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Travis J. Schepker1, Elisabeth Webb2, Ted LaGrange3 Missouri Cooperative Fish and Wildlife Research Unit1
US Geological Survey, Missouri Cooperative Fish and Wildlife Research Unit2
Nebraska Game and Parks Commission3
Evaluating the Relationship between Food Availability and Landscape Structure in Determining Dabbling Duck Habitat Use during Spring Migration
Source: Baldassarre and Bolen 2006
Wintering - Hunting Pressure - Pair-Bonding - Survival
Spring Migration ???
Fall Migration - Hunting Pressure - Pair-Bonding
Breeding - Nesting - Brood Rearing - Molting
Photo: Allen Wilson Photo: USFWS/Pat Hagan Photo: Johan Fredriksson Photo: Ryan Askern
Source: Dahl 1990
Percentage of Wetlands Acreage Lost, 1780s – 1980s
- Ohio: 90% - Indiana: 87% - Iowa: 89% - Missouri: 87% - Illinois: 85%
Breeding Habitat
Migratory Habitat
Winter Habitat
• Waterfowl migration can occur on a transcontinental scale • Replenish lipid and protein reserves
• Migratory body condition and breeding success (Devries et al. 2008)
• Initiated nesting sooner • Egg production • Better nesting propensity
Photos by: Ryan Askren
Seed
Den
sity
Summer Fall Winter Spring
Deterioration
Source: Reinecke et al. 1989, Greer et al. 2007, Hagy and Kaminski 2012, Drahota 2012
Foraging Threshold
Fall Seed Demand
Spring Seed Demand
1. Quantify local habitat parameters thought to be important to dabbling ducks during the spring.
2. Quantify inundated wetland area in surrounding landscape.
3. Model habitat selection for dabbling ducks at spring migratory wetlands that incorporates interactions between local and landscape variables.
Source: Webb et al. 2010, Straub et al. 2012, Drahota and Riechart 2015 Source: Fredrickson and Reid 1989, Fairbairn and Dinsmore 2001, Webb et al. 2010
Geographical Bottleneck
•4 million dabbling ducks
•50% mid-continent mallard population
• 30% northern pintail population
Population Goal (2030)
•~7 million dabbling ducks
Source: Gersib et al. 1992, RWBJV 2012
Ephemeral Playa Wetlands
Public Wetlands (48%) • United States Fish and Wildlife Service • Nebraska Game and Parks Commission
• 2014 n = 12 Public • 2015 n = 12 Public
Private Wetlands (52%) • Wetlands Reserve Program (WRP) • Agriculture
• 2014 n = 6 Private • 2015 n = 15 Private
Seed Sampling Techniques • Transect across longest distance of wetland • 10 – 20 soil cores at random locations along transect • Record water depth, vegetative dispersion, and wetland area • Pre-Migration and Post Migration
Seed Sampling Transect
Source: Hagy and Kaminski 2012, Drahota and Riechart 2015
Invertebrate Sampling Techniques • Collected invertebrate samples bi-monthly • 6 – 10 benthic core samples collected per event • 6 – 10 nektonic net samples collected per event • Record water depth, vegetative dispersion, and wetland area
3m
3m
3m
3m
3m
3m
Macroinvertebrate Sampling
Source: Tapp and Webb 2015
