1,176
Views
93
CrossRef citations to date
0
Altmetric
Articles

Shallow water bathymetry mapping using Support Vector Machine (SVM) technique and multispectral imagery

, , , &
Pages 4431-4450 | Received 23 Feb 2017, Accepted 19 Dec 2017, Published online: 07 Jan 2018

References

  • http://kml.deltares.nl/kml/rijkswaterstaat/waterbase/ [Accessed 4 April 2017].
  • https://earthexplorer.usgs.gov/ [Accessed 18 January 2017]
  • https://landsat.usgs.gov/slc-products-background [Accessed 4 March 2016]
  • Bagheri, S., M. Stein, and R. Dios. 1998. “Utility of Hyperspectral Data for Bathymetric Mapping in a Turbid Estuary.” International Journal of Remote Sensing 19: 1179–1188. doi:10.1080/014311698215676.
  • Benny, A. H., and G. J. Dawson. 1983. “Satellite Imagery as an Aid to Bathymetric Charting in the Red Sea.” The Cartographic Journal 20 (1): 5–16. doi:10.1179/caj.1983.20.1.5.
  • Boon, J. D., and M. O. Green. 1988. “Caribbean Beach Face Slopes and Beach Equilibrium Modes.” Proceedings of the 21st International Coastal Engineering Conference, 1618–1630.
  • Bramante, J. F., D. K. Raju, and S. T. Min. 2011. “Derivation of Bathymetry from Multispectral Imagery in the Highly Turbid Waters of Singapore’s South Islands: A Comparative Study”. DigitalGlobe 8-Band Research Challenge 2010. Accessed 4 March 2016. http://rsp-4sm.wifeo.com/documents/8band_Challenge_TMSI.pdf.
  • Cheung, K. F., F. Gerritsen, and J. Cleveringa. 2007. “Morphodynamics and Sand Bypassing at Ameland Inlet, the Netherlands.” Journal of Coastal Research 23 (1): 106–118. doi:10.2112/04-0403.1.
  • Conger, C. L., E. J. Hochberg, C. H. Fletcher, and M. J. Atkinson. 2006. “Decorrelating Remote Sensing Color Bands from Bathymetry in Optically Shallow Waters.” IEEE Transactions on Geoscience and Remote Sensing 44 (6): 1655–1660. doi:10.1109/TGRS.2006.870405.
  • Dissanayake, P. K. 2011.”Modelling Morphological Response of Large Tidal Inlet Systems to Sea Level Rise” UNESCO-IHE PhD Thesis. CRC Press.
  • Gao, J. 2009. “Bathymetric Mapping by Means of Remote Sensing: Methods, Accuracy and Limitations.” Progress in Physical Geography 33 (1): 103–116. doi:10.1177/0309133309105657.
  • George, D. G. 1997. “Cover Bathymetric Mapping Using a Compact Airborne Spectrographic Imager (CASI).” International Journal of Remote Sensing 18 (10): 2067–2071. doi:10.1080/014311697217756.
  • Gholamalifard, M., T. Kutser, A. Esmaili-Sari, A. A. Abkar, and B. Naimi. 2013. “Remotely Sensed Empirical Modeling of Bathymetry in the Southeastern Caspian Sea.” Remote Sensing 5 (6): 2746–2762. doi:10.3390/rs5062746.
  • Green, E. P., P. J. Mumby, A. J. Edwards, and C. D. Clark. 2000. Remote Sensing Handbook for Tropical Coastal Management. Coastal Management Sourcebooks series. Paris: UNESCO Pub, Chapter-8.
  • Jawak, S. D., and A. J. Luis. 2015. “Spectral Information Analysis for the Semiautomatic Derivation of Shallow Lake Bathymetry Using High-Resolution Multispectral Imagery: A Case Study of Antarctic Coastal Oasis.” Aquatic Procedia 4: 1331–1338. doi:10.1016/j.aqpro.2015.02.173.
  • Jirka, G. H., and W. S. Uijttewaal, eds. 2004. Shallow Flows: Research Presented at the International Symposium on Shallow Flows, 2003. Delft, Netherlands: Taylor & Francis.
  • Jupp, D. L. B. 1988, September. “Background and Extension to Depth of penetration(DOP) Mapping in Shallow Coastal Waters” Proceedings of the Symposium on Remote Sensing of the coastal Zone, Gold Coast, Queensland, IV.2.1-IV.2.194
  • Kaufman, Y. J., A. E. Wald, L. A. Remer, B. C. Gao, R. R. Li, and L. Flynn. 1997. “The MODIS 2.1-/Spl Mu/M Channel-Correlation with Visible Reflectance for Use in Remote Sensing of Aerosol.” IEEE Transactions on Geoscience and Remote Sensing 35 (5): 1286–1298. doi:10.1109/36.628795.
  • Liu, S., Y. Gao, W. Zheng, and X. Li. 2015. “Performance of Two Neural Network Models in Bathymetry.” Remote Sensing Letters 6 (4): 321–330. doi:10.1080/2150704X.2015.1034885.
  • Lyons, M., S. Phinn, and C. Roelfsema. 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 (1): 42–64. doi:10.3390/rs3010042.
  • Lyzenga, D. R. 1978. “Passive Remote Sensing Techniques for Mapping Water Depth and Bottom Features.” Applied Optics 17: 379–383. doi:10.1364/AO.17.000379.
