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Development of Multispecies Models of Fish Community Dynamics on Georges Bank

Development of Multispecies Models of Fish Community Dynamics on Georges Bank. William T. Stockhausen Michael J. Fogarty. Northeast Fisheries Science Center NOAA Fisheries Woods Hole, MA. Patterns of Fish Abundance on Georges Bank. Approach to Modeling. Construct energy flow models

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Development of Multispecies Models of Fish Community Dynamics on Georges Bank

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  1. Development of Multispecies Models of Fish Community Dynamics on Georges Bank William T. Stockhausen Michael J. Fogarty Northeast Fisheries Science Center NOAA Fisheries Woods Hole, MA

  2. Patterns of Fish Abundance on Georges Bank

  3. Approach to Modeling • Construct energy flow models • Network analysis • Static picture: assumed equilibrium, linear processes • Underlying dynamic processes recognized • Different time periods ↔ Different environmental conditions • Develop dynamic models • Represent change in the system • Accommodate nonlinear processes • Focus on components: • Take advantage of differences in connectivity within/between trophic levels

  4. Overlapping Data Requirements • Dynamic models: time series of • Abundance (biomass) for each species • Catch (biomass) for each species • Energy flow models: estimates of • Average production for species groups • Prod = Time-averaged biomass x P/B • Averaged consumption for species groups • Cons = Time-averaged biomass x C/B • Average total harvest for species groups

  5. Multispecies Production Models for the Fish Community • Develop multispecies production models for the fish community • Primary objective is to test for species interactions • Model incorporates • Competitive interactions • Predator-prey interactions (Type I functional response) • Parameter estimation will be done in a Bayesian context (using WinBUGS)

  6. Initial Multispecies Matrix

  7. Estimating Biomass Time Series

  8. Estimating Biomass Time Series • Results from stock assessments generally inappropriate • Spatial coverage • Temporal coverage • Not available for all species

  9. Estimating Biomass Time Series:NEFSC Bottom Trawl Survey Data • 40 year dataset • Semiannual surveys (Spring, Fall) • Cape Hatteras to Gulf of Maine • Nearshore to continental shelf break • Stratified random survey design • Standardized gear, procedures

  10. Estimating Biomass Time Series:Survey Strata

  11. Estimating Biomass Time Series:Survey Indices

  12. Estimating Biomass Time Series:Issues with using trawl survey data • Unequal catchabilities among species • High sampling variability

  13. Adjusting for Catchabilities • Species-specific catchability factors based on • Published literature • Visual observations and acoustic measurements • Comparisons between survey and assessment results • Meta-analysis of assessment-based catchabilities • Analysis of trawl survey data • Day/night correction factor for individual net tows

  14. Smoothing Survey Biomasses • Model observation error as uncorrelated multiplicative noise • Assume observed and underlying processes can be characterized by ARIMA models • Smoothed results based on

  15. Smoothed Biomass Time Series

  16. Smoothed Biomass Time Series

  17. Estimates of Production and ConsumptionFor the Energy Flow Models

  18. Summary • Multspecies production models will provide dynamic counterpoints to static, equilibrium-based energy flow models • Procedures developed for estimating time series of species biomass from NEFSC Bottom Trawl Survey data • provide biomass time series for the production models • provide production/consumption estimates for energy flow models

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