Mapping cladophora and other submerged aquatic vegetation in the Great Lakes using satellite imagery
Under EPA GLRI funding, the Michigan Tech team has developed and verified a remote sensing algorithm to map the extent of Cladophora and other submerged aquatic vegetation (SAV) in the nearshore zone of the Great Lakes using an index that corrects for the effect of water depth. With this algorithm, maps of SAV were generated from recent Landsat satellite imagery for all areas of the lower four Great Lakes that are shallow enough to detect the lake bottom. The area mapped varies depending on water clarity, with maximum mapping depth ranging from >20 m in Lake Michigan to 7 m in Lake Erie. The maps show that 28%, 15%, 30%, and 40% of the visible bottom of Lakes Michigan, Huron, Erie and Ontario, respectively, are colonized by SAV. The total mapped area of SAV is estimated to represent between 130,000 and 260,000 metric tonnes dry weight based on published biomass density measurements. This new mapping approach was validated using field data for an overall map accuracy of 83%. The archive of Landsat imagery dating back to 1973 was also utilized to document historic changes in SAV extent and water clarity, showing increases in SAV extent in most areas following the introduction of invasive mussels. The time series analyses also captured the observed increases in water clarity in all four lakes. Overall, the effects of invasive zebra and quagga mussels on water clarity and phosphorus availability in the Lakes are enabling benthic vegetation to grow more densely and in deeper water than was previously possible, resulting in nuisance blooms even in areas without strong point sources of nutrients. These new maps will support Cladophora management efforts and help to prioritize areas for nutrient abatement programs.
Lake Michigan: State of the Lake, Great Lakes Beach Association Conference 2013
Mapping cladophora and other submerged aquatic vegetation in the Great Lakes using satellite imagery.
Lake Michigan: State of the Lake, Great Lakes Beach Association Conference 2013,
Retrieved from: http://digitalcommons.mtu.edu/mtri_p/124