Measurement of Cyanobacterial Bloom Magnitude using Satellite Remote Sensing

被引:96
作者
Mishra, Sachidananda [1 ,2 ]
Stumpf, Richard P. [2 ]
Schaeffer, Blake A. [3 ]
Werdell, P. Jeremy [4 ]
Loftin, Keith A. [5 ]
Meredith, Andrew [1 ,2 ]
机构
[1] Consolidated Safety Serv Inc, Fairfax, VA 22030 USA
[2] NOAA, Natl Ctr Coastal Ocean Sci, Silver Spring, MD 20910 USA
[3] US EPA, Off Res & Dev, Durham, NC 27709 USA
[4] NASA, Ocean Ecol Lab, Goddard Space Flight Ctr, Greenbelt, MD 20771 USA
[5] US Geol Survey, Organ Chem Res Lab, Kansas Water Sci Ctr, Lawrence, KS 66049 USA
关键词
WESTERN LAKE-ERIE; ALGAL BLOOM; GLOBAL EXPANSION; CLIMATE-CHANGE; INLAND WATERS; TIME-SERIES; CHLOROPHYLL; DYNAMICS; MODIS; FRAMEWORK;
D O I
10.1038/s41598-019-54453-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Cyanobacterial harmful algal blooms (cyanoHABs) are a serious environmental, water quality and public health issue worldwide because of their ability to form dense biomass and produce toxins. Models and algorithms have been developed to detect and quantify cyanoHABs biomass using remotely sensed data but not for quantifying bloom magnitude, information that would guide water quality management decisions. We propose a method to quantify seasonal and annual cyanoHAB magnitude in lakes and reservoirs. The magnitude is the spatiotemporal mean of weekly or biweekly maximum cyanobacteria biomass for the season or year. CyanoHAB biomass is quantified using a standard reflectance spectral shape-based algorithm that uses data from Medium Resolution Imaging Spectrometer (MERIS). We demonstrate the method to quantify annual and seasonal cyanoHAB magnitude in Florida and Ohio (USA) respectively during 2003-2011 and rank the lakes based on median magnitude over the study period. The new method can be applied to Sentinel-3 Ocean Land Color Imager (OLCI) data for assessment of cyanoHABs and the change over time, even with issues such as variable data acquisition frequency or sensor calibration uncertainties between satellites. CyanoHAB magnitude can support monitoring and management decision-making for recreational and drinking water sources.
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页数:17
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