Comparison of satellite reflectance algorithms for estimating chlorophyll-a in a temperate reservoir using coincident hyperspectral aircraft imagery and dense coincident surface observations

被引:110
作者
Beck, Richard [1 ]
Zhan, Shengan [1 ]
Liu, Hongxing [1 ]
Tong, Susanna [1 ]
Yang, Bo [1 ]
Xu, Min [1 ]
Ye, Zhaoxia [1 ]
Huang, Yan [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 ]
Nietch, Christopher [5 ]
Macke, Dana [5 ]
Martin, Mark [6 ]
Stillings, Garrett [6 ]
Stump, Richard [6 ]
Su, Haibin [7 ]
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] US EPA, Cincinnati, OH 45268 USA
[6] Kentucky Dept Environm Protect, Div Water, Frankfort, KY 40601 USA
[7] Texas A&M Kingsville, Dept Phys & Geosci, Kingsville, TX 78363 USA
关键词
Chlorophyll-a; Algal bloom; Harmful algal bloom; Algorithm; Satellite; Hyperspectral; Multispectral; TURBID PRODUCTIVE WATERS; REMOTE-SENSING METHODS; THEMATIC MAPPER; ALGAL CHLOROPHYLL; INLAND WATERS; 700; NM; QUALITY; LAKE; BLOOMS; CLASSIFICATION;
D O I
10.1016/j.rse.2016.03.002
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We compared 10 established and 2 new satellite reflectance algorithms for estimating chlorophyll-a (Chl-a) in a temperate reservoir in southwest Ohio using coincident hyperspectral aircraft imagery and dense coincident surface observations collected within 1 h of image acquisition to develop simple proxies for algal blooms in water bodies sensitive to algal blooms (especially toxic or harmful algal blooms (HABs)) and to facilitate portability between multispectral satellite imagers for regional algal bloom monitoring. All algorithms were compared with narrow band hyperspectral aircraft images. These images were subsequently upscaled spectrally and spatially to simulate 5 current and near future satellite imaging systems. Established and new Chl-a algorithms were then applied to the synthetic satellite images and compared to coincident surface observations of Chl-a collected from 44 sites within 1 h of aircraft acquisition of the imagery. We found several promising algorithm/satellite imager combinations for routine Chl-a estimation in smaller inland water bodies with operational and near-future satellite systems. The CI, MCI, FLH, NDCI, 2BDA and 3 BDA Chl-a algorithms worked well with CASI imagery. The NDCI, 2BDA, and 3BDA Chl-a algorithms worked well with simulated WorldView-2 and 3, Sentinel-2, and MERIS-like imagery. NDCI was the most widely applicable Chl-a algorithm with good performance for CASI, WorldView 2 and 3, Sentinel-2 and MERIS-like imagery and limited performance with MODIS imagery. A new fluorescence line height "greenness" algorithm yielded the best Chl-a estimates with simulated Landsat-8 imagery. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:15 / 30
页数:16
相关论文
共 78 条
  • [61] Extending satellite remote sensing to local scales: land and water resource monitoring using high-resolution imagery
    Sawaya, KE
    Olmanson, LG
    Heinert, NJ
    Brezonik, PL
    Bauer, ME
    [J]. REMOTE SENSING OF ENVIRONMENT, 2003, 88 (1-2) : 144 - 156
  • [62] Schalles J.F., 1997, Proceedings of the Fourth International Conference on Remote Sensing of Marine and Coastal Environments, V1, P247
  • [63] Schlapfer D., 1999, NASA AVIRIS WORKSHOP, V53, P1
  • [64] Schlapfer D, 2002, 5 AIRB REM SENS C EX
  • [65] Satellite Remote Sensing of Harmful Algal Blooms (HABs) and a Potential Synthesized Framework
    Shen, Li
    Xu, Huiping
    Guo, Xulin
    [J]. SENSORS, 2012, 12 (06) : 7778 - 7803
  • [66] Stumpf R.P., 2005, Remote sensing of coastal aquatic environments, P277
  • [67] Interannual Variability of Cyanobacterial Blooms in Lake Erie
    Stumpf, Richard P.
    Wynne, Timothy T.
    Baker, David B.
    Fahnenstiel, Gary L.
    [J]. PLOS ONE, 2012, 7 (08):
  • [68] Effects of spectrometer band pass, sampling, and signal-to-noise ratio on spectral identification using the Tetracorder algorithm
    Swayze, GA
    Clark, RN
    Goetz, AFH
    Chrien, TG
    Gorelick, NS
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-PLANETS, 2003, 108 (E9)
  • [69] Lake water quality monitoring using hyperspectral airborne data - a semlempirical multisensor and multitemporal approach for the Mecklenburg Lake District, Germany
    Thiemann, S
    Kaufmann, H
    [J]. REMOTE SENSING OF ENVIRONMENT, 2002, 81 (2-3) : 228 - 237
  • [70] Thonfeld F., 2012, PROC SENTINEL 2 PREP