Semi-automated bathymetry using Sentinel-2 for coastal monitoring in the Western Mediterranean

被引:14
作者
Viana-Borja, Sandra Paola [1 ]
Fernandez-Mora, Angels [2 ]
Stumpf, Richard P. [3 ]
Navarro, Gabriel [1 ]
Caballero, Isabel [1 ]
机构
[1] CSIC, Inst Marine Sci Andalusia ICMAN, Puerto Real 11519, Cadiz, Spain
[2] Balearic Isl Coastal Observing & Forecasting Syst, Palma De Mallorca 07121, Mallorca, Spain
[3] NOAA Natl Ocean Serv, Natl Ctr Coastal Ocean Sci, Silver Spring, MD 20910 USA
基金
美国海洋和大气管理局;
关键词
Remote Sensing; Sentinel-2; Bathymetry; Turbidity; Mediterranean Sea; SATELLITE-DERIVED BATHYMETRY; SHALLOW-WATER BATHYMETRY; ATMOSPHERIC CORRECTION; POSIDONIA-OCEANICA; SUNGLINT CORRECTION; IMAGERY; DEPTH; LANDSAT; CLASSIFICATION; RETRIEVAL;
D O I
10.1016/j.jag.2023.103328
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Nearshore bathymetry is one of the main parameters used in coastal studies. However, regular and continuous bathymetries are scarce due to the difficulty of continuous data collection using traditional surveys. Remote sensing offers an attractive alternative to conventional collection methods for acquiring freely available, reliable, and frequent high-resolution data from space missions, such as the European Union's Copernicus programme Sentinel-2A/B satellites, which are increasingly demonstrating their potential to derive bathymetric information. Consequently, satellite-derived bathymetry (SDB) is being used more regularly because of its low cost and high efficiency. In this study, we apply a log-transformed band ratio SDB model in the Western Mediterranean Sea (Mallorca Island, Spain). This model has been widely used in the Caribbean and along the U.S. coast, among other sites, with outstanding results in heterogeneous environments. The SDB model consists of an automatic multi-scene approach applied over several images corrected by a robust atmospheric correction model (ACO-LITE), a switching model, and a procedure to remove pixels from optically deep waters. We retrieve depths up to 14 m with a mean bias of 0.02 m and a median absolute error of 0.71 m compared with multibeam echo-sounder (MBES) data. The outcomes of this study confirm the effectiveness of the multi-scene approach to automatically correct the imagery to derive accurate depths and characterize erosional and accretion patterns annually. Furthermore, it highlights the benefit of the switching model to take advantage of the spectral sensitivity of different multi-band ratio approaches. This study will provide the scientific community with substantial knowledge and improved SDB techniques to consolidate the understanding of nearshore processes in such a relevant ecosystem as the Mediterranean Sea.
引用
收藏
页数:16
相关论文
共 100 条
  • [1] Agencia Estatal Espanola de Meteorologia, US
  • [2] Decoupling spatial and temporal patterns in short-term beach shoreline response to wave climate
    Alvarez-Ellacuria, A.
    Orfila, A.
    Gomez-Pujol, L.
    Simarro, G.
    Obregon, N.
    [J]. GEOMORPHOLOGY, 2011, 128 (3-4) : 199 - 208
  • [3] Distinguishing approach, methodology, method, procedure and technique in process systems engineering
    Andiappan, Viknesh
    Wan, Yoke Kin
    [J]. CLEAN TECHNOLOGIES AND ENVIRONMENTAL POLICY, 2020, 22 (03) : 547 - 555
  • [4] Anthony E.M., 1963, English language teaching, V17, P63, DOI DOI 10.1093/ELT/XVII.2.63
  • [5] Review of near-shore satellite derived bathymetry: Classification and account of five decades of coastal bathymetry research
    Ashphaq, Mohammad
    Srivastava, Pankaj K.
    Mitra, D.
    [J]. JOURNAL OF OCEAN ENGINEERING AND SCIENCE, 2021, 6 (04) : 340 - 359
  • [6] Assessing the potential of MODIS/Terra version 5 images to improve near shore lake bathymetric surveys
    Ayana, Essayas K.
    Philpot, William D.
    Melesse, Assefa M.
    Steenhuis, Tammo S.
    [J]. INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2015, 36 : 13 - 21
  • [7] The value of estuarine and coastal ecosystem services
    Barbier, Edward B.
    Hacker, Sally D.
    Kennedy, Chris
    Koch, Evamaria W.
    Stier, Adrian C.
    Silliman, Brian R.
    [J]. ECOLOGICAL MONOGRAPHS, 2011, 81 (02) : 169 - 193
  • [8] The global flood protection savings provided by coral reefs
    Beck, Michael W.
    Losada, Inigo J.
    Menendez, Pelayo
    Reguero, Borja G.
    Diaz-Simal, Pedro
    Fernandez, Felipe
    [J]. NATURE COMMUNICATIONS, 2018, 9
  • [9] Coastal morphology from space: A showcase of monitoring the topography-bathymetry continuum
    Bergsma, Erwin W. J.
    Almar, Rafael
    Rolland, Amandine
    Binet, Renaud
    Brodie, Katherine L.
    Bak, A. Spicer
    [J]. REMOTE SENSING OF ENVIRONMENT, 2021, 261
  • [10] Effects of Per-Pixel Variability on Uncertainties in Bathymetric Retrievals from High-Resolution Satellite Images
    Botha, Elizabeth J.
    Brando, Vittorio E.
    Dekker, Arnold G.
    [J]. REMOTE SENSING, 2016, 8 (06):