The Effect of Sunglint Correction for Estimating Water Depth Using Rationing, Thresholding, and Mean Value Algorithms

Luhur Moekti Prayogo, Abdul Basith

Abstract

Satellite-Derived Bathymetry (SDB) is an alternative for obtaining shallow water depth data. The existence of images with various resolutions, the availability of a complete image band can develop the extraction results. This method is based on the principle of the satellite's visible band to estimate water depth. The mapping of shallow water depth is dependent on water conditions, both its brightness and surface. When the sensor senses a water object, the reflected reflection comes from the surface, and some sensors cannot penetrate the water object. The sun's position and the sensor's point of view when sensing it results in interference from the water surface (Sunglint). The sunglint effect on the image can be reduced by performing RGB band correction with NIR Infrared. This study aims to demonstrate the effect of Sunglint's correction on three SDB approaches, namely Thresholding, Rationing, and Mean Value on Worldview 3 imagery in Karimunjawa Islands, Central Java. This study's results indicate that the Sunglint correction on Worldview 3 imagery affects the depth extraction results. The best results are shown by Sunglint's correction using the Thresholding approach (B2-B7), which produces the best correlation with R2 of 0.7364 and (B7-B2) with R2 = 0.7351. Contrastingly, the lowest correlation was generated using the Mean Value ((B2 + B7) / 2) approach without Sunglint's correction with R2 = 0.4015. So this research proves that the Worldview 3 image with Sunglint correction can provide bathymetry data, especially in shallow waters.

Keywords

Bathymetry Mapping; Sunglint Correction; Band Ratio; Worldview 3; Karimunjawa

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References

Ariana, L., Maulana, I., Alamsyah, P., Nadhiroh, I. M., Hardiyati, R., Laksani, C. S., Handoyo, S., & Zulhamdani, M. (2017). Foresight Riset Kelautan Indonesia 2020–2035. In Pusat Penelitian Oseanografi.

Dewi Sartika, Agus Hartoko, dan K. (2018). Analisis Data Batimetri Lapangan dan Citra Landsat 8 OLI di Perairan Selat Lepar Kabupaten Bangka Selatan. Indonesian Journal of Fisheries Science and Technology (IJFST), 13(2), 75–81. https://doi.org/ISSN : 1858-4748.

Digital Globe. (2016). Atmospheric Compensation. https://g4cap.jrc.ec.europa.eu/g4cap/Portals/0/Documents/AComp_WP_ACOMP_WVGA.pdf?ver=2017-05-23-175733-313 (accessed November 11, 2020).

Doelling, D., Langley, States, U. (2018). Vicarious Calibration and Validation, Comprehensive Remote Sensing. Elseiver. https://doi.org/10.1016/B978-0-12-409548-9.10329-X.

Eugenio, F., Marcello, J., & Martin, J. (2015). High-Resolution Maps of Bathymetry and Benthic Habitats in Shallow-Water Environments Using Multispectral Remote Sensing Imagery. IEEE Transactions on Geoscience and Remote Sensing, 53(7), 3539–3549. https://doi.org/10.1109/TGRS.2014.2377300.

Gao, J. (2009). Bathymetric mapping by means of remote sensing: Methods, accuracy and limitations. Progress in Physical Geography, 33(1), 103–116. https://doi.org/10.1177/0309133309105657.

Garaba, S. P., Schulz, J., Wernand, M. R., & Zielinski, O. (2012). Sunglint detection for unmanned and automated platforms. Sensors (Switzerland), 12, 12545–12561. https://doi.org/10.3390/s120912545.

Goodman, J. A., Lee, Z. P., & Ustin, S. L. (2008). Influence of atmospheric and sea-surface corrections on retrieval of bottom depth and reflectance using a semi-analytical model: A case study in Kaneohe Bay, Hawaii. Applied Optics, 47, 1–11. https://doi.org/10.1364/AO.47.0000F1.

Green, E. P., Mumby, P. J., Edwards, A. J., & Clark, C. D. (2000). Remote Sensing Handbook for Tropical Coastal Management. In A. J. Edwards (Ed.), Coastal Management Sourcebooks 3. https://doi.org/doi: 10.1109/6.367967.

Harmel, T., Chami, M., Tormos, T., Reynaud, N., & Danis, P. A. (2018). Sunglint correction of the Multi-Spectral Instrument (MSI)-SENTINEL-2 imagery over inland and sea waters from SWIR bands. Remote Sensing of Environment, 204, 308–321. https://doi.org/10.1016/j.rse.2017.10.022.

Hartoko. (2010). Aplikasi Indraja dan Sistem Informasi Geografis. Fakultas Perikanan dan Ilmu Kelautan. Universitas Diponegoro.

Hedley, J. D., Harborne, A. R., & Mumby, P. J. (2005). Simple and robust removal of sun glint for mapping shallow-water benthos. International Journal of Remote Sensing. https://doi.org/10.1080/01431160500034086.

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, 1–8. https://doi.org/10.1051/matecconf/201817701017.

