Drought and vegetation change in sky island mountains: remotely sensed phenology

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Drought and vegetation change in
sky island mountains:
remotely sensed phenology
along gradients of woody plant cover
Jennifer E. Davison a,b,
David D. Breshears a,c,d, Willem J. D. van
Leeuwen b,e
a
School of Natural Resources, b Office of Arid Lands Studies, c
Institute for the Study of Planet Earth, d Ecology and Evolutionary
Biology, e Geography and Regional Development
University of Arizona, Tucson, AZ
davisonj@email.arizona.edu
Sky Islands
Knowledge Gaps
ƒ Landscape-scale patterns of vegetation
dynamics within and among Sky Islands
ƒ Phenology and productivity
ƒ Spatial and temporal heterogeneity
ƒ Dynamics of drought-induced vegetation
change along elevation gradients
Objectives: vegetation dynamics
and drought
ƒRelate spatial patterns of vegetation dynamics to
environmental and vegetation characteristics
ƒwithin a sky island
ƒacross sky islands
Veg
ƒDevelop general insights
etat
io
to those of climate and vegetation
n gr
ƒRelate temporal vegetation trends
adie
nt
Climate
into vegetation dynamics and
drought across elevation gradients
Phenology
Productivity
Gradients of woody plant cover
Landscape-scale Productivity
Forest
Woodland
Shrubland
Grassland
Percent Woody Cover
Vegetation Growth
Vegetation dynamics and
precipitation
Year 1 Year 2
Grassland
Precipitation
Time
Vegetation Growth
Vegetation dynamics and
precipitation
Year 1 Year 2
Shrubland
Grassland
Precipitation
Time
Vegetation Growth
Vegetation dynamics and
precipitation
Year 1 Year 2
Deciduous woodland
Shrubland
Grassland
Precipitation
Time
Vegetation Growth
Vegetation dynamics and
precipitation
Year 1 Year 2
Evergreen forest
Deciduous woodland
Shrubland
Grassland
Precipitation
Time
Global-warming-type drought
and woody plant cover
Landscape-scale Productivity
Forest
Woodland
Reference
Drought
Shrubland
Grassland
Pre-disturbance Percent Woody Cover
Global-warming-type drought
and woody plant cover
Landscape-scale Productivity
Forest
Woodland
Reference
Drought
Shrubland
Grassland
Pre-disturbance Percent Woody Cover
Study Area:
Santa Rita Mountains
AZ
Tucson
Santa Rita
Mountains
Elevation
2883 m
0m
Quantifying vegetation dynamics
• Normalized Difference Vegetation Index
(NDVI)
– MODIS sensor
– 250 m spatial resolution
– 16-day composite (23 periods per year)
– February 2000 - February 2007
• Derived seasonal metrics of vegetation
dynamics:
– 6 seasons (2001-2006)
– 9 metrics
NDVI time-series integration
2001
2002
2003
2004
2005
2006
2007
0.6
NDVI
0.5
0.4
0.3
0.2
20
40
60
80
100
Period
120
140
160
NDVI time-series integration
2001
2002
2003
2004
2005
2006
2007
Peak
0.6
NDVI
0.5
0.4
0.3
0.2
Start
Length
20
40
60
80
100
Period
End
120
140
160
NDVI time-series integration
2001
2002
2003
2004
2005
2006
2007
Peak value
0.6
NDVI
0.5
Amplitude
0.4
0.3
0.2
Base value
20
40
60
80
Small
integral
Large
integral
100
Period
120
140
160
2003:
Season Start (DOY)
0
352
Base NDVI value
0
Season Length
(Days)
0.75
0
560
Seasonal Productivity
(large integral)
0
30.1
Explanatory variables
•Percent woody cover
•Plant functional type
•Soil hydrologic group
•Plant available water
•Mean annual precipitation
•Mean annual maximum temperature
•Mean annual minimum temperature
Exclusion of Florida fire, 2005
Spatial variation of all vegetation
dynamics
• Multiple analysis of variance across all
metrics:
– Mean annual minimum temperature
– Mean annual precipitation * mean annual
maximum temperature
– Plant functional type (trees, shrubs, herbs) *
woody plant cover
– Soil hydrology * plant available water
Spatial variation in each metric
Metric
Season start
β1
β2
β3
AdjR2
β4
Functional
Type
Soil
hydrology
MAP (-)
Minimum
temp. (+)
0.170
Season peak
Soil
hydrology
Functional
Type
Woody
cover (+)
MAP
(-)
0.210
Season end
Soil
hydrology
Functional
Type
Minimum
temp. (+)
Woody
cover (+)
0.279
Season length
Soil
hydrology
Functional
Type
Minimum
temp. (+)
Woody
cover (+)
0.242
Base greenness
MAP (+)
Woody
cover (+)
Soil
hydrology
Functional 0.620
Type
Peak greenness
Minimum
temp. (-)
Avail. H2O
cap. (+)
MAP (+)
Functional 0.569
Type
Season amplitude
Minimum
temp. (-)
MAP (+)
Functional
Type
Avail. H2O
cap. (+)
0.401
Season dynamics
Soil
hydrology
Minimum
temp. (-)
Functional
Type
Avail. H2O
cap. (+)
0.432
MAP (+)
Woody
cover (+)
Soil
hydrology
Functional 0.586
Type
Season productivity
Temporal patterns: start of season
and annual precipitation
Annual Precipitation (mm)
215
1036
2001
2002
2003
2004
2005
Season Start (MODIS period)
0
22
2006
Temporal patterns: seasonal
productivity and annual precipitation
Annual Precipitation (mm)
215
1036
2001
2002
2003
2004
2005
Seasonal Productivity (Integrated NDVI)
0
30.1
2006
Slope of seasonal productivity
2001-2006
-289.1 – -87.1
-87.1 – -59.2
-59.2 – -39.5
-39.5 – -21.4
-21.4 – 0.0
0.0 – 202.7
What do we know so far
• The Southwest is poised for more drought
• Sky Island elevation gradients might be
barometers of these impacts
– Sensitivity
– Biodiversity
• Spatio-temporal patterns in vegetation
dynamics might provide insights into
effects of global-warming-type drought
Any questions, comments, feedback greatly appreciated, thank you!
davisonj@email.arizona.edu
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