NASA Logo

NTRS

NTRS - NASA Technical Reports Server

Back to Results
Satellites quantify the spatial extent of cyanobacterial blooms across the United States at multiple scalesPrevious studies indicate that cyanobacterial harmful algal bloom (cyanoHAB) frequency, extent, and magnitude have increased globally over the past few decades. However, little quantitative capability is available to assess these metrics of cyanoHABs across broad geographic scales and at regular intervals. Here, the spatial extent was quantified from a cyanobacteria algorithm applied to two European Space Agency satellite platforms—the MEdium Resolution Imaging Spectrometer (MERIS) onboard Envisat and the Ocean and Land Colour Instrument (OLCI) onboard Sentinel-3. CyanoHAB spatial extent was defined for each geographic area as the percentage of valid satellite pixels that exhibited cyanobacteria above the detection limit of the satellite sensor. This study quantified cyanoHAB spatial extent for over 2,000 large lakes and reservoirs across the contiguous United States (CONUS) during two time periods: 2008–2011 via MERIS and 2017–2020 via OLCI when cloud-, ice-, and snowfree imagery was available. Approximately 56% of resolvable lakes were glaciated, 13% were headwater, isolated, or terminal lakes, and the rest were primarily drainage lakes. Results were summarized at national-, regional-, state-, and lake-scales, where regions were defined as nine climate regions which represent climatically consistent states. As measured by satellite, changes in national cyanoHAB extent did have a strong increase of 6.9% from 2017 to 2020 (|Kendall’s tau (τ)| = 0.56; gamma (γ) = 2.87 years), but had negligible change (|τ| = 0.03) from 2008 to 2011. Two of the nine regions had moderate (0.3 ≤ |τ| < 0.5) increases in spatial extent from 2017 to 2020, and eight of nine regions had negligible (|τ| < 0.2) change from 2008 to 2011. Twelve states had a strong or moderate increase from 2017 to 2020 (|τ| ≥ 0.3), while only one state had a moderate increase and two states had a moderate decrease from 2008 to 2011. A decrease, or no change, in cyanoHAB spatial extent did not indicate a lack of issues related to cyanoHABs. Sensitivity results of randomly omitted daily CONUS scenes confirm that even with reduced data availability during a short four-year temporal assessment, the direction and strength of the changes in spatial extent remained consistent. We present the first set of national maps of lake cyanoHAB spatial extent across CONUS and demonstrate an approach for quantifying past and future changes at multiple spatial scales. Results presented here provide water quality managers information regarding current cyanoHAB spatial extent and quantify rates of change.
Document ID
20220008081
Acquisition Source
Goddard Space Flight Center
Document Type
Reprint (Version printed in journal)
Authors
Blake A. Schaeffer ORCID
(Environmental Protection Agency Washington D.C., District of Columbia, United States)
Erin Urquhart
(Science Systems and Applications (United States) Lanham, Maryland, United States)
Megan Coffer
(Oak Ridge National Laboratory Oak Ridge, Tennessee, United States)
Wilson Salls
(Environmental Protection Agency Washington D.C., District of Columbia, United States)
Richard P. Stumpf
(National Oceanic and Atmospheric Administration Washington D.C., District of Columbia, United States)
Keith A. Loftin
(United States Geological Survey Reston, Virginia, United States)
P. Jeremy Werdell
(Goddard Space Flight Center Greenbelt, Maryland, United States)
Date Acquired
May 24, 2022
Publication Date
May 20, 2022
Publication Information
Publication: Ecological Indicators
Publisher: Elsevier
Volume: 140
Issue: 108990
Issue Publication Date: July 1, 2022
ISSN: 1470-160X
URL: https://www.sciencedirect.com/science/article/pii/S1470160X22004617?via%3Dihub#s0085
Subject Category
Earth Resources And Remote Sensing
Funding Number(s)
OTHER: NASA Ocean Biology and Biogeochemistry Program/Applied Sciences Program
OTHER: U.S. Geological Survey Toxic Substances Hydrology Program
OTHER: Oak Ridge Institute for Science and Technology
Distribution Limits
Public
Copyright
Public Use Permitted.
Technical Review
External Peer Committee
Keywords
Harmful algal blooms
cyanobacteria
satellite remote sensing
water quality
lakes
spatial extent
No Preview Available