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Hydrodynamic and Phosphorus Hydrodynamic and Phosphorus Transport Modeling in Lake Erie Transport Modeling in Lake Erie Dmitry Beletsky Dmitry Beletsky University of Michigan University of Michigan Ann Arbor, MI Ann Arbor, MI David J. Schwab David J. Schwab NOAA Great Lakes Environmental Research Laboratory NOAA Great Lakes Environmental Research Laboratory Ann Arbor, MI Ann Arbor, MI Joseph Joseph DePinto DePinto Limnotech Limnotech Ann Arbor, MI Ann Arbor, MI Dave Dolan Dave Dolan University of Wisconsin University of Wisconsin Green Bay, WI Green Bay, WI

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Page 1: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

Hydrodynamic and Phosphorus Hydrodynamic and Phosphorus Transport Modeling in Lake ErieTransport Modeling in Lake Erie

Dmitry BeletskyDmitry BeletskyUniversity of MichiganUniversity of Michigan

Ann Arbor, MIAnn Arbor, MI

David J. SchwabDavid J. SchwabNOAA Great Lakes Environmental Research LaboratoryNOAA Great Lakes Environmental Research Laboratory

Ann Arbor, MIAnn Arbor, MI

Joseph Joseph DePintoDePintoLimnotechLimnotech

Ann Arbor, MIAnn Arbor, MI

Dave DolanDave DolanUniversity of WisconsinUniversity of Wisconsin

Green Bay, WIGreen Bay, WI

Page 2: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

The Problem:

- Excessive nutrient loading in the 1960’s led to massive algal blooms, oxygen depletion, and diminished water quality in Lake Erie.

- 1972 Water Quality Agreement between the US and Canada limited P loads from municipal, industrial, and agricultural sources.

- With controls, P levels decreased to acceptable levels and water quality improved.

- In recent years, P levels in Lake Erie appear to be increasing, despite controls.

Page 3: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

The Problem:

- Excessive nutrient loading in the 1960’s led to massive algal blooms, oxygen depletion, and diminished water quality in Lake Erie.

- 1972 Water Quality Agreement between the US and Canada limited P loads from municipal, industrial, and agricultural sources.

- With controls, P levels decreased to acceptable levels and water quality improved.

- In recent years, P levels in Lake Erie appear to be increasing, despite controls.

Our Approach:

- Incorporate phosphorus transport and fate dynamics into high resolution (hourly time scale, 2 km horizontal resolution) hydrodynamic model of Lake Erie as a first step toward spatially explicit model of entire lower food web

Page 4: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

Princeton Ocean Model(Great Lakes version implemented by D.Schwab and

K.Bedford in the early 90-s)

• Fully 3D nonlinear Navier-Stokes equations• Flux form of equations• Boussinesq and hydrostatic approximations• Free upper surface with barotropic (external) mode• Baroclinic (internal) mode• Mellor-Yamada turbulence model for vertical mixing• Terrain following vertical coordinate (sigma-coordinate)• Generalized orthogonal horizontal coordinates• Smagorinsky horizontal diffusion• Arakawa-C staggered grid

Page 5: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

Lake Erie Marine Observation Network

Page 6: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

2 km model grid and NWRI moorings in 2004

Page 7: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

Water level at Buffalo, NY

Page 8: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling
Page 9: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling
Page 10: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

Lake Erie 1994 TP simulationHydrodynamics- Great Lakes version of POM- 20 vertical levels, 2 km horizontal grid (~6500 cells)- Hourly meteorology (1994, JD 1-365)- Realistic tributary flows- Accounts for ice cover

Mass balance for P- POM hydrodynamics (2d for now)- Realistic P loading- Constant settling velocity (for now)

Page 11: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

Tributary

Total Load (MT yr-1)

Average Flow (m3 s-1)

Avg. Conc. (ug l-1) (Load/Flow)

Detroit 3137 5712 17 Huron (MI) 31 18 55 *Raisin 104 17 194 Ottawa 32 6 169 *Maumee 1482 102 461 Portage 208 13 507 *Sandusky 380 28 430 Huron (OH) 107 6 565 Vermilion 105 6 555 Black 57 9 201 Rocky 59 9 208 *Cuyahoga 337 26 411 Chagrin 203 16 402 *Grand (OH) 174 25 221 Ashtabula 19 7 86 Conneaut 187 40 148 Cattaraugus 86 27 101 Buffalo 46 29 50 Grand (ON) 228 60 120 Big 10 14 23 Otter 40 14 91 Kettle 33 14 75 Total 7065 6198

Lake Erie Tributaries and l994 Phosphorus Loads (Dolan, 2004)

Total Phosphorus:Atmospheric: 718 MTTributaries: 7065 MT1994 Total: 7783 MT

*daily concentration data available

Page 12: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

Computer animation of model results:-Starts in January, 1994-Uses 2d currents from hydrodynamic model-Time dependent P loads-Combination Lax-Wendroff and upwind advection scheme-No horizontal diffusion-Initial condition: C = 10 ug/L-Settling velocity = 6.8E-7 m/s (21 m/yr)

Page 13: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

Modeled 1994 average TP concentration

Normalized VarianceAverage

Page 14: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

CCIW Lake Erie Sampling Stations 1994 (courtesy of M. Charlton)

Cruise Dates, Stations Avg Conc Model1 4/26-4/30 50 21 192 7/5-7/8 20 12 133 7/19-7/22 20 14 144 7/25-7/29 52 9 125 8/30-9/1 18 14 116 10/4-10/7 10 16 137 10/11-10/14 49 16 11

Total 219 15 14

Page 15: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

Time series of phosphorus concentration at selected locations

Page 16: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling
Page 17: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

6/4/2001

4/4/2002

MODIS Imagery

Page 18: Hydrodynamic and Phosphorus Transport Modeling in Lake Erieathena.uwindsor.ca/users/k/kgd/LEMN302.nsf/54ef3e94e5fe... · 2006-04-03 · Hydrodynamic and Phosphorus Transport Modeling

Conclusions:Conclusions:-- The model slightly underestimates P concentrations in The model slightly underestimates P concentrations in 1994, especially in the fall. The model matches 1994, especially in the fall. The model matches observations better in western Lake Erie.observations better in western Lake Erie.-- The model shows significant spatial and temporal P The model shows significant spatial and temporal P variability in western Lake Erie, consistent with variability in western Lake Erie, consistent with observations. observations.

Future Work:Future Work:-- Sediment dynamics model Sediment dynamics model -- quantify internal P recyclingquantify internal P recycling-- Additional years, pre and post ZMAdditional years, pre and post ZM-- Calibrate with field surveysCalibrate with field surveys-- Ice model Ice model -- assimilation/thermodynamicsassimilation/thermodynamics