Hochberg, E. J., Andréfouët, S., & Tyler, M. R. (2003). Sea surface correction of high spatial resolution ikonos images to improve bottom mapping in near-shore environments. IEEE Transactions on Geoscience and Remote Sensing, 41, 1724–1729. https://doi.org/10.1109/TGRS.2003.815408.

Hochberg EJ, Bruce CF, Muller-Karger FE, Mobley CD, Park Y, Goodman J, Knox RG, Minnett PJ, Gentemann C, Zimmerman RC, Turner W, G. B. (2011). HyspIRI Sun Glint Report. In NASA: Jet Propulsion Laboratory Publication (Vols. 11–4).

Ilori, C. O., & Knudby, A. (2020). An approach to minimize atmospheric correction error and improve physics-based satellite-derived bathymetry in a coastal environment. Remote Sensing, 12(2752), 1–22. https://doi.org/10.3390/RS12172752.

Isabel Caballero, R. P. S. (2020). Atmospheric correction for satellite-derived bathymetry in the Caribbean waters: from a single image to multi-temporal approaches using Sentinel-2A/B. Optics Express, 28(8), 11742–11766. https://doi.org/https://doi.org/10.1364/OE.390316.

Khorram, S., van der Wiele, C. F., Koch, F. H., Nelson, S. A. C., & Potts, M. D. (2016). Principles of applied remote sensing. In Principles of Applied Remote Sensing (1st ed.). Springer. https://doi.org/10.1007/978-3-319-22560-9.

Lillesand, T.M., Ki.efer, R.W., and Chipman, J. (2008). Remote Sensing and Image Interpretation, 6th edition (John Willey and Sons (ed.); 6th ed.). Oxford.

Muhammad Ulin Nuha, Abdul Basith, W. A. (2019). Optimalisasi Parameter Analitis Ekstraksi Kedalaman Laut dengan Citra Satelit Resolusi Tinggi Pada Zona Laut Dangkal (Studi Kasus : Perairan Pelabuhan Karimunjawa). Universitas Gadjah Mada. 156 hlm.

Prayogo, L. M., & Basith, A. (2020a). Uji Performa Citra Worldview 3 dan Sentinel 2A untuk Pemetaan Kedalaman Laut Dangkal (Studi Kasus di Kepulauan Karimunjawa, Jawa Tengah). JGISE: Journal of Geospatial Information Science and Engineering, 3(2), 161–167. https://doi.org/https://doi.org/10.22146/jgise.59572.

Prayogo, L. M., & Basith, A. (2020b). Shallow Water Depth Mapping Using Single Band and Band Ratio on High-Resolution Imagery. Seminar Nasional Geomatika, 1–9.

Rudyanto, A. (2004). Kerangka Kerjasama Dalam Pengelolaan Sumberdaya Pesisir Dan Laut. https://www.bappenas.go.id/files/8713/5228/3295/kjsmpengelolaanpesisirrudy__20081123092621__1031__2.pdf.

Setyawan IE, Siregar VP, P. G. dan Y. D. (2014). Pemetaan profil habitat dasar perairan dangkal berdasarkan bentuk topografi : studi kasus Pulau Panggang, Kepulauan Seribu Jakarta. Majalah Ilmiah Globe, 16 (2) :125-132.

Stumpf, R. P., Holderied, K., Robinson, J. a, Feldman, G., & Kuring, N. (2003). Mapping water depths in clear water from space. Proceedings of the 13th Biennial Coastal Zone Conference Baltimore, MD July 13-17, 2003.

Surya N. Syaiful, Muhammad Helmi dan Sugeng Widada, Rikha Widiaratih, P. S., & Suryoputro, A. A. D. (2019). Analisis Digital Citra Satelit Worldview-2 untuk Ekstraksi Kedalaman Perairan Laut di Sebagian Perairan Pulau Parang, Kepulauan Karimunjawa, Provinsi Jawa Tengah. Indonesian Journal of Oceanography, Vol 01 No:, 1–8.

Traganos, D., Poursanidis, D., Aggarwal, B., Chrysoulakis, N., & Reinartz, P. (2018). Estimating satellite-derived bathymetry (SDB) with the Google Earth Engine and sentinel-2. Remote Sensing, 10(859), 1–18. https://doi.org/10.3390/rs10060859.

Véronique Jégat, Shachak Pe’eri, Ricardo Freire, Anthony Klemm, and J. N. (2016). Satellite-Derived Bathymetry: Performance and Production. Canadian Hydrographic Conference, 1–8.

Waskito Rahman, P. W. (2019). Aplikasi Citra WorldView-2 untuk Pemetaan Batimetri di Pulau Kemujan Taman Nasional Karimunjawa. Jurnal Penginderaan Jauh Indonesia, 1(1), 32–38.

Wicaksono, P. (2015). Perbandingan Akurasi Metode Band Tunggal dan Band Rasio dalam Pemetaan Batimetri Pada Laut Dangkal Optis. 802–810.

DOI

https://doi.org/10.21107/rekayasa.v14i1.8698

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