* Corresponding Author
Change Detection of Benthic Habitat Communities using Landsat Imageries in Wakatobi Islands from 1990 to 2017
https://doi.org/10.22146/ijg.50724 Muhammad Hafizt(1*), Novi Susetyo Adi(2), Pramaditya Wicaksono(3), Doddy Mendro Yuwono(4), Bayu Prayudha(5), Suyarso Suyarso(6)
(1) Research Center for Oceanography, Indonesian Research and Innovation Agency
(2) Marine Research Center, Ministry of Marine Affairs and Fisheries
(3) Faculty of Geography, Universitas Gadjah Mada
(4) Geospatial Information Agency
(5) Research Center for Oceanography LIPI
(6) Research Center for Oceanography, Indonesian Institute of Sciences
(*) Corresponding Author
Abstract
Currently, coral reef and seagrass ecosystems in Wakatobi Islands are categorized as 'poor' because the coverage of the healthy coral is less than 50%. Therefore, detailed information about their condition through time is needed to prevent coastal degradation. Time-series analysis of Landsat images recorded in 1990, 2000, 2010, and 2017 is expected to provide information on coral reefs' habitat in Wakatobi Islands over the studied period. This study aims to determine areas that experience drastic changes in benthic habitat cover and analyze the dynamics of the changes. The image processing procedures used in this study are image correction, image classification, and applying the Change Detection Model. The image correction consists of geometric, sunglint, and water column correction, while the change detection model uses SPEAR Tools in ENVI software. The results showed a precise location that experienced a drastic change in benthic habitat cover and the changes in benthic habitat classes every ten years, which started from 1990 to 2017.
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Anggoro, A., Siregar, V. P., & Agus, S. B. (2016). The Effect of Sunglint on Benthic Habitats Mapping in Pari Island Using Worldview-2 Imagery. Procedia Environmental Sciences, 33, 487–495. https://doi.org/10.1016/j.proenv.2016.03.101
Badan Informasi Geospatial. (2014). Peraturan Kepala Badan Informasi Geospasial: Pedoman Teknis Pengumpulan dan Pengolahan Data Geospasial Habitat Dasar Perairan Laut Dangkal (B. I. Geospasial (ed.)). http://jdih.big.go.id/laws/4655
Danoedoro, P. (2012). Pengantar Penginderaan Jauh Digital. Andi Offset.
DJPRL KKP, & Direktorat PRL-KKP. (2012). Data Kawasan Konservasi Taman Nasional Laut Wakatobi. http://kkji.kp3k.kkp.go.id/index.php/basisdata-kawasan-konservasi/details/1/12
Giyanto, Abrar, M., Tri Hadi, A., Budiyanto, A., Hafizt, M., Salatalohy, A., & Iswari, M. Y. (2017). Status Terumbu Karang Indonesia 2017.
Giyanto, Manuputty, A., Abrar, M., Siringoringo, R., Suharti, S., Wibowo, K., Edrus, I., Arbi, U., Cappenberg, H., Sihaloho, H., Tuti, Y., & Zulfianita, D. (2014). Panduan Monitoring Kesehatan Terumbu Karang (Suharsono & O. Sumadhiharga (eds.)). COREMAP CTI LIPI. http://www.coremap.or.id
Goodman, J., Purkis, S., & Phinn, S. (2013). Coral Reef Remote Sensing: A Guide for Mapping, Monitoring and Management. Springer. https://doi.org/10.1007/978-90-481-9292-2
Green, E., Mumby, P., Edwards, A., & Clark, C. (2000). Remote Sensing Handbook for Tropical Coastal Management (A. J. Edwards (ed.)). The United Nations Educational, Scientific and Cultural Organization.
Hadi, T. A., Giyanto, Prayudha, B., Hafizt, M., Budiyanto, A., & Suharsono. (2018). Status Terumbu Karang Indonesia 2018. 30.
Hafizt, M., Manessa, M. D. M., Adi, N. S., & Prayudha, B. (2017). Benthic Habitat Mapping by Combining Lyzenga’s Optical Model and Relative Water Depth Model in Lintea Island, Southeast Sulawesi. IOP Conference Series: Earth and Environmental Science, 98(1), 012037. https://doi.org/10.1088/1755-1315/98/1/012037
Hafizt, Muhammad, & Danoedoro, P. (2015). Kajian Pengaruh Koreksi Kolom Air pada Citra Multispektral Worldview-2 untuk Pemetaan Habitat Bentik di Pulau Kemujan Kepulauan Karimunjawa Kabupaten Jepara. In C. Ita, M. Setyardi P, S. Ahmad, Y. Dipo, & Y. Fajar (Eds.), Kongres VI MAPIN 2015 (p. 566). MAPIN JABODETABEK.
