Mapping coastal marine ecosystems of the National Park of Banc d'Arguin (PNBA) in Mauritania using Sentinel-2 imagery

被引:18
作者
Pottier, A. [1 ,2 ]
Catry, T. [2 ]
Tregarot, E. [3 ]
Marechal, J-P [4 ]
Fayad, V [5 ]
David, G. [2 ]
Cheikh, M. Sidi [6 ]
Failler, P. [3 ]
机构
[1] Univ Montpellier, Univ Paul Valery Montpellier 3, CIRAD, SENS,IRD, Montpellier, France
[2] Univ Reunion, Univ Guyane, Univ Antilles, ESPACE DEV,Univ Montpellier,IRD, Montpellier, France
[3] Univ Portsmouth, Portsmouth Business Sch, Dept Econ & Finance, Ctr Blue Governance, Richmond Bldg,Portland St, Portsmouth PO1 3DE, Hants, England
[4] Nova Blue Environm, 14 Rue Chery Rosette, F-97233 Schoelcher, Martinique, France
[5] Humming Drone, 135 Rue Lamartine, F-97200 Fort De France, Martinique, France
[6] Univ Groningen, Groningen Inst Evolutionary Life Sci, Conservat Ecol Grp, POB 11103, NL-9700 CC Groningen, Netherlands
关键词
Coastal marine ecosystems; Seagrass; Remote sensing; Sentinel-2; SPOT-6; Banc d'Arguin; SEAGRASS BEDS; ATMOSPHERIC CORRECTION; WAVE ATTENUATION; MORETON BAY; SATELLITE; HABITAT; COVER; BATHYMETRY; WATERS; CLASSIFICATIONS;
D O I
10.1016/j.jag.2021.102419
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Coastal marine ecosystems ensure fundamental hydro-ecological functions and support high levels of biodiversity, besides being an important resource for local populations. These biocenosis have been increasingly threatened by human pressures (e.g. pollution, overfishing) along with climate change, which may have a dramatic impact on them. The National Park of Banc d'Arguin (PNBA) in Mauritania, one of the biggest parks in Western Africa, is a RAMSAR zone (classified by UNESCO since 1989) that plays a major role in (i) the maintenance of marine biocenosis, (ii) the protection of the ecosystems and (iii) the sequestration of carbon dioxide. Ecosystem databases and associated maps of the PNBA are out of date and limited to the southern and central parts of the park: updating is thus needed. In this paper, a supervised Support Vector Machine (SVM) was deployed using high-resolution images from Sentinel-2 combined with field data to map marine biocenosis of the PNBA. The results highlight that Sentinel-2 shows good classification accuracy for mapping marine biocenosis (>80% overall accuracy and a kappa index of 0.75), including seagrass beds. Also, the use of high-resolution sensors like SPOT-6 (1.5 m pixels) can overcome the limitations of Sentinel-2 (10 m pixels) when it comes to detecting small ecosystems distributed in patches. The use of freely-downloadable Sentinel-2 data, processed using geoinformatic freeware, make the methodology reproducible, affordable and easily transferable to local actors of biodiversity conservation for long term usage.
引用
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页数:16
相关论文
共 103 条
  • [1] Large-Scale Retrieval of Coloured Dissolved Organic Matter in Northern Lakes Using Sentinel-2 Data
    Al-Kharusi, Enass Said
    Tenenbaum, David E.
    Abdi, Abdulhakim M.
    Kutser, Tiit
    Karlsson, Jan
    Bergstrom, Ann-Kristin
    Berggren, Martin
    [J]. REMOTE SENSING, 2020, 12 (01)
  • [2] MAPPING OF THE SEAGRASS COVER ALONG THE MEDITERRANEAN COAST OF TURKEY USING LANDSAT 8 OLI IMAGES
    Bakirman, T.
    Gumusay, M. U.
    Tuney, I.
    [J]. XXIII ISPRS CONGRESS, COMMISSION VIII, 2016, 41 (B8): : 1103 - 1105
  • [3] 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
  • [4] Barnett A., 2013, THESIS U ROCHELLE, P360
  • [5] Improved red-edge chlorophyll-a detection for Sentinel 2
    Bramich, James
    Bolch, Christopher J. S.
    Fischer, Andrew
    [J]. ECOLOGICAL INDICATORS, 2021, 120
  • [6] Towards Routine Mapping of Shallow Bathymetry in Environments with Variable Turbidity: Contribution of Sentinel-2A/B Satellites Mission
    Caballero, Isabel
    Stumpf, Richard P.
    [J]. REMOTE SENSING, 2020, 12 (03)
  • [7] A nearshore model to investigate the effects of seagrass bed geometry on wave attenuation and suspended sediment transport
    Chen, Shih-Nan
    Sanford, Lawrence P.
    Koch, Evamaria W.
    Shi, Fengyan
    North, Elizabeth W.
    [J]. ESTUARIES AND COASTS, 2007, 30 (02) : 296 - 310
  • [8] A COEFFICIENT OF AGREEMENT FOR NOMINAL SCALES
    COHEN, J
    [J]. EDUCATIONAL AND PSYCHOLOGICAL MEASUREMENT, 1960, 20 (01) : 37 - 46
  • [9] The Biodiversity of the Mediterranean Sea: Estimates, Patterns, and Threats
    Coll, Marta
    Piroddi, Chiara
    Steenbeek, Jeroen
    Kaschner, Kristin
    Lasram, Frida Ben Rais
    Aguzzi, Jacopo
    Ballesteros, Enric
    Bianchi, Carlo Nike
    Corbera, Jordi
    Dailianis, Thanos
    Danovaro, Roberto
    Estrada, Marta
    Froglia, Carlo
    Galil, Bella S.
    Gasol, Josep M.
    Gertwagen, Ruthy
    Gil, Joao
    Guilhaumon, Francois
    Kesner-Reyes, Kathleen
    Kitsos, Miltiadis-Spyridon
    Koukouras, Athanasios
    Lampadariou, Nikolaos
    Laxamana, Elijah
    Lopez-Fe de la Cuadra, Carlos M.
    Lotze, Heike K.
    Martin, Daniel
    Mouillot, David
    Oro, Daniel
    Raicevich, Sasa
    Rius-Barile, Josephine
    Ignacio Saiz-Salinas, Jose
    San Vicente, Carles
    Somot, Samuel
    Templado, Jose
    Turon, Xavier
    Vafidis, Dimitris
    Villanueva, Roger
    Voultsiadou, Eleni
    [J]. PLOS ONE, 2010, 5 (08):
  • [10] Congalton R.G., 2019, Assessing the Accuracy of Remotely Sensed Data: Principles and Practices