Net Sample
Core Sample
Source: Link et al. 2011, RWBJV 2015
Monitoring Inundated Area in Surrounding Landscape
• Problems: 1. “Ephemeral” wetlands 2. Access
• Solutions: 1. High resolution aerial imagery 2. Landsat8 satellite imagery
• Inexpensive • Readily available • Reoccurring (16 days)
Photo Credited To: USGS
Response Variable: Dabbling Duck Density
• Weekly point count surveys • Multiple vantage point
• Perimeter walks with handheld GPS
• Landsat imagery
𝐷𝐷𝐷𝐷𝐷𝐷𝐷𝐷 𝐷𝐷𝐷𝐷𝐷𝐷𝐷 = # 𝐷𝐷𝑏𝑏𝐷
𝑊𝐷𝐷𝐷𝐷𝐷𝑏 𝐴𝑏𝐷𝐷 (ℎ𝐷)
Photos by: Ryan Askren
Photos by: Ryan Askren
Local Parameters • Forage (Inverts + Seed) • All Seed • Coarse Seed (>0.7mm) • Fine Seed (>0.3mm & > 0.7mm) • All Invertebrates • Benthic Invertebrates • Nektonic Invertebrates • Depth • Vegetation • Wetland Area
Repeated Measure: Week Random Effect: Site
Photo by: Jerod Foster
Landscape Parameters • Wetland area within 4.6km • Wetland area within 2.3km • Wetland units (>1ha) within 4.6km of
study site • Wetland units (>1ha) within 2.3km of
study site • Wetland density: wetland area/66.48
(4.6km) • Wetland density: wetland area/16.62
(2.3km)
Repeated Measure: Week Random Effect: Site
Photo by William Johnson
-1
-0.5
0
0.5
1
1.5
Par
amet
er E
stim
ate
2014 Model Average Parameter Estimates Dabbling Duck ~ Density
-1.5
-1
-0.5
0
0.5
1
1.5
Par
amet
er E
stim
ate
2015 Model Average Parameter Estimates Dabbling Duck ~ Density
0
50
100
150
0 10 20 30
y
g 2015 Waterfowl Response to Depth
Dab
blin
g D
uck
Den
sity
Depth (inches)
Food Resource Availability
• Coarse seed availability (2014 & 2015) • Invert and seed (2014) • Water depth (2014)
• Positive relationship • Availability and maneuverability
0
50
100
150
0 200 400 600
y
Dabbling Duck Response to Coarse Seed
Dab
blin
g D
uck
Den
sity
Seed Biomass kg/ha
Source: Fredrickson and Reid 1988 , Hagy and Kaminski 2015
Wetland Density within 2.3km of study site
• Positive relationship in 2014 • Observed in 3 models, significant in 1 model
• Negative relationship in 2015 • Observed in 2 models, significant in 2 models
2014 2015 Wetland Area: 2.3km 4.53 ha 23.61 ha
Wetland Area: 4.6km 21.89 ha 53.15 ha
Dabbling Density 104 birds/ha 33 birds/ha
Wetland Density within 2.3km of study site
• Positive relationship in 2014 • Observed in 3 models, significant in 1 model
• Negative relationship in 2015 • Observed in 2 models, significant in 2 models
Opportunity to Disperse
• Less competition at individual wetlands
• Avoid forage depletion
• Prevent overcrowding (disease)
• Efficient interaction with other wetland habitat
2014 2015 Wetland Area: 2.3km 4.53 ha 23.61 ha
Wetland Area: 4.6km 21.89 ha 53.152 ha
Dabbling Density 104 birds/ha 33 birds/ha
Photo by William Johnson
Population Goals • Current population in the RWB
~ 4 million dabbling ducks
• Desired population in the RWB ~ 7 million dabbling ducks
• Will food availability be a limiting factor?
• 50-250 kg/ha (???)