Hafizt, Muhammad, Iswari, M. Y., & Prayudha, B. (2017). Assessment of Landsat-8 Classification Method for Benthic Habitat Mapping in Padaido Islands, Papua. Oseanologi Dan Limnologi Di Indonesia, 2(1), 1–13. http://jurnal-oldi.or.id/index.php/oldi/article/view/69
Hernawan, U. E., Sjafrie, N. D., Supriyadi, I. H., Suyarso, Iswari, M. Y., Angraini, K., Rahamt, Eko, U., Nurul, H., Sjafrie, D. M., Supriyadi, I. H., Marindah, S., Kasih, Y. I., & Rahmat, A. (2017). Status Padang Lamun Indonesia 2017. Puslit Oseanografi - LIPI. http://oseanografi.lipi.go.id/haspen/booklet status lamun 2017.pdf
Hochberg, E. J., Atkinson, M. J., & Andréfouët, S. (2003). Spectral reflectance of coral reef bottom-types worldwide and implications for coral reef remote sensing. Remote Sensing of Environment, 85(2), 159–173. https://doi.org/10.1016/S0034-4257(02)00201-8
Joyce, K. E., Phinn, S. R., Roelfsema, C. M., Neil, D. T., & Dennison, W. C. (2004). Combining Landsat ETM+ and Reef Check classifications for mapping coral reefs: a critical assessment from the southern Great Barrier Reef, Australia. Coral Reefs, 23(1), 21–25. https://doi.org/10.1007/s00338-003-0357-7
Kay, S., Hedley, J. D., & Lavender, S. (2009). Sun Glint Correction of High and Low Spatial Resolution Images of Aquatic Scenes: a Review of Methods for Visible and Near-Infrared Wavelengths. Remote Sensing, 1(4), 697–730. https://doi.org/10.3390/rs1040697
Lillesand, T. M., Kiefer, R. W., & Chipman, J. W. (2015). Remote sensing and image interpretation. https://books.google.co.id/books?id=AFHDCAAAQBAJ&printsec=frontcover&dq=lillesand+and+kiefer&hl=en&sa=X&ved=0ahUKEwiDz6Wms4rlAhVOk3AKHUcFCm0Q6AEILzAB#v=onepage&q=lillesand and kiefer&f=false
LSDS-1574 V1. (2015). LANDSAT 8 (L8) Data Users Handbook (K. Zanter (ed.)). Department of the Interior U.S. Geological Survey.
Lyons, M., Phinn, S., & Roelfsema, C. (2011). Integrating Quickbird Multi-Spectral Satellite and Field Data: Mapping Bathymetry, Seagrass Cover, Seagrass Species and Change in Moreton Bay, Australia in 2004 and 2007. Remote Sensing, 3(12), 42–64. https://doi.org/10.3390/rs3010042
Manessa, M., Kanno, A., Sekine, M., Ampou, E., Widagti, N., & As-syakur, A. (2014). Shallow-Water Benthic Identification Using Multispectral Satellite Imagery: Investigation on the Effects of Improving Noise Correction Method and Spectral Cover. Remote Sensing, 6(5), 4454–4472. https://doi.org/10.3390/rs6054454
New Heaven Reef Conservation Program. (2016). Reef Restoration Methods. https://newheavenreefconservation.org/learning-resources/explore-topics/reef-restoration-methods
Nybakken, J. W., & Eidman, H. M. (1988). Biologi laut : suatu pendekatan ekologis. PT Gramedia Pustaka Utama.
Prayudha, B. (2014). Pemetaan Habitat Dasar Perairan Laut Dangkal (Suyarso (ed.)). COREMAP CTI LIPI. http://www.coremap.or.id
Purkis, S. J., & Klemas, V. (2011). Remote sensing and global environmental change. Wiley-Blackwell.
Roelfsema, C., & Phinn, S. (2009). A Manual for Conducting Georeferenced Photo Transects Surveys to Assess the Benthos of Coral Reef and Seagrass Habitats (3rd ed.). Centre for Remote Sensing & Spatial Information Science School of Geography, Planning & Environmental Management University of Queensland.
Sjafrie, N. D. M., Hernawan, U. E., Prayudha, B., Supriyadi, I. H., Iswari, M. Y., Rahmat, Anggraini, K., Rahmawati, S., & Suyarso. (2018). Status Padang Lamun Indonesia ver.02. Puslit Oseanografi – LIPI. http://oseanografi.lipi.go.id/hasilpenelitian/lihatpdf/38
The Reef Resilience Network. (2014). Indonesia – MPA Management | Reef Resilience. http://reefresilience.org/case-studies/indonesia-mpa-management/
Thorhaug, A. (1985). Large-scale seagrass restoration in a damaged estuary. Marine Pollution Bulletin, 16(2), 55–62. https://doi.org/10.1016/0025-326X(85)90124-9
U.S. Department of the Interior. (2019). Landsat Satellite Missions. https://www.usgs.gov/land-resources/nli/landsat/landsat-satellite-missions?qt-science_support_page_related_con=2#qt-science_support_page_related_con
Unsalan, C., & Boyer, K. L. (2004). A system to detect houses and residential street networks in multispectral satellite images. Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004., 49-52 Vol.3. https://doi.org/10.1109/ICPR.2004.1334466
USGS. (1879). EarthExplorer. U.S. Department of the Interior U.S. Geological Survey. http://earthexplorer.usgs.gov
Wicaksono, P. (2016). Improving the accuracy of Multispectral-based benthic habitats mapping using image rotations: the application of Principle Component Analysis and Independent Component Analysis. European Journal of Remote Sensing, 49, 433–463. https://doi.org/10.5721/EuJRS20164924
WWF Indonesia. (2007). ZONASI BARU TN WAKATOBI | WWF Indonesia. https://www.wwf.or.id/?2723
Yasir Haya, L. O. M., & Fujii, M. (2017). Mapping The Change of Coral Reefs Using Remote Sensing and In Situ Measurements: A Case Study in Pangkajene and Kepulauan Regency, Spermonde Archipelago, Indonesia. Journal of Oceanography, 1–23. https://doi.org/10.1007/s10872-017-0422-4
DOI: https://doi.org/10.22146/ijg.50724
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