Multi-Temporal Chlorophyll-A Monitoring in Lake Matano and Towuti Using Landsat 8 OLI Imagery
Abstract
Lake Matano and Towuti are two of 15 lake priorities in Indonesia. For preservation purposes, a routine water quality monitoring from satellite is needed. In this study, 11 scenes of Landsat 8 data were processed to produce chlorophyll-a concentration as an indicator of water quality condition on these two lakes. The result showed that water quality in Lake Matano and Towuti were in low cholorphyll-a condition with chlorophyll-a concentration ranged from 0.000– 2.298 mg/m3, 0.000-2.236 mg/m3, respectively. The accuracy of estimated Chlorophyll-a in these two lakes were affected by an inaccurate of atmospheric corrected data. To improve the accuracy, a more accurate atmospheric correction algorithm for Landsat 8 was still required.
Downloads
References
Bunkei Matsushita, Wei Yang, Lalu Muhamad Jaelani, Fajar Setiawan, & Takehiko Fukushima. (2016). Monitoring Water Quality with Remote Sensing Image Data. In Qihao Weng (Ed.), Remote Sensing for Sustainability (p. 357). Boca Raton, FL: CRC Press . Retrieved from https://www.crcpress.com/Remote-Sensing-for-Sustainability/Weng/p/book/9781498700719
Fukushima T., Matsushita B., Oyama Y., Y. W. & J. L. M. (2014). A critical review on monitoring of lake water quality and ecosystem information using satellite images: towards a new era of water color remote sensing. In Lakes : The Mirrors of the Earth, BALANCING ECOSYSTEM INTEGRITY AND HUMAN WELLBEING (pp. 201–203).
Gholizadeh, M., Melesse, A., & Reddi, L. (2016). A Comprehensive Review on Water Quality Parameters Estimation Using Remote Sensing Techniques. Sensors, 16(8), 1298. https://doi.org/10.3390/s16081298
Haji Gholizadeh, M., Melesse, A. M., & Reddi, L. (2016). Spaceborne and airborne sensors in water quality assessment. International Journal of Remote Sensing, 37(14), 3143–3180.
https://doi.org/10.1080/01431161.2016.1190477
Haryani, G. S. (2013). KONDISI DANAU DI INDONESIA DAN STRATEGI PENGELOLAANNYA, 2, 1–19.
Indonesia’s Ministry of Maritime Affairs and Fisheries, & Kementrian Kelautan dan Perikanan. (2011). Kelautan dan Perikanan dalam Angka 2011. Jakarta.
Jaelani, L. M. L. M., Matsushita, B., Yang, W., & Fukushima, T. (2013). Evaluation of four MERIS atmospheric correction algorithms in Lake Kasumigaura, Japan. International Journal of Remote Sensing, 34(24), 8967–8985. https://doi.org/10.1080/01431161.2013.860660
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
Jaelani, L. M., & Ratnaningsih, R. Y. (2018). Spatial and Temporal Analysis of Water Quality Parameter using Sentinel-2A Data; Case Study: Lake Matano and Towuti. International Journal on Advanced Science, Engineering and Information Technology, 8(2), 547–553. Retrieved from http://ijaseit.insightsociety.org/index.php?option=com_content&view=article&id=9&Itemid=1&article_id=4345
Jaelani, L. M., Setiawan, F., & Matsushita, B. (2015). Uji Akurasi Produk Reflektan-Permukaan Landsat Menggunakan Data In situ di Danau Kasumigaura , Jepang. In Pertemuan Ilmiah Tahunan Masyarakat Ahli Penginderaan Jauh Indonesia (pp. 464–470). Bogor: Masyarakat Ahli Penginderaan Jauh Indonesia. https://doi.org/10.13140/RG.2.1.1391.9446
Jaelani, L. M., Setiawan, F., Wibowo, H., & Apip. (2015). Pemetaan Distribusi Spasial Konsentrasi Klorofil-A dengan Landsat 8 di Danau Matano dan Danau Towuti , Sulawesi Selatan. In Pertemuan Ilmiah Tahunan Masyarakat Ahli Penginderaan Jauh Indonesia (pp. 456–463). Bogor: Masyarakat Ahli Penginderaan Jauh Indonesia. https://doi.org/10.13140/RG.2.1.4278.6000
Kementerian Lingkungan Hidup Republik Indonesia. (2011). PROFIL 15 DANAU PRIORITAS NASIONAL 2010 -2014. (I. S. Arif Suwanto, Titi Novitha Harahap, Harmin Manurung, Wahyu Cahyadi Rustadi, Siti Rachmiati Nasution, I Nyoman N Suryadiputra, Ed.). Jakarta: Kementerian Lingkungan Hidup.
LIPI. (2016). Kompleks Danau MALILI (Matano, Mahalona, Towuti , Wawontoa , Masapi). Retrieved February 3, 2017, from http://www.limnologi.lipi.go.id/file/file%7B_%7Dnonji/DANAU
Liu, Y., Islam, A., & Gao, J. (2017). Quantification of shallow water quality parameters by means of remote sensing Quantification of shallow water quality parameters by means of, (March 2003). https://doi.org/10.1191/0309133303pp357ra
Matsushita, B., Jaelani, L. M., Yang, W., Oyama, Y., & Fukushima, T. (2015). Long-term Monitoring of Chlorophyll-a Concentration in Lake Kasumigaura Using MERIS Data. Journal of The Remote Sensing Society of Japan, 35(3), 129–139. https://doi.org/10.11440/rssj.35.129
Sumich, J. . (1992). An Introduction to the biology of marine life (Fifth Edit). United States of America: WCB Wm.C. Brown Publishers.
Copyright (c) 2019 Journal of Applied Geospatial Information
This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Copyright @2023. This is an open-access article distributed under the terms of the Creative Commons Attribution-ShareAlike 4.0 International License which permits unrestricted use, distribution, and reproduction in any medium. Copyrights of all materials published in JAGI are freely available without charge to users or / institution. Users are allowed to read, download, copy, distribute, search, or link to full-text articles in this journal without asking by giving appropriate credit, provide a link to the license, and indicate if changes were made. All of the remix, transform, or build upon the material must distribute the contributions under the same license as the original.