This study developed satellite remote sensing models to detect cyanobacterial blooms via chlorophyll a in Lake Champlain. Landsat Enhanced Thematic Mapper Plus data was used to retrieve chlorophyll a concentrations, phytoplankton, and cyanobacteria biovolume by calibrating and validating with coincident observation data. Correlation analysis results showed that band 2 (green band) and the band ratio of 2/1 (green/blue) were most highly correlated to chlorophyll a concentration (r = 0.76 and 0.82, respectively). Multiple regression results identified band 2 and 3 (red), and band ratio of 2/1 and 3/1 (red/blue) as critical information to estimate chlorophyll a concentrations. The regression models accounted for 72 to 83% of the variability in chlorophyll a observations, allowing for estimates of phytoplankton and cyanobacteria levels in the lake. Satellite image processing results successfully showed the temporal and spatial distribution of chlorophyll a, phytoplankton, and cyanobacteria in the lake. This information can be used to evaluate the effect of pollution sources and weather conditions, and assist decision making for water management.
机构:
Michigan Technol Univ, Michigan Tech Res Inst, 3600 Green Ct,Ste 100, Ann Arbor, MI 48105 USAMichigan Technol Univ, Michigan Tech Res Inst, 3600 Green Ct,Ste 100, Ann Arbor, MI 48105 USA
Shuchman, Robert
Binding, Caren
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Environm & Climate Change Canada, Canada Ctr Inland Waters, 867 Lakeshore Rd, Burlington, ON L7S1A1, CanadaMichigan Technol Univ, Michigan Tech Res Inst, 3600 Green Ct,Ste 100, Ann Arbor, MI 48105 USA
Binding, Caren
Leshkevich, George
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NOAAA, Great Lakes Environm Res Lab, 4840 South State Rd, Ann Arbor, MI 48108 USAMichigan Technol Univ, Michigan Tech Res Inst, 3600 Green Ct,Ste 100, Ann Arbor, MI 48105 USA
Leshkevich, George
Ortiz, Joseph
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Kent State Univ, Dept Geol, 221 McGilvrey Hall, Kent, OH 44242 USAMichigan Technol Univ, Michigan Tech Res Inst, 3600 Green Ct,Ste 100, Ann Arbor, MI 48105 USA