri, S. (2020). Study of coastline changes and land use change in marine protected area (Case study: Derawan Island, East Kalimantan Province). IOP Conference Series: Earth and Environmental Science, 561(1). https://doi.org/10.1088/1755-1315/561/1/012056.
Putri, D. R., Sukmono, A., & Sudarsono, B. (2018). Analisis kombinasi citra Sentinel-1A dan Citra Sentinel-2A untuk klasifikasi tutupan lahan (Studi Kasus: Kabupaten Demak, Jawa Tengah). Jurnal Geodesi Undip, 7(2), 85–96.
Rahman, D. A., Gonzalez, G., & Aulagnier, S. (2017). Population size, distribution and status of the remote and critically endangered bawean deer Axis kuhlii. Oryx, 51(4), 665–672. https://doi.org/10.1017/S0030605316000429.
Rini, M. S. (2018). Kajian kemampuan metode neural network untuk klasifikasi penutup lahan dengan menggunakan Citra Landsat-8 OLI (kasus di Kota Yogyakarta dan sekitarnya). Geomedia: Majalah Ilmiah Dan Informasi Kegeografian, 16(1), 1–12. https://doi.org/10.21831/gm.v16i1.20974.
Santoso, D. H., Prasetya, J. D., & Rahman, D. (2020). Analisis daya dukung lingkungan hidup berbasis jasa ekosistem penyediaan air bersih di Pulau Karimunjawa. Jurnal Ilmu Lingkungan, 18(2), 290–296. https://doi.org/10.14710/jil.18.2.290-296.
Siregar, D. I., & Musadri Asbi, A. (2020). Pemanfaatan Citra Landsat 8 Operational Land Imager (OLI) untuk klasifikasi tutupan lahan di Taman Nasional Gunung Merbabu. Wahana Forestra: Jurnal Kehutanan, 15(2), 28–39. https://doi.org/10.31849/forestra.v15i2.4731.
Stephenson, T. S., & Jones, J. J. (2017). Impacts of Climate Change on Extreme Events in the Coastal and Marine Environments of Caribbean Small Island Developing States (SIDS). Science Review, 10–22. Retrieved from https://assets.publishing.service.gov.uk.
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Published
2022-12-24
How to Cite
HIDAYAH, Zainul et al.
The Application of Multi Temporal Satellite Data For Land Cover Mapping of Bawean Island, East Java.
Geosfera Indonesia, [S.l.], v. 7, n. 3, p. 207-218, dec. 2022.
ISSN 2614-8528.
Available at: <https://jurnal.unej.ac.id/index.php/GEOSI/article/view/30797>. Date accessed: 23 nov. 2024.
doi: https://doi.org/10.19184/geosi.v7i3.30797.
Section
Original Research Articles
