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Modeling Landscape Scale Plant Community Response to Climate Change and Human Management Scott M. Duke-Sylvester 1 Jenneke Visser 1 Eric White 2 1. University of Louisiana at Lafayette 2. The Water Institute of the Gulf NCER 2016 April 21, 2016 Fort Lauderdale, FL

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Page 1: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Modeling Landscape Scale Plant Community Response to Climate Change

and Human Management

Scott M. Duke-Sylvester1

Jenneke Visser1

Eric White2

1. University of Louisiana at Lafayette2. The Water Institute of the Gulf

NCER 2016 April 21, 2016 Fort Lauderdale, FL

Page 2: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

QuestionsHow will Louisiana’s wetland ecosystems change in

response to ...

… sea level rise?

… future management?

marsh creation projects

water/sediment diversion

maintenance

2

Page 3: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Approach

3

Linked multi-model

Hydrology

Morphology

Vegetation

Barrier islands

Fish, shrimp, clams

Birds, mammals

Page 4: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

DomainEntire coast

500x500 meters

178904 cells

50 year

4

Page 5: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Habitat and Species

5

Habitat Species

Bottomland Hardwood Forest

Quercus lyrata, Quercus texana, Quercus laurifolia, Ulmus americana, Quercus nigra, Quercus virginiana

Swamp Forest Salix nigra, Taxodium distichum, Nyssa aquatica

Fresh Floating Marsh Panicum hemitomon, Eleocharis baldwinii, Hydrocotyle umbellata

Fresh Attached Marsh Morella cerifera, Panicum hemitomon, Sagittaria latifolia, Zizaniopsis miliacea, Cladium mariscus, Typha domingensis

Intermediate Marsh Sagittaria lancifolia, Phragmites australis, Schoenoplectus californicus, Iva frutescens, Baccharis halimifolia

Brackish Marsh Spartina patens, Paspalum vaginatum

Saline Marsh Juncus roemerianus, Distichlis spicata, Spartina alterniflora, Avicennia germinans

Dune Uniola paniculata, Panicum amarum, Sporobolus virginicus

Swale Spartina patens, Distichlis spicata, Solidago sempervirens, Strophostyles helvola, Baccharis halimifolia

Page 6: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Submodels

Emergent marsh

Floating vegetation

Lowland forest

Upland forest

SAV

Barrier Islands

6

Page 7: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Ecological Processes

Species niche

Salinity

Hydrologic variation

Inundation

Water temperature

Dispersal

7

Page 8: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Conceptual ModelW

etla

nd

Year tICM Input Year t

Wat

er

Year t+1ICM Input

Year t+1

Species Pool

Establishment

8

Page 9: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

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Water Level Variability (standard deviation of water level, meters)SPAL 0.00 0.04 0.08 0.12 0.16 0.20 0.24 0.28 0.32 0.36 0.40 0.44 0.48 0.52 0.56 0.60 0.64 0.68 0.72 0.76 10.00

0.0 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.000.2 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.000.4 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.000.6 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.000.8 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.001.0 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.001.2 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.001.4 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.001.6 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.001.8 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.002.0 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.003.0 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.004.0 1.00 1.00 1.00 0.90 0.90 0.90 0.95 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.005.0 1.00 1.00 1.00 0.75 0.75 0.75 0.80 0.85 0.90 0.95 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.006.0 1.00 1.00 0.90 0.60 0.60 0.60 0.65 0.70 0.75 0.80 0.85 0.90 0.95 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.007.0 1.00 1.00 0.75 0.45 0.45 0.45 0.50 0.55 0.60 0.65 0.70 0.75 0.80 0.85 0.90 0.95 1.00 1.00 1.00 1.00 1.008.0 1.00 1.00 0.60 0.30 0.30 0.30 0.35 0.40 0.45 0.50 0.55 0.60 0.65 0.70 0.75 0.80 0.85 0.90 0.95 1.00 1.009.0 1.00 0.85 0.45 0.15 0.15 0.15 0.20 0.25 0.30 0.35 0.40 0.45 0.50 0.55 0.60 0.65 0.70 0.75 0.80 0.85 0.90