  • Lyzenga, D. R. 1981. “Remote Sensing of Bottom Reflectance and Water Attenuation Parameters in Shallow Water Using Aircraft and Landsat Data.” International Journal of Remote Sensing 2 (1): 71–82. doi:10.1080/01431168108948342.
  • Lyzenga, D. R. 1985. “Shallow-Water Bathymetry Using Combined Lidar and Passive Multispectral Scanner Data.” International Journal of Remote Sensing 6 (1): 115–125. doi:10.1080/01431168508948428.
  • Lyzenga, D. R., N. P. Malinas, and F. J. Tanis. 2006. “Multispectral Bathymetry Using a Simple Physically Based Algorithm.” IEEE Transactions on Geoscience and Remote Sensing 44 (8): 2251–2259. doi:10.1109/TGRS.2006.872909.
  • Muirhead, K., and A. P. Cracknell. 1986. “Airborne Lidar Bathymetry.” International Journal of Remote Sensing,7, no. 5: 597–614. doi:10.1080/01431168608954714.
  • Mynett, A. E., and Z. Vojinovic. 2009. “Hydroinformatics in multi-colours—Part Red: Urban Flood and Disaster Management.” Journal of Hydroinformatics 11 (3–4): 166–180. doi:10.2166/hydro.2009.027.
  • Netherlands Antilles Meteorological Service. 1981. Hurricanes and Tropical Storms of the Netherlands Antilles. Curacao, NA: Netherlands Antilles Meteorological Service. https://icce-ojs-tamu.tdl.org/icce/index.php/icce/article/viewFile/4327/4008
  • Pacheco, A., J. Horta, C. Loureiro, and Ó. Ferreira. 2015. “Retrieval of Nearshore Bathymetry from Landsat 8 Images: A Tool for Coastal Monitoring in Shallow Waters.” Remote Sensing of Environment 159: 102–116. doi:10.1016/j.rse.2014.12.004.
  • Philpot, W. D. 1989. ““Bathymetric Mapping with Passive Multispectral Imagery.” “Applied Optics 28 (8): 1569–1578. doi:10.1364/AO.28.001569.
  • Ranasinghe, R. 2016. “Assessing Climate Change Impacts on Open Sandy Coasts: A Review.” Earth-Science Reviews 160: 320–332. doi:10.1016/j.earscirev.2016.07.011.
  • Roelvink, J. A., and A. J. H. M. Reniers. 2011. “A Guide to Coastal Morphology Modeling.” Advances in Coastal and Ocean Engineering 12: 3-21.
  • Spitzer, D., and R. J. Dirks. 1986, November. “Shallow Water Bathymetry and Bottom Classification by Means of the Landsat and SPOT Optical Scanners.” In 1986 International Symposium/Innsbruck. International Society for Optics and Photonics, 136–138.
  • Stumpf, R. P., K. Holderied, and M. Sinclair. 2003. “Determination of Water Depth with High-Resolution Satellite Imagery over Variable Bottom Types.” Limnology and Oceanography 48 (1, 2): 547–556. doi:10.4319/lo.2003.48.1_part_2.0547.
  • Su, H., H. Liu, and W. D. Heyman. 2008. “Automated Derivation of Bathymetric Information from Multi-Spectral Satellite Imagery Using a Non-Linear Inversion Model.” Marine Geodesy 31 (4): 281–298. doi:10.1080/01490410802466652.
  • Vapnik, V. N. 1998. Statistical Learning Theory. Vol. 3. New York: Wiley.
  • Vojinovic, Z. 2007. “A Complementary Modelling Approach to Manage Uncertainty of Computationally Expensive Models.” Water Science and Technology 56 (8): 1–9. IWA Publishing.
  • Vojinovic, Z. 2015. Flood Risk: The Holistic Perspective - from Integrated to Interactive Planning for Flood Resilience. London, UK: IWA Publishing.
  • Vojinovic, Z., Y. A. Abebe, R. Ranasinghe, A. Vacher, P. Martens, D. J. Mandl., S. W. Frye, E. Van Ettinger, and R. De Zeeuw. 2013. “A Machine Learning Approach for Estimation of Shallow Water Depths from Optical Satellite Images and Sonar Measurements.” Journal of Hydroinformatics 15 (4): 1408–1424. doi:10.2166/hydro.2013.234.
  • Vojinovic, Z., and V. Kecman. 2004. “Contaminant Transport Modelling with Support Vector Machine Model–An Alternative to Classical Advection-Dispersion Equation.” In Proceedings of 6th International Conference on Hydroinformatics, Singapore, 2004, edited by Shie-Yui Liong, Kok-Kwang Phoon and Vladan Babovic. Vol. 2: 1589–1596.
  • Vojinovic, Z., V. Kecman, and V. Babovic. 2003. “A Hybrid Approach for Modelling Wet Weather Response in Wastewater Systems.” ASCE Journal of Water Resources Planning and Management 129 (6): 511–521. doi:10.1061/(ASCE)0733-9496(2003)129:6(511).
  • Vojinovic, Z., and J. Van Teeffelen. 2007. “An Integrated Stormwater Management Approach for Small Islands in Tropical Climates”.” Urban Water Journal 4 (3): 211–231. doi:10.1080/15730620701464190.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.