Spatial Distribution Analysis of Total Suspended Solid (TSS) using PlanetScope Data in Menjer Lake, Wonosobo Regency

  • Putu Wirabumi Masters Degree Remote Sensing Study Programs, Faculty of Geography, Gadjah Mada University, Yogyakarta, 55281, Indonesia
  • Pramaditya Wicaksono Department of Geographic Information Science, Faculty of Geography, Gadjah Mada University, Yogyakarta, 55281, Indonesia
  • Muhammad Kamal Department of Geographic Information Science, Faculty of Geography, Gadjah Mada University, Yogyakarta, 55281, Indonesia
  • Iwan Ridwansyah Research Centre for Limnology, Indonesian Institute of Sciences, Cibinong, Bogor, 16911, Indonesia
  • Luki Subehi Research Centre for Limnology, Indonesian Institute of Sciences, Cibinong, Bogor, 16911, Indonesia
  • Aan Dianto Research Centre for Limnology, Indonesian Institute of Sciences, Cibinong, Bogor, 16911, Indonesia
Keywords: TSS, Single Band, Band Ratio, PC-Band, Empirical Modeling, Standard Error of Estimate

Abstract

TSS (Total Suspended Solid) is one of the optical parameters that can be used for turbidity key indicator to assess water quality. The rapid development of remote sensing technology in the field of mapping has resulted in various methods for estimating TSS concentrations. The spatial, spectral, and temporal characteristics of PlanetScope data have the potential to estimate TSS concentrations. This study aims to determine the best method for estimating TSS concentrations and mapping the spatial distribution of TSS at a depth of 0 – 0.2 m using PlanetScope data. There are 4 single bands, 12 band ratio combinations, and 4 PC-bands in TSS mapping. Single bands, band ratio combinations, and PC-band which able to pass the significance limit of r value on the number of samples (n) are used in empirical modeling of PlanetScope data with field data using regression tests. The results show that: 1) 4 band ratio combinations (B1/B4, B2/B4, B3/B4, B4/B3) and one PC-band (PC-2) significantly correlated with TSS (mg/l), 2) PC-2 is the best spectral transformation in estimating TSS concentrations in Menjer Lake, indicated by the SE value of 3.47 mg/l with maximum accuracy produced at 78.62%, 3) all models that significantly correlated are over-estimated, indicated by the variations in model plots are below the 1:1 plot line, 4) high TSS concentrations are in the north, west, and south around the edge of the lake because of the inlets and the floating net cages, while the low concentration is in the middle of the lake.

Downloads

Download data is not yet available.

References

Asdak, C. (2002). Hidrologi dan Pengelolaan Daerah Aliran Sungai. Gajah Mada University Press, Yogyakarta.

Binding, C. E., Bowers, D. G., & Mitchelson Jacob, E. G. (2005). Estimating Suspended Sediment Concentrations from Ocean Colour Measurements in Moderately Turbid Waters: The Impact of Variable Particle Scattering Properties. Remote Sensing of Environment, 94: 373-383.

Bukata, R. P., Jerome, J. H., Kondratyev, K. Y., & Pozdnyakov, D. V. (1995). Optical Properties and Remote Sensing of Inland and Coastal Waters. NY: CRC, 362p.

Congalton, R. G., & Green, K. (2009). Assessing the Accuracy of Remotely Sensed Data: Principle and Practice. Boca Raton: Taylor & Francis Group.

Danoedoro, Projo. (2012). Pengantar Penginderaan Jauh Digital. Yogyakarta: ANDI Yogyakarta.

Dhannahisvara, A. J., Hartono., Wicaksono, P., & Nugroho, F. S. (2018). Total Suspended Solid Distribution Analysis Using SPOT-6 Data in Segara Anakan Cilacap. Journal of Geomatics and Planning, 5(2), 177-188.

Doxaran, D., Froidefond, J. M., Lavender, S., & Castaing, P. (2002). Spectral Signature of Highly Turbid Waters: Application with SPOT Data to Quantify Suspended Particulate Matter Concentrations. Remote Sensing of Environment, 81: 149-161.

Effendi, Hefni. (2003). Telaah Kualitas Air Bagi Pengelolaan Sumber Daya dan Lingkungan Perairan. Yogyakarta: Kanisius.

Goodman, J. A., Purkis, S. J., & Phinn, S. R. (2013). Corel Reef Remote Sensing A Guide for Mapping, Monitoring and Management. (S. R. Phinn, Ed.) Springer.

Hossain, A. K., Jia, Y., & Chao, X. (2007). Development of Remote Sensing Based Index for Estimating/Mapping Suspended Sediment Concentration in River or Lake Environments. Mississipi: ResearchGate.

Jensen, J.R. (2014). Remote Sensing of the Environment an Earth Resource Perspective. Second Edition. England: Pearson New International Edition.

Jensen, J.R. (2016). Introductory Digital Image Processing: A Remote Sensing Perspective. 4th Edition. USA: Pearson Education.

Kristanto, P. (2002). Ekologi Industri. Yogyakarta: ANDI.

Lee, M. S., Park, K. A., Chung, J. Y., Ahn, Y. H., & Moon, J. E. (2011). Estimation of Coastal Suspended Sediment Concentration Using Satellite Data and Oceanic Insitu Measurement. Korean Journal of Remote Sensing, 27(6), 677-692.

Lembaga Ilmu Pengetahuan Indonesia (LIPI). (2019). Studi Daya Tampung, Daya Dukung, dan Zonasi Telaga Menjer PLTA Garung Unit Pembangkitan Mrica. Pusat Penelitian Limnologi (P2L).

Lo, C. P. (1986). Penginderaan Jauh Terapan. Diterjemahkan oleh: Bambang Purbowaseso. Jakarta: UI Press.

Murti, H. S., & Wicaksono, P. (2014). Analisis Saluran Spektral Yang Paling Berpengaruh Dalam Identifikasi Kesehatan Terumbu Karang: Studi Kasus Pulau Menjangan Besar dan Menjangan Kecil, Kepulauan Karimunjawa. Majalah Ilmiah Globe, Desember 2014, 16(2), 117-124.

Nurandani, P., Subiyanto, S., & Sasmito, B. (2013). Pemetaan Total Suspended Solid (TSS) menggunakan Citra Satelit Multitemporal di Danau Rawa Pening Provinsi Jawa Tengah. Jurnal Geodesi UNDIP, 2 (4), 72-84.

Planet Labs. (2019). Planet Imagery Product Specification. Planet Labs Inc 2019.

Smith, R.B. (2005). Outline of Principle Component Analysis. Site: https://yceo.yale.edu/sites/default/files/files/PCA_Outline.pdf. (Accessed 20.7.19).

Wicaksono, P. (2014). Pemetaan Makro Alga Menggunakan Citra Penginderaan Jauh Resolusi Spasial Tinggi di Pulau Kemujan Kepulauan Karimunjawa. Seminar Nasional Teknologi Terapan II. Sekolah Vokasi UGM. Yogyakarta.

Wicaksono, P. (2015). Perbandingan Akurasi Metode Band Tunggal dan Band Rasio untuk Pemetaan Batimetri pada Laut Dangkal Optis. Simposium Nasional Sains Geoinformasi IV. 802-810.

Yanti, A., Susilo, B., & Wicaksono, P. (2016). The Aplication of Landsat 8 OLI for Total Suspended Solid (TSS) Mapping in Gajahmungkur Reservoir Wonogiri Regency. International Conference of Indonesian Society for Remote Sensing (ICOIRS). 47(1), p. 012028.

Published
2020-04-02