Recent changes in cyanobacteria algal bloom magnitude in large lakes across the contiguous United States

被引:11
作者
Mishra, Sachidananda [1 ,2 ]
Stumpf, Richard P. [2 ]
Schaeffer, Blake A. [3 ]
Werdell, Jeremy [4 ]
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 Goddard Space Flight Ctr, Ocean Ecol Lab, Greenbelt, MD 20771 USA
关键词
CyanoHABs; Lacustrine algal blooms; Satellite; Remote sensing; ERIE; CHLOROPHYLL; PHOSPHORUS; REGRESSION; PATTERNS; CLIMATE; IMAGERY; HEALTH; WATERS;
D O I
10.1016/j.scitotenv.2023.165253
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Cyanobacterial blooms in inland lakes produce large quantities of biomass that impact drinking water systems, recreation, and tourism and may produce toxins that can adversely affect public health. This study analyzed nine years of satellite-derived bloom records and compared how the bloom magnitude has changed from 2008-2011 to 2016-2020 in 1881 of the largest lakes across the contiguous United States (CONUS). We determined bloom magnitude each year as the spatio-temporal mean cyanobacteria biomass from May to October and in concentrations of chlorophyll-a. We found that bloom magnitude decreased in 465 (25 %) lakes in the 2016-2020 period. Conversely, there was an increase in bloom magnitude in only 81 lakes (4 %). Bloom magnitude either didn't change, or the observed change was in the uncertainty range in the majority of the lakes (n = 1335, 71 %). Above-normal wetness and normal or below-normal maximum temperature over the warm season may have caused the decrease in bloom magnitude in the eastern part of the CONUS in recent years. On the other hand, a hotter and dryer warm season in the western CONUS may have created an environment for increased algal biomass. While more lakes saw a decrease in bloom magnitude, the pattern was not monotonic over the CONUS. The variations in temporal changes in bloom magnitude within and across climatic regions depend on the interactions between land use land cover (LULC) and physical factors such as temperature and precipitation. Despite expectations suggested by recent global studies, bloom magnitude has not increased in larger US lakes over this time period.
引用
收藏
页数:13
相关论文
共 72 条
[1]  
Ansko I., 2015, MERIS VALIDATION ALG
[2]   Trends in Extreme Rainfall Frequency in the Contiguous United States: Attribution to Climate Change and Climate Variability Modes [J].
Armal, Saman ;
Devineni, Naresh ;
Khanbilvardi, Reza .
JOURNAL OF CLIMATE, 2018, 31 (01) :369-385
[3]   Phosphorus loading to Lake Erie from the Maumee, Sandusky and Cuyahoga rivers: The importance of bioavailability [J].
Baker, D. B. ;
Confesor, R. ;
Ewing, D. E. ;
Johnson, L. T. ;
Kramer, J. W. ;
Merryfield, B. J. .
JOURNAL OF GREAT LAKES RESEARCH, 2014, 40 (03) :502-517
[4]   Are Harmful Algal Blooms Becoming the Greatest Inland Water Quality Threat to Public Health and Aquatic Ecosystems? [J].
Brooks, Bryan W. ;
Lazorchak, James M. ;
Howard, Meredith D. A. ;
Johnson, Mari-Vaughn V. ;
Morton, Steve L. ;
Perkins, Dawn A. K. ;
Reavie, Euan D. ;
Scott, Geoffrey I. ;
Smith, Stephanie A. ;
Steevens, Jeffery A. .
ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY, 2016, 35 (01) :6-13
[5]   Geographically weighted regression: A method for exploring spatial nonstationarity [J].
Brunsdon, C ;
Fotheringham, AS ;
Charlton, ME .
GEOGRAPHICAL ANALYSIS, 1996, 28 (04) :281-298
[6]   Geographically weighted summary statistics - a framework for localised exploratory data analysis [J].
Brunsdon, C. ;
Fotheringham, A.S. ;
Charlton, M. .
Computers, Environment and Urban Systems, 2002, 26 (06) :501-524
[7]   Human fatalities from cyanobacteria: Chemical and biological evidence for cyanotoxins [J].
Carmichael, WW ;
Azevedo, SMFO ;
An, JS ;
Molica, RJR ;
Jochimsen, EM ;
Lau, S ;
Rinehart, KL ;
Shaw, GR ;
Eaglesham, GK .
ENVIRONMENTAL HEALTH PERSPECTIVES, 2001, 109 (07) :663-668
[8]   Selecting critical features for data classification based on machine learning methods [J].
Chen, Rung-Ching ;
Dewi, Christine ;
Huang, Su-Wen ;
Caraka, Rezzy Eko .
JOURNAL OF BIG DATA, 2020, 7 (01)
[9]   Satellite monitoring of cyanobacterial harmful algal bloom frequency in recreational waters and drinking water sources [J].
Clark, John M. ;
Schaeffer, Blake A. ;
Darling, John A. ;
Urquhart, Erin A. ;
Johnston, John M. ;
Ignatius, Amber R. ;
Myer, Mark H. ;
Loftin, Keith A. ;
Werdell, P. Jeremy ;
Stumpf, Richard P. .
ECOLOGICAL INDICATORS, 2017, 80 :84-95
[10]   Satellite remote sensing to assess cyanobacterial bloom frequency across the United States at multiple spatial scales [J].
Coffer, Megan M. ;
Schaeffer, Blake A. ;
Salls, Wilson B. ;
Urquhart, Erin ;
Loftin, Keith A. ;
Stumpf, Richard P. ;
Werdell, P. Jeremy ;
Darling, John A. .
ECOLOGICAL INDICATORS, 2021, 128