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Using the Coastal Salinity Index and predicted streamflow to forecast SC blue crab landings Michael Childress Clemson University Dan Tufford University of South Carolina Junyu Lu University of South Carolina Greg Carbone University


  1. Using the Coastal Salinity Index and predicted streamflow to forecast SC blue crab landings Michael Childress – Clemson University Dan Tufford – University of South Carolina Junyu Lu – University of South Carolina Greg Carbone – University of South Carolina Paul Conrads – USGS South Atlantic Water Science Center

  2. Year lag = 0 r 2 = 0.089 p = 0.048 Childress 2010 SCWRC

  3. Year lag = 1 r 2 = 0.108 p = 0.026 Childress 2010 SCWRC

  4. Year lag = 2 r 2 = 0.177 p = 0.005 Childress 2010 SCWRC

  5. Year lag = 3 r 2 = 0.217 p = 0.002 Childress 2010 SCWRC

  6. Normal Conditions Drought Conditions Salinity

  7. Questions • How does drought impact blue crabs? • Can we forecast future droughts? • Can we use drought forecasts to predict crab landings in South Carolina? • Can we use the Coastal Salinity Index to forecast US blue crab landings?

  8. Questions • How does drought impact blue crabs? • Can we forecast future droughts? • Can we use drought forecasts to predict crab landings in South Carolina? • Can we use the Coastal Salinity Index to forecast US blue crab landings?

  9. Fishery Boundary ACE Basin NERR Childress and Parmenter 2012 SCWRC

  10. Water Quality Disease Crab Density Predation

  11. 40 20% Salinity Disease 18% 35 16% Disease Prevalence (%) 30 Median Salinity (psu) 14% 25 12% 20 Ashepoo 10% Ashepoo 8% Combahee Combahee 15 6% Edisto Edisto 10 4% 5 2% 0 0% 1 2 3 4 5 6 7 8 9 1 2 3 4 5 6 7 8 9 Station Station 450 80% Crab Abundance Predation 400 70% 350 60% Juvenile Eaten (%) 300 Crab Number 50% 250 Ashepoo 40% Ashepoo 200 Combahee Combahee 30% 150 Edisto Edisto 20% 100 10% 50 0 0% 1 2 3 4 5 6 7 8 9 1 2 3 4 5 6 7 8 9 Station Station Childress and Parmenter 2012 SCWRC

  12. 250 Crab Forecast 200 Crab Number 150 Ashepoo 100 Combahee Edisto 50 Observed ARIMA Forecast 0 J S DM J S DM J S DM J S DM J S DM J S DM J S DM Month (quarterly) Childress and Parmenter 2012 SCWRC

  13. Drought Negative interaction Positive interaction Inflow pH Salinity Temperature Oxygen Settlement Survival Predation Disease Abundance Fish Effort Landings Childress 2014 SCWRC

  14. SCBCRABS Individual Based Model Childress 2014 SCWRC

  15. Questions • How does drought impact blue crabs? • Can we forecast future droughts? • Can we use drought forecasts to predict crab landings in South Carolina? • Can we use the Coastal Salinity Index to forecast US blue crab landings?

  16. Drought Forecasting IPCC 2013

  17. Drought Forecasting Precipitation Evaporation P-E Seager et al. 2009 J Climate

  18. Edisto River OpenNSPECT Model • Nonpoint Source Pollution and Erosion Comparison Tool – GIS-based – Estimates surface runoff – Land use from C-CAP – Soils from NRCS – Precipitation from GCMs (KMNI) using CMIP 5 – Monthly precipitation from 2011-2030 Tufford, Carbone, Lu AWRA 2015

  19. Edisto River OpenNSPECT Model Tufford, Carbone, Lu AWRA 2015

  20. Questions • How does drought impact blue crabs? • Can we forecast future droughts? • Can we use drought forecasts to predict crab landings in South Carolina? • Can we use the Coastal Salinity Index to forecast US blue crab landings?

  21. SCBCRABS Flow Input USGS station 02175000

  22. SCBCRABS Landings Output

  23. SCBCRABS Landings Output

  24. Questions • How does drought impact blue crabs? • Can we forecast future droughts? • Can we use drought forecasts to predict crab landings in South Carolina? • Can we use the Coastal Salinity Index to forecast US blue crab landings?

  25. Coastal Salinity Index (CSI) Conrads USGS SAWSC http://sc.water.usgs.gov/drought/coastal-drought/figures-large/Figure3.png

  26. Coastal Salinity Index (CSI) Conrads USGS SAWSC http://sc.water.usgs.gov/drought/coastal-drought/figures-large/Figure5.png

  27. Coastal Salinity Index (CSI) Waccamaw River Little Back River

  28. Coastal Salinity Index (CSI) Year lag = 0 r 2 = -0.007 p = 0.367 r 2 = 0.138 p = 0.059

  29. Coastal Salinity Index (CSI) Year lag = 1 r 2 = 0.031 p = 0.218 r 2 = 0.183 p = 0.034

  30. Coastal Salinity Index (CSI) Year lag = 2 r 2 = 0.022 p = 0.247 r 2 = 0.304 p = 0.006

  31. Coastal Salinity Index (CSI) Year lag = 3 r 2 = 0.157 p = 0.051 r 2 = 0.386 p = 0.002

  32. Coastal Salinity Index (CSI) Year lag = 3 r 2 = 0.386 p = 0.002 Landings = CSI t-3 * 0.6989 + 4.845

  33. CSI Predicts SC Crab Landings

  34. Coastal Salinity Index (CSI) Landings (million lbs) = 0.6989 * CSI t-3 + 4.8451 SC Landings 2016 = 5.25 (4.73-5.72) Colton et al. 2013 Fisheries & Oceanography

  35. Conclusions • How does drought impact blue crabs? – Increases disease and metabolic costs of migration • Can we forecast future droughts? – Not specifically, but high degree of future occurrence • Can we use drought forecasts to predict crab landings in South Carolina? – Yes, IBM model can forecast landings trends • Can we use the Coastal Salinity Index to forecast US blue crab landings? – Yes, allows for extrapolation to other estuaries

  36. Acknowledgements • Funding – NOAA-UCAR Subaward Z14-15056 – SC Sea Grant R/CF-10 & R/CF-15 – NERR Graduate Research Fellowship – Clemson Research Incentive Fund • Collaboration – Clemson – M Ptacek – ACE Basin NERR – A Segars, J Leffler – SC DNR – D Whittaker, L DeLancey, A Fowler – CISA – D Tufford, G Carbone, J Lu – USGS – P Conrads • Field assistants – K Parmenter – K Smith – Conservation of Marine Resources Team

  37. Questions?

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