10.0 1.00 0.70 0.30 0.00 0.00 0.00 0.05 0.10 0.15 0.20 0.25 0.30 0.35 0.40 0.45 0.50 0.55 0.60 0.65 0.70 0.7512.0 1.00 0.70 0.30 0.00 0.00 0.00 0.05 0.10 0.15 0.20 0.25 0.30 0.35 0.40 0.45 0.50 0.55 0.60 0.65 0.70 0.7514.0 1.00 0.70 0.30 0.00 0.00 0.00 0.05 0.10 0.15 0.20 0.25 0.30 0.35 0.40 0.45 0.50 0.55 0.60 0.65 0.70 0.7516.0 1.00 0.70 0.30 0.00 0.00 0.00 0.05 0.10 0.15 0.20 0.25 0.30 0.35 0.40 0.45 0.50 0.55 0.60 0.65 0.70 0.7518.0 1.00 0.70 0.30 0.00 0.00 0.00 0.05 0.10 0.15 0.20 0.25 0.30 0.35 0.40 0.45 0.50 0.55 0.60 0.65 0.70 0.7520.0 1.00 0.90 0.50 0.20 0.20 0.20 0.25 0.30 0.35 0.40 0.45 0.50 0.55 0.60 0.65 0.70 0.75 0.80 0.85 0.90 0.9522.0 1.00 1.00 0.70 0.40 0.40 0.40 0.45 0.50 0.55 0.60 0.65 0.70 0.75 0.80 0.85 0.90 0.95 1.00 1.00 1.00 1.0024.0 1.00 1.00 1.00 0.60 0.60 0.60 0.60 0.65 0.70 0.75 0.80 0.85 0.90 0.95 1.00 1.00 1.00 1.00 1.00 1.00 1.0026.0 1.00 1.00 1.00 0.80 0.80 0.80 0.90 0.95 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.0028.0 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00

100.0 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.00

Emergent wetlands: S. alternifloraS

alin

ity (a

nnua

l med

ian,

ppt

)

Page 10: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Data for Calibration• Coastwide Reference Monitoring System

• 56 Swamp stations in 2012• 336 Marsh stations from 2007 through 2014

10

Page 11: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Submerged Aquatic Vegetation

• Cover = 1.83 - 3.73⨉10-2 T – 7.76⨉10-2 S + 2.58 D

• T = water temp., oC

• S = salinity, ppt

• D = water depth, m

11

Page 12: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Upland forestsElevation (m) QULE QUTE QULA3 ULAM QUNI QUVI

-0.1525 0 0 0 0 0 0

0 0.1 0.1 0.1 0 0 0

0.1525 0.2 0.2 0.2 0 0 0

0.305 0.3 0.3 0.3 0.1 0.1 0

0.475 0.4 0.4 0.4 0.2 0.2 0

0.61 0.7 0.7 0.7 0.3 0.3 0

0.7625 0.8 0.8 0.8 0.4 0.4 0

0.915 1 1 1 0.6 0.6 0.2

1.0675 1 1 1 0.7 0.7 0.4

1.22 0.8 0.8 0.8 1 1 0.6

1.3725 0.7 0.7 0.7 1 1 0.8

1.525 0.4 0.4 0.4 0.6 0.6 1

1.6775 0.2 0.2 0.2 0.4 0.4 1

1.83 0 0 0 0.2 0.2 1

1.9825 0 0 0 0.1 0.1 1

2.135 0 0 0 0 0 1

12

Page 13: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

2014 Initial Condition Map

13

Page 14: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Model Results

14

ESLR = Eustatic Sea Level Rise

Scenario ESLR (m/50 year) Subsidence

Most optimistic 0.43 20%

Moderate 0.63 50%

Least optimistic 0.83 50%

Page 15: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Most Optomistic

15

% C

over

Page 16: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Moderate

16

% C

over

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Least Optomistic

17

% C

over

Page 18: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Most OptomisticDistichlis spicata: Year 00

18

0%

100%

% C

over

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Most OptomisticDistichlis spicata: Year 10

0%

100%

% C

over

Page 20: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

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Most OptomisticDistichlis spicata: Year 20

0%

100%

% C

over

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Most OptomisticDistichlis spicata: Year 30

0%

100%

% C

over

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Most OptomisticDistichlis spicata: Year 40

0%

100%

% C

over

Page 23: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

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Most OptomisticDistichlis spicata: Year 50

0%

100%

% C

over

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Most vs LeastDistichlis spicata: Year 00

LeastMost

0% % Cover 100%

Page 25: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

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Most vs LeastDistichlis spicata: Year 10

LeastMost

0% % Cover 100%

Page 26: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

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Most vs LeastDistichlis spicata: Year 20

LeastMost

0% % Cover 100%

Page 27: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

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Most vs LeastDistichlis spicata: Year 30

LeastMost

0% % Cover 100%

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Most vs LeastDistichlis spicata: Year 40

LeastMost

0% % Cover 100%

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Most vs LeastDistichlis spicata: Year 50

LeastMost

0% % Cover 100%

Page 30: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Applications

Evaluate alterivative management options

Vegetation

Higher trophic level habitat

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Page 31: Modeling Landscape Scale Plant Community Response to ...€¦ · Modeling Landscape Scale Plant Community Response to Climate Change and Human Management. Scott M. Duke-Sylvester

Acknowledgements

Jenneke Visser, UL Lafayette

Jacoby Carter, USGS National Wetland Research Center

Eric White, The Water Institute of the Gulf

Ehab Meshleh, The Water Institute of the Gulf

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