Using a Spatially Explicit Crocodile Population Model to Predict Potential Impacts of Sea Level Rise and Everglades Restoration Alternatives Tim Green, Daniel Slone, Michael Cherkiss, Frank Mazzotti, Eric Swain, Kenneth Rice Supported by USGS Greater Everglades Priority Ecosystems Science (GEPES)
As part of the USGS Priority Ecosystems Science (PES) initiative, we integrated regional hydrology models with American Crocodile (Crocodylus acutus) research and monitoring data to model the impact of potential CERP restoration efforts and sea level rise on the American Crocodile population in the United States. NEST LOCATIONS EASTING NORTHING YEAR FATE Sugarloaf Key (Hibiscus Lane) 443992 2724750 2008 Failed Sugarloaf Key (Hibiscus Lane) 443992 2724750 2008 Human Destroyed Highlands Beach 481706 2817719 2006 Depredated North West Cape 482833 2789520 2004 Depredated Middle Cape Sable 485770 2782696 2008 Successful Middle Cape 485773 2782635 2007 Depredated Middle Cape Sable 485780 2782545 2008 Successful Middle Cape Sable 485788 2782844 2008 Successful Middle Cape 485789 2782943 2006 Depredated
Crocodiles are an indicator of the ecological condition of mangrove estuaries due to their reliance upon estuarine environments characterized by low salinity and adequate freshwater inflow Restoration efforts will cause changes to salinity levels throughout the habitat of the American crocodile and the response to these restoration efforts will provide a quantifiable measure of restoration success
CERP Restoration will likely be impacted by sea level rise Rising sea levels will likely increase salinity within crocodile habitat and submerge historic nesting habitat
Habitat Map: Based on A Natural History Based Model of Potential Habitat for the American Crocodile (Mazzotti et al., 2006) Model Input and Structure
Hydrology Model Tides and Inflows in the Mangroves of the Everglades (TIME) Application of the Flow and Transport in a Linked Overland/Aquifer Density Dependent System (FTLOADDS) Salinity Depth Capability to link to the SFWMM (South Florida Water Management Model), the primary regional tool used to assess Everglades restoration scenarios.
Model Parameters: Growth and Survival Adapted from an American Crocodile Habitat Suitability Index Maximum hatchling and juvenile survival when salinity is less than 20 ppt Maximum mortality when salinity is greater than 40 ppt. Growth rates are greatest on dry flats and in shallow water where prey is most concentrated
Within the model, growth rates determine the percentage of crocodiles that advance to the next stage of development Hatchlings that grow rapidly within the first four months have a much greater chance of survival
Spatially Explicit Stage-based Population Model Interactions between crocodile growth, survival, hydrology, and habitat 3-D matrix records the density of each crocodile stage in each 500 x 500m spatial location on a daily basis Habitat Hatchlings x 1 Salinity Juveniles x 2 Subadults x 4 Depth Adults x 10 male and female Evaluate environmental effects on each life stage and predict spatial density patterns and relative changes in population size
Density-dependent Interactions Aggressive interactions between crocodiles of different size classes regulate population growth When density becomes too large adult crocodiles kill younger crocodiles.
Dispersal Crocodiles disperse toward areas with low salinities and shallow water depths Disperse daily except in winter when temperatures are cooler Rate is different for each age class depth salinity habitat Dispersal kernel
Reproduction and Female Dispersal During the nesting season the majority of females move toward and stay around nesting habitat Females disperse toward nesting locations irrespective of salinity or water depth Once eggs hatch females disperse back toward more favorable habitat.
Hatchling Dispersal Hatchlings born on shoreline nests far from nursery habitat spend more time in unfavorable conditions Reaching a critical mass within the first four months helps hatchlings survive during the cooler dry season when dispersal is limited, growth is minimal, predators are concentrated, and salinity is higher 0 1,000 2,000 4,000 6,000 8,000 Meters
Model Output Percent Change Between CERP Scenarios R158 1 foot SLR 2 foot SLR Cerp0 Cerp2050 CERP Scenario A (1996-2002) (1996-2002) (1996-2002) (1996-2000) (1996 2000) (2007 2051) Percent Change 5 0-5 -10-15 -20-25 % change Cerp0 to Cerp2050 % change R158 to 1 ft % change R158 to 2 ft -30 0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 Years
Sum of All Crocodile Stages: Percent Change between CERP0 and CERP2050 after 10 years CERP0 CERP2050
Sum of All Crocodile Stages: Percent Change between CERP0 and CERP2050 after 25 years CERP0 CERP2050
Sum of All Crocodile Stages: 10 years of Sea Level Rise R158 % Change with 1 foot SLR 1 foot SLR 2 foot SLR % Change with 2 foot SLR
Sum of All Crocodile Stages: 25 years of Sea Level Rise R158 % Change with 1 foot SLR 1 foot SLR 2 foot SLR % Change with 2 foot SLR
Sum of All Crocodile Stages: 50 years of Sea Level Rise R158 % Change with 1 foot SLR 1 foot SLR 2 foot SLR % Change with 2 foot SLR
CERP Scenario A Full CERP implementation by 2025 with sea level rising linearly to 60 cm by 2047 10 5 Percent Change 0-5 -10-15 -20-25 -30 % Change Scenario A % Change 1 ft SLR % Change 2 ft SLR 2008 2010 2012 2014 2016 2018 2020 2022 2024 2026 2028 2030 2032 2034 2036 2038 2040 2042 2044 2046 2048 2050 Year
2 foot SLR without Restoration (2051) Scenario A: SLR with Restoration (2051)
West Lake / Northeast Florida Bay
West Lake / Northeast Florida Bay Scenario A with 2 ft SLR
1 foot SLR without restoration 2 foot SLR without restoration Scenario A: CERP Restoration with 2 foot SLR (2051)
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