Detecting Grassland Change€¦ · Nation’s Biological Resources — Volume 2 pp. 437-472....
Transcript of Detecting Grassland Change€¦ · Nation’s Biological Resources — Volume 2 pp. 437-472....
Detecting Grassland Change
Anne M. Smith Agriculture and Agri-Food Canada, Lethbridge, Alberta, Canada.
State and Trends of Canadian Grasslands Workshop,
Saskatoon, SK. June 26-27th 2012.
Canadian Grasslands
Grassland Cultivated crop
C emission 26 Mg ha-1
C sequestration
0.5 Mg ha-1 year-1
Photographs courtesy of
G. Bourgeois, M. Didkowsky,
R. Bourchier, J. Nicholsen, G. Larson, C. Kloppenburg. 2
Status of grasslands in the Northern Great Plains
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Status of grasslands in the Northern Great Plains
Source: Samson, F. B., F. L. Knopf and W.R. Ostlie. 1998. Grasslands. In Status and Trends of the
Nation’s Biological Resources — Volume 2 pp. 437-472.
Grassland Type Area (km2) Decline
(%) Historic Current
Tallgrass Prairie 677,300 21,548 96.8
Mixed-grass Prairie 628,000 225,803 64.0
Short-grass Prairie 181,790 62,115 65.8
TOTAL 1,487,090 309,467 79.2
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Status of grasslands in the Canadian Prairies
Source: Samson, F. B., F. L. Knopf and W.R. Ostlie. 1998. Grasslands. In Status and Trends of the
Nation’s Biological Resources — Volume 2 pp. 437-472.
Grass type Location Past area
(km2)
Current
area (km2)
Decline
(%)
Tallgrass Prairie Manitoba 6,000 3 99.9
Mixed-grass Prairie Manitoba 6,000 3 99.9
Saskatchewan 134,000 25,000 81.3
Alberta 87,000 34,000 60.9
Short-grass Prairie Saskatchewan 59,000 8,4000 85.5
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Developing Earth Observation Tools to Measure the Current and Future Spatial Extent and Productivity in Grasslands of Western
Canada
the spatial extent and fragmentation of grasslands,
the net primary productivity of grasslands (health),
invasive plant species on grasslands, using leafy spurge as a model.
Objectives: To develop multispectral, hyperspectral and radar earth
observation tools to address mapping and quantification of:
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SPATIAL EXTENT AND
FRAGMENTATION
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Grassland spatial extent and fragmentation
Spatial databases of native grassland extent
Agriculture and Agri-Food Canada grassland mask
Agriculture Financial Services Corporation grassland mask
Alberta Native Prairie Baseline (~1993)
Alberta Grassland Vegetation Inventory (2006-2014)
Alberta Primary Land Vegetation Inventory (2014-?)
Inventory updates
Landsat Data Continuity Mission (2013), Sentinel missions
(2013), Radarsat Constellation Mission (2016-2017)
Historic changes
Landsat legacy (1982-2011)
Validation data
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Grassland spatial extent and fragmentation
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False colour composite Landsat5 TM images acquired in July 1999 for the Onefour test site
and the corresponding classified image showing grassland versus crop land
Legend
Crop
Range
River
Lakes
Grassland
change
(1999-2005) Newell, Taber,
Cypress and
Forty Mile
County.
Highlights
areas of
change
Validation? lack of
historic
ground
data
Local
knowledge
County Unchanged To crop To Grassland Total
area in ha (% change)
Newell 590714 (95) 23241 (4) 9867 (2) 623823
Cypress 884880 (95) 34339 (4) 9961 (1) 929180
Taber 413384 (96) 11185 (3) 4439 (1) 429009
Forty Mile 424616 (98) 4724 (1) 3638 (1) 432978
Grassland spatial extent and fragmentation
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“RADARSAT-2 Data and Products © MacDONALD, DETTWILER AND ASSOCIATES LTD. (2009) – All Rights Reserved”
“RADARSAT is an official mark of the Canadian Space Agency” 11
Grassland spatial extent and fragmentation
Grassland spatial extent and fragmentation
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Native Prairie Vegetation Inventory
1990-1993
1:30,000 aerial photography
¼ section based
% ground cover of tree, shrub,
graminoid, riparian, lake or wetland
Grassland Vegetation Inventory
colour infrared digital airborne imagery 0.5 m
Comprehensive biophysical, anthropogenic and
land use inventory
polygon-based, 5.0 ha for upland site types and
1.0 ha for wetland site types.
Accuracy estimated at >90%
Image courtesy of Barry Adams, Alberta Environment and Sustainable Resource Development 14
15 Image courtesy of Barry Adams, Alberta Environment and Sustainable Resource Development
Updated GVI
2007 SPOT Image 2006 GVI
GVI updates through satellite imagery?
Database
Record
Add/edit/delete
Slides courtesy of Barry
Adams AESRD 15
“Spectral fingerprinting” using 2005 and 2006 Hyperion and
vegetation indices
Slide courtesy of M. Hill, University of North Dakota
Darwin, Northern Territory, Australia
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“Spectral fingerprinting” using 2005 and 2006 Hyperion and
vegetation indices
Slide courtesy of M. Hill, University of North Dakota
Darwin, Northern Territory, Australia
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Landsat (NASA)
2013
11 bands
15/30/100m
185 km
Sentinel (ESA)
2013
13 bands
10/20/60m
290 km
10 days
“Spectral fingerprinting” using Hyperion and vegetation indices
to update GVI?
Hyperion
220 bands
30 m
7.5 km
Landsat Data
Continuity mission
2013
11 bands
15/30/100m
185 km
Sentinel-2
2013
13 bands
10/20/60m
290 km
10 days
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Oil and Gas-GIS Analysis
2001 NWA Infill Project
19 Image courtesy of Barry Adams, Alberta Environment and Sustainable Resource Development
CFB Suffield NWA (pre-infill--1997)
20 Image courtesy of Barry Adams, Alberta Environment and sustainable Resource Development
CFB Suffield NWA (post-infill--2001)
21 Image courtesy of Barry Adams, Alberta Environment and sustainable Resource Development
Lost grazing (by area): loamy (12.5%), sands (11.1%), choppy sandhills (1.8%) 22
INVASIVE PLANT SPECIES
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Invasive plant species
Invasive plant species in Canada
116 in Prairie region
Economic impacts
a selection of 16 invasive alien species in Canada estimated
to be cost $13-34 billion per annum (Colautti et. al. 2006).
Livestock impacts
reduction in forage
unpalatable or toxic
Ecological aspects compete for water, other resources
drive valuable native species to local or
regional extinction (Pimentel et al. 2000 )
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Image courtesy of Barry Adams, Alberta Environment
and Sustainable Resource Development
Oil and gas reclamation
non-native species prior 1994
crested wheatgrass (Agropyron cristatum)
a highly invasive species
Rolfson, D.R. 2008.
SPOT 5
July 20, 2007, July 29, 2008.
10 m resolution
multispectral
soil adjusted vegetation index,
modified soil adjusted vegetation
index, exponent normalized difference
moisture index (after Zhou, 2007)
Mapping invasive weed species
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