Modeling the Effects of Diversions: Can the Biology, Data ... · Funded in part by the NOAA/CSCOR...
Transcript of Modeling the Effects of Diversions: Can the Biology, Data ... · Funded in part by the NOAA/CSCOR...
Modeling the Effects of Diversions: Can the Biology, Data, and People
Keep Up with the Computers?
Kenneth Rose Department of Oceanography and Coastal Sciences
Louisiana State University
Introduction
• Three examples of “new” modeling: – Salinity – Fish movement – Food web responses
• Best practices for modeling fish responses
to restoration
Example 1
Example 1 • 100 m cells • 1.3 million elements • 2-D • 5 sec time step • 3/20 to 12/31 2002 • Super-computer
• Actual 2003
• 300 m3/sec when MR in Baton Rouge > 4m
• Actual 2008
• 142 m3/sec
Example 2
FVCOM Application: Breton Sound Estuary
Hydrodynamics and salinity response to freshwater diversion Impact of pulsed re-introduction of Mississippi River freshwater on
displacement and salinity stress of fish species
Huang et al., ECSS (2011)
FVCOM-Breton Sound
Fish Movement
• Modified particle-tracking
• Velocities determined by behavior rather than water velocities
• Event-based algorithm – Game theoretic model – Anderson (2002); Watkins and me (2013)
Baseline
Restoration
Oil Spill
Simulations
• 91 days: April 1 to July 1, 2010
• Fish: – 20 cm – Bay anchovy (corroboration, not shown) – Low-salinity (2 to 4) – Intermediate salinity (15 to 20)
0 = default 1 = tactical high salinity 2 = strategic high salinity 3 = tactical low salinity 4 = strategic low salinity 5 = tactical shallow depth 6 = strategic shallow depth.
Intermediate salinity fish Oil Spill diversion
Random + Transport Random only
Restoration pulse
Oil
Spi
ll B
asel
ine
Res
tora
tion
Example 3: CASM
• Bioenergetics-based growth in an aquatic food web model
• Producers: dBP /BPdt = Photosynthesis – Photorespiration – Dark Respiration – Sinking – Natural Mortality – Grazing
• Consumers: dBC/BCdt = {Consumption - (Egest+Excrete+SDA) – Respiration – Natural Mortality – Predation}*hmod
f(T): f(I): f(N): hmod:
Temperature Light Intensity Nutrient Conc. Salinity & Turbidity
1.0
0.0
CASM Approach for Barataria
• 30 species/functional groups in the food web
• 18 CASM food webs set up on the hydro model grid
• Daily time step simulated over single years
• CASM inputs are averaged daily values from field data and cell outputs from the hydro model
• Environmental inputs modify producer and consumer processes in food web
Nutrients
Diatoms
Chlorophytes
Cyanophytes
BenthicDiatoms
Benthic Chlorophytes
Benthic Cyanophytes Water DOC Water POC
Sediment POC
Sediment DOC
Bacterioplankton
Sediment Bacteria
Zoobenthos
Zooplankton
Gulf Killifish
Brown Shrimp Adult
White Shrimp Adult
Atlantic Croaker
Gulf Menhaden
Adult
Blue Crab Adult
Sheepshead
Blue Catfish
Gulf Menhaden Juvenile
Bay Anchovy
Brown Shrimp Juvenile White Shrimp
Juvenile
Black Drum
Striped Mullet
Red Drum Juvenile
Red Drum Adult Largemouth
Bass Sea Trout Adult
Sea Trout Juvenile
Blue Crab Juvenile Oysters
Oyster Spat
Sunfish
Nutrients
Diatoms
Chlorophytes
Cyanophytes
BenthicDiatoms
Benthic Chlorophytes
Benthic Cyanophytes Water DOC Water POC
Sediment POC
Sediment DOC
Bacterioplankton
Sediment Bacteria
Zoobenthos
Zooplankton
Gulf Killifish
Brown Shrimp Adult
White Shrimp Adult
Atlantic Croaker
Gulf Menhaden
Adult
Blue Crab Adult
