Multi-Temporal Chlorophyll-A Monitoring in Lake Matano and Towuti Using Landsat 8 OLI Imagery

  • Lalu Muhamad Jaelani Dept. of Geomatics Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia, 60111
  • Rossita Yuli Ratnaningsih Dept. of Geomatics Engineering, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia, 60111
Keywords: Water Quality Monitoring, Chlorophyll-a, Landsat-8, Multi-temporal monitoring, Matano, Towuti

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.

References

Abigail, W., Zainuri, M., Tisiana, A., Kuswardani, D., & Setiyo, W. (2015). Sebaran nutrien , intensitas cahaya , klorofil-a dan kualitas air di Selat Badung , Bali pada Monsun Timur Distribution of nutrient , light intensity , chlorophyll-a and water quality in Badung Strait , Bali during Southeast Monsoon, 4(2), 87–94.

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.
Published
2019-02-21