Title: Effects of Biological Invasion on the Composition, Chemistry and 3-D Structure of Hawaiian Forests
1Effects of Biological Invasion on the
Composition, Chemistry and 3-D Structure of
Hawaiian Forests Greg Asner Roberta
MartinDepartment of Global EcologyCarnegie
InstitutionMajor Support NASA
TEP-Biodiversity Program WM Keck
Foundationhttp//cao.stanford.edu
2Hawaii has a Unique Portfolio of Ecosystem Goods
and Services
- Carbon Storage and Sequestration
- Water Quantity and Quality
- Cultural Value
- Recreational Services
- Aesthetic Value
But we dont have a clear way to manage and
conserve the major contributors to these
services. Who are the contributors?
3Contributors to Ecosystem Services
- Vegetation Structure for Habitat
- Plant Diversity
- Pollinators
- Carbon Stocks in Vegetation and Soils
- Topography/Terrain
- Water Inputs and Losses
4Biological invasion can alter (negatively affect)
the services provided by ecosystems
Myrica faya
Hedychium
Psidium cattleianum
Miconia calvensens
African grasses
5Partnering Science with Conservation, Management
and Resource Policy Development in Hawaii
- Observations.both the rapid type and the
long-term type - Processes.our local and regional
understanding - Predictions..based on trends in our
observations and on our understanding of the
critical processes
Scientific Observations and Understanding of
Processes
Resource Management
Conservation Plans and Actions
6Remote Sensing Observations
- All are important
- In-situ are for local processes
- Satellites give broad pattern (often hard to
link back to management and conservation) - Aircraft
- Satellite
- Aircraft
- In situ monitoring systems
7The Imaging Spectroscopy Concept
8Plant SpectroscopyMeasurement of chemicals from
a distance
9Developing Airborne Plant SpectroscopyAsner Lab
Activities 1995 - 2008
10Airborne Measurements of Plant Chemical
SignaturesHawaii-Australia Studies (2001-2008)
Canopy Chemicals
Fly over with spectrometer
Canopy Chemical Model
11Leaves ? Canopies
12Waveform Light Detection and Ranging (wLiDAR)
13Inertial Motion AnalysisTo boresight align
sensors in 3-D, for tracking the location of
ground targets at super high spatial resolution
14The Carnegie Airborne Observatory (launched Jan
2007)
Imaging Spectroscopy
What are we after? Detailed chemical, structural
and biological information on ecosystem health on