Estimating Organic and Inorganic Part of Suspended Solids from Sentinel 2 in Different Inland Waters

被引:12
作者
Alvado, Barbara [1 ]
Soria-Perpinya, Xavier [1 ]
Vicente, Eduardo [2 ]
Delegido, Jesus [1 ]
Urrego, Patricia [1 ]
Ruiz-Verdu, Antonio [1 ]
Soria, Juan Miguel [2 ]
Moreno, Jose [1 ]
机构
[1] Univ Valencia, Image Proc Lab IPL, Valencia 46980, Spain
[2] Univ Valencia, Cavanilles Inst Biodivers & Evolutionary Biol ICB, Valencia 46980, Spain
关键词
total suspended matter (TSM); particulate organic matter (POM); particulate inorganic matter (PIM); remote sensing; sentinel; 2; MSI; water quality; lentic inland waters; wetlands; CHLOROPHYLL-A; MATTER CONCENTRATIONS; TURBID WATERS; EBRO RIVER; REMOTE; SEDIMENT; LAKE; REFLECTANCE; ALGORITHMS; QUALITY;
D O I
10.3390/w13182453
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Inland waters are very sensitive ecosystems that are mainly affected by pressures and impacts within their watersheds. One of water's dominant constituents is the suspended particulate matter that affects the optical properties of water bodies and can be detected from remote sensors. It is important to know their composition since the ecological role they play in water bodies depends on whether they are mostly organic compounds (phytoplankton, decomposition of plant matter, etc.) or inorganic compounds (silt, clay, etc.). Nowadays, the European Space Agency Sentinel-2 mission has outstanding characteristics for measuring inland waters' biophysical variables. This work developed algorithms that can estimate the total concentration of suspended matter (TSM), differentiating organic from inorganic fractions, through the combined use of Sentinel-2 images with an extensive database obtained from reservoirs, lakes and marshes within eastern zones of the Iberian Peninsula. For this, information from 121 georeferenced samples collected throughout 40 field campaigns over a 4-year period was used. All possible two-band combinations were obtained and correlated with the biophysical variables by fitting linear regression between the field data and bands combination. The results determined that only using bands 705 or 783 lead to the obtaining the amount of total suspended matter and their organic and inorganic fractions, with errors of 10.3%, 14.8% and 12.2%, respectively. Therefore, remote sensing provides information about total suspended matter dynamics and characteristics as well as its spatial and temporal variation, which would help to study its causes.
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页数:22
相关论文
共 79 条
  • [1] Bio-optical modelling combined with remote sensing to assess water quality
    Ammenberg, P
    Flink, P
    Lindell, T
    Pierson, D
    Strömbeck, N
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 2002, 23 (08) : 1621 - 1638
  • [2] Andreu J., 2013, DAT COLL SOC METH, P237, DOI 10.1007/978-94-007-6636-5_13
  • [3] APHA, 1998, STAND METH EX WAT WA, V20th
  • [4] Robust algorithm for estimating total suspended solids (TSS) in inland and nearshore coastal waters
    Balasubramanian, Sundarabalan, V
    Pahlevan, Nima
    Smith, Brandon
    Binding, Caren
    Schalles, John
    Loisel, Hubert
    Gurlin, Daniela
    Greb, Steven
    Alikas, Krista
    Randla, Mirjam
    Bunkei, Matsushita
    Moses, Wesley
    Ha Nguyen
    Lehmann, Moritz K.
    O'Donnell, David
    Ondrusek, Michael
    Han, Tai-Hyun
    Fichot, Cedric G.
    Moore, Tim
    Boss, Emmanuel
    [J]. REMOTE SENSING OF ENVIRONMENT, 2020, 246
  • [5] Reservoir-induced hydrological changes in the Ebro River basin (NE Spain)
    Batalla, RJ
    Gómez, CM
    Kondolf, GM
    [J]. JOURNAL OF HYDROLOGY, 2004, 290 (1-2) : 117 - 136
  • [6] Understanding the influence of suspended solids on water quality and aquatic biota
    Bilotta, G. S.
    Brazier, R. E.
    [J]. WATER RESEARCH, 2008, 42 (12) : 2849 - 2861
  • [7] Brockmann C., 2016, P LIV PLAN S PRAG CZ
  • [8] Multi-sensor analysis to study turbidity patterns in the Guadalquivir estuary
    Caballero, I
    Navarro, G.
    [J]. REVISTA DE TELEDETECCION, 2016, (46): : 1 - 17
  • [9] CHJ, 2009, CONF HIDR JUC
  • [10] Chuvieco E., 1996, FUNDAMENTOS TELEDETE, V3rd