development of aquatic ecosystem models lizhu wang, shaw lacy, paul seebach, mike wiley institute...

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Development of Aquatic Ecosystem Models Lizhu Wang, Shaw Lacy, Paul Seebach, Mike Wiley Institute for Fisheries Research MDNR and U of M

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  • Slide 1
  • Development of Aquatic Ecosystem Models Lizhu Wang, Shaw Lacy, Paul Seebach, Mike Wiley Institute for Fisheries Research MDNR and U of M
  • Slide 2
  • Project Objectives Develop statewide models for predicting stream flows and summer water temperature; Develop models describing relationships among base flow, water temperature, and trout population; Test model sensitivity by incorporating site- specific data from Augusta Creek; Evaluate effectiveness of catchment BMPs in offsetting ground water withdraw.
  • Slide 3
  • TROUT FLOW TEMPERATURE The Key Step: Describe relationships among flow, temperature, and trout
  • Slide 4
  • Build Statewide GIS Databases Identify stream measuring unit
  • Slide 5
  • Michigan 38,000 inter-confluence stream reaches 1:100,000 NHD
  • Slide 6
  • Build Statewide GIS Databases Delineate catchment boundaries for each unit
  • Slide 7
  • Reaches, Watersheds, Riparian Zones, and Upstream Catchments
  • Slide 8
  • Upstream Catchment Context
  • Slide 9
  • Build Statewide GIS Databases Synthesize landscape & instream characteristics for each stream unit
  • Slide 10
  • Reach of Interest
  • Slide 11
  • Synthesize Landscape Data Land use/land cover Surficial geology texture & formation Soil permeability Bedrock depth & geology Average annual growing degree days Average annual precipitation Air temperature Ground water delivery potential Darcy Land use transformation model output
  • Slide 12
  • Synthesize Network & Instream Data Arc gradient Catchment gradient Arc sinuosity Arc stream order, linkage number Arc fragmentation by dams and linkages with lakes and large rivers
  • Slide 13
  • Variables and Scales The database contain about 300 variables. The data are organized into 5 scales Channel Riparian (arc) Riparian (entire) Watershed (arc) Watershed (entire) From Paul Steen, 2004
  • Slide 14
  • Build Sampled Databases Link sampled flow, temperature, and trout data with each stream unit
  • Slide 15
  • Develop Summer Water Temperature Model Collected continuous summer water temperature from about 500 sites throughout Michigan. Developed geo-statistical and generalized additive regression models for July mean ---- Temperature kriging + residual modeling (Mallows Cp, Min AIC). Model explains 77% variance.
  • Slide 16
  • Michigan Stream Temp. Predictions 26.0 C 9.0 C
  • Slide 17
  • Flow Models Multiple regression models for predicting annual and August 5%, 10%, 25%, 50%, 75%, 90%, 95% exceeding flows; Models explain 78 97% variance. Based on 83 sites that have >20 years flow data
  • Slide 18
  • Annual Flow Predictions 90% Flow Yield
  • Slide 19
  • Stream Sites Sampled for Fish Community Based on fish data from about 1500 sites
  • Slide 20
  • July mean water temperature o C Link flow, Temperature, and Trout (hypothetical model) Cold Marginal Typical
  • Slide 21
  • ColdTypicalMarginal
  • Slide 22
  • July mean water temperature o C Link flow, Temperature, and Trout (hypothetical model) Cold Marginal Typical
  • Slide 23
  • ColdTypicalMarginal
  • Slide 24
  • Augusta Creek Watershed Max July Temp Difference 1) 4C ( 7.2F) 2) 7C ( 12.6F) 3) 4C ( 7.2F) 4) 11.5C ( 20.7F) 5) 5C ( 9F) 6) 10.5C ( 18.9F) 7) 6.5C ( 11.7F) 8) 8C ( 14.4F) 9) 7.5C ( 13.5F) 5. 4. 7. 3. 9. 6. 8. 2. 1. (trib) Gull Lake N
  • Slide 25
  • Slide 26
  • Summary Identified stream measuring unit; Delineated catchment boundaries of each unit; Synthesized landscape & instream characteristics of each unit; Linked sampled data for trout, flow, and tempertaure with each stream unit. Developed models for prediction of flow and temperature. Partially built models linking trout, flow, and temperatur. Collected temperature and fish data from Augusta Creek.
  • Slide 27
  • Slide 28