Source: Gersib et al. 1992, RWBJV 2012, Hagy and Kaminski 2012, Drahota and Reichart 2015
0
500
1000
1500
2000
2015 Wetland Seed Biomass
250
Public PRE Public POST WRP PRE WRP POST Agriculture Se
ed B
iom
ass
(kg/
ha)
2014 2015 Wetland Area: 2.3km 4.53 ha 23.61 ha
Wetland Area: 4.6km 21.89 ha 53.15 ha
Dabbling Density 104 birds/ha 33 birds/ha
Questions
Blue Highlight: Actual Perimeter
Shaded Region: Area Projected from Landsat
Eckhardt WPA
• Delineated: 03/26/2014 • Imagery: 03/25/2014
Projected Area: 19.322 Actual Area: 20.846 Percent Difference: 7%
Week Site Perim_Date Sat_Date File Site_Actual Site_Projected 46kmComp 46kmUnits 46kmDen 23kmComp 2.3kmUnits 23kmDen Week 1 Eckhardt 2/25/2014 2/21/2014 Landsat 15.5 15.6 94.0 5 1.4 0.0 0 0 Week 2 Eckhardt NA NA Avg Rate (1,3) NA 20.3 109.1 5.0 1.6 0.0 0.0 0.0 Week 3 Eckhardt NA 3/9/2014 Landsat NA 25.0 124.2 5 1.9 0.0 0 0 Week 4 Eckhardt NA 3/15/2014 RWBJV NA 23.9 111.8 5.0 1.7 0.0 0.0 0.0 Week 5 Eckhardt 3/26/2014 3/25/2014 Landsat 20.8 19.3 93.1 5.0 1.4 0.0 0 0 Week 6 Eckhardt NA NA Avg Rate (5,8) NA 17.4 65.8 4.5 1.0 0.0 0.0 0.0 Week 7 Eckhardt NA NA Avg Rate (6,8) NA 14.0 52.1 4.3 0.8 0.0 0.0 0.0 Week 8 Eckhardt 4/16/2014 4/17/2014 Google 14.3 13.6 38.4 4.0 0.6 0.0 0 0 Week 9 Eckhardt NA NA Week8 NA 13.2 37.3 4 0.6 0 0 0
Appendix II: Example of validation assessment at Eckhardt Marsh WPA (Week 5). Eckhardt marsh perimeter was walked on 3/26/2014 to determine the geographical area in hectares (Site_Actual). Landsat Imagery was recorded on 3/25/2014 and processed in ArcMap to determine the geographical area in hectares (Site_Projected). There was a 7% (1.5ha) discrepancy between the two dates. There was imagery available for 5 of the 8 study weeks for the site. Weeks with no imagery available were extrapolated from rates of change during the preceding 2 weeks. Surrounding landscape configuration (wetland area, number of units, and density surrounding site) is described below table, and corresponds with imagery obtained for 2014 analysis.
46kmComp (ha of wetland area within 4.6km of site), 4.6kmUnits (number of wetlands > 1ha in area with in 4.6km of site), 46kmDen (wetland density within 4.6km of site) 23kmComp (ha of wetland area within 2.3km of site), 23kmUnits (number of wetlands > 1ha in area with in 2.3km of site), 23kmDen (wetland density within 2.3km of site).
2014 (AICc Δ 4)
Model 1 Adj R2 = 0.47
Model 2 Adj R2 = 0.47
Model 3 Adj R2 = 0.46
Model 4 Adj R2 = 0.46
Model 5 Adj R2 = 0.44
Model 6 Adj R2 = 0.45
Area + Vegetation - - Depth + + + + + + Invert + Seed + + + 2.3km Density + + + Coarse Seeds + + + Invert Benthic - Invert Nektonic -
Green indicates significant relationship with dabbling duck density
2015 (AICc Δ 4)
Model 1 Rsq Adj = 0.50
Model 2 Rsq Adj = 0.49
Model 3 Rsq Adj = 0.50
Model 4 Rsq Adj = 0.49
Model 5 Rsq Adj = 0.48
Model 6 Rsq Adj = 0.49
Area - - - - Vegetation - - - - - Depth + + + + + Invert Benthic - Invert Nektonic - Coarse Seed + + + + + + 2.3km Density - - 4.6km Density -
* Implies significant effect on corresponding model Green implies significant relationship with dabbling duck density
Previous Modeling at the Local Level
• Vegetative dispersion: Hemi-Marsh
• Wetland area
• Water depth: 5 – 25cm
• Seed and invertebrate availability
Webb et al. 2010, Straub et al. 2012, Drahota and Riechart 2015
Photo by: Jerod Foster
Modeling Beyond the Local Level
• Wetland complex
• Upland landscape • Cropland • Native Vegetation
Photo by: William C Johnson
Source: Fredrickson and Reid 1989, Fairbairn and Dinsmore 2001, Webb et al. 2010
2014 (AICc Δ 4)
Model 1 Adj R2 = 0.47
Model 2 Adj R2 = 0.47
Model 3 Adj R2 = 0.46
Model 4 Adj R2 = 0.46
Model 5 Adj R2 = 0.44
Model 6 Adj R2 = 0.45
Area + Vegetation - - Depth + + + + + + Invert + Seed + + + 2.3km Density + + + Coarse Seeds + + + Invert Benthic - Invert Nektonic -
Green indicates significant interaction with dabbling duck density