Sheepshead
Blue Catfish
Gulf Menhaden Juvenile
Bay Anchovy
Brown Shrimp Juvenile White Shrimp
Juvenile
Black Drum
Striped Mullet
Red Drum Juvenile
Red Drum Adult Largemouth
Bass Sea Trout Adult
Sea Trout Juvenile
Blue Crab Juvenile Oysters
Oyster Spat
Sunfish
Example Habitat Modifiers
00.20.40.60.8
11.21.41.6
0.25
3.25
6.25
9.25
12.2
5
15.2
5
18.2
5
21.2
5
24.2
5
27.2
5
30.2
5
33.2
5
Hab
itat M
od
Salinity
Brown Shrimp - YOY
Myrtle Grove MRGO Observed CPUE (scaled)
0
0.5
1
1.5
2
2.5
3
3.5
0.25
3.25
6.25
9.25
12.2
5
15.2
5
18.2
5
21.2
5
24.2
5
27.2
5
30.2
5
33.2
5
Hab
itat M
od
Salinity
Largemouth Bass
Myrtle Grove MRGO Observed CPUE (scaled)
0
0.5
1
1.5
2
2.5
0.1
0.5
0.9
1.3
1.7
2.1
2.5
2.9
3.3
3.7
4.1
4.5
4.9
5.3
5.7
Hab
itat M
od
Secchi Depth (m)
Brown Shrimp - YOY
Myrtle Grove Observed CPUE (scaled)
0
0.5
1
1.5
2
2.5
3
3.5
0.1
0.5
0.9
1.3
1.7
2.1
2.5
2.9
3.3
3.7
4.1
4.5
4.9
5.3
5.7
Hab
itat M
od
Secchi Depth (m)
Largemouth Bass
Myrtle Grove Observed CPUE (scaled)
10 km 10 km
18 CASM
Stations
CASM Polygons on Hydrodynamic Grid
i
Example Baseline Diets Bi
omas
s Co
nsum
ed (g
C/m
2 )
Day of Year
Periphyton
Zoobenthos
POC White Shrimp
Zooplankton
Bay Anchovy
Phytoplankton
Best Practices Proposed Best Modeling Practices for Assessing the Effects on Fish of Ecosystem Restoration and other
Futures Scenarios
K.A. Rose, S. Sable, S. Yurek, D. L. DeAngelis,
J. C. Trexler, W. Graf, D. Reed
• Evolved from a report done for CPRA
Why?
• Large-scale restoration – Increasing – Expensive – Controversial – Necessary
• Often, gravitates to fish and models
Klamath controversy continues An agreement to remove four dams has been reached, but barriers remain
Klamath River: A Big Dam Controversy Finally Resolved
Whistleblower is taking his case to the public
Paul Houser, the Bureau of Reclamation’s former scientific integrity adviser, says he was fired for voicing concerns that the decision to remove four Klamath River dams is being based on politics and money not science. He spoke at a Tea Party meeting Sunday in Klamath Falls.
Klamath Propaganda: Who do you believe?
Schemes
• Many have been suggested
• FAO, ACOE, papers
• We focus on fish and restoration – Steps – Concepts – Case studies
13 Concepts • Example: Scaling
Dickey (2003))
13 Concepts
• Example: Nonequilibrium Theory, Stability, and Recruitment
Our Strategy
• Combine steps with concepts
• Illustrate key steps and concepts: – Everglades – Colorado River (Glen Canyon Dam) – Planning for the Louisiana 2017 Master Plan
Concluding Remarks
• Example 1 (Salinity) – data
• Example 2 (fish movement) – biology
• Example 3 (food web) – data and biology
• Best Practices – people
Acknowledgements Salinity Funded in part by the NOAA/CSCOR Northern Gulf of Mexico Ecosystems and Hypoxia Assessment Program under award NA09NOS4780230 to LSU Dubravko Justic, Haosheng Huang, Anindita Das Fish Movement Funded in part by Northern Gulf Institute Grants 09-LSU-02 and 10-BP-GRI-LSU-01 to LSU Dubravko Justic, Haosheng Huang, Kim de Mutsert Food web responses Funding provided by USACE/USFWS via Atkins Global Shaye Sable, Kate S. Watkins, Erol Karadogan (KAR not a co-author)
Best Practices Funded by CPRA of Louisiana under Cooperative Endeavor Agreement 2503-12-58 with The Water Institute of the Gulf Shaye Sable, S. Yurek, Don DeAngelis, J. C. Trexler, Will Graf, Denise Reed