Comparison of Satellite Reflectance Algorithms for Estimating Phycocyanin Values and Cyanobacterial Total Biovolume in a Temperate Reservoir Using Coincident Hyperspectral Aircraft Imagery and Dense Coincident Surface Observations

被引:40
作者
Beck, Richard [1 ]
Xu, Min [1 ]
Zhan, Shengan [1 ]
Liu, Hongxing [1 ]
Johansen, Richard A. [1 ]
Tong, Susanna [1 ]
Yang, Bo [1 ]
Shu, Song [1 ]
Wu, Qiusheng [1 ]
Wang, Shujie [1 ]
Berling, Kevin [1 ]
Murray, Andrew [1 ]
Emery, Erich [2 ]
Reif, Molly [3 ]
Harwood, Joseph [3 ]
Young, Jade [4 ]
Martin, Mark [5 ]
Stillings, Garrett [5 ]
Stumpf, Richard [6 ]
Su, Haibin [7 ]
Ye, Zhaoxia [8 ]
Huang, Yan [9 ]
机构
[1] Univ Cincinnati, Dept Geog, Cincinnati, OH 45221 USA
[2] US Army Corps Engineers, Great Lakes & Ohio River Div, Cincinnati, OH 45202 USA
[3] US Army Corps Engineers, ERDC, JALBTCX, Kiln, MS 39556 USA
[4] US Army Corps Engineers, Water Qual, Louisville, KY 40202 USA
[5] Kentucky Dept Environm Protect, Div Water, Frankfort, KY 40601 USA
[6] NOAA, Natl Ocean Serv, Silver Spring, MD 20910 USA
[7] Texas A&M Kingsville, Dept Phys & Geosci, Kingsville, TX 78363 USA
[8] Chinese Acad Sci, Xinjiang Inst Ecol & Geog, State Key Lab Desert & Oasis Ecol, Urumqi 830011, Peoples R China
[9] East China Normal Univ, Sch Geog Sci, Key Lab Geog Informat Sci, Shanghai 200241, Peoples R China
来源
REMOTE SENSING | 2017年 / 9卷 / 06期
关键词
cyanobacteria; total biovolume; blue-green algae; BGA; phycocyanin; algal bloom; harmful algal bloom; algorithm; aircraft; satellite; hyperspectral; multispectral; coincident surface observations; REMOTE-SENSING REFLECTANCE; CHLOROPHYLL-A CONCENTRATION; INLAND WATERS; BLOOMS; LAKE; PATTERNS; PIGMENTS; QUALITY; BIOMASS; MODEL;
D O I
10.3390/rs9060538
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We analyzed 27 established and new simple and therefore perhaps portable satellite phycocyanin pigment reflectance algorithms for estimating cyanobacterial values in a temperate 8.9 km(2) reservoir in southwest Ohio using coincident hyperspectral aircraft imagery and dense coincident water surface observations collected from 44 sites within 1 h of image acquisition. The algorithms were adapted to real Compact Airborne Spectrographic Imager (CASI), synthetic WorldView-2, Sentinel-2, Landsat-8, MODIS and Sentinel-3/MERIS/OLCI imagery resulting in 184 variants and corresponding image products. Image products were compared to the cyanobacterial coincident surface observation measurements to identify groups of promising algorithms for operational algal bloom monitoring. Several of the algorithms were found useful for estimating phycocyanin values with each sensor type except MODIS in this small lake. In situ phycocyanin measurements correlated strongly (r(2) = 0.757) with cyanobacterial sum of total biovolume (CSTB) allowing us to estimate both phycocyanin values and CSTB for all of the satellites considered except MODIS in this situation.
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页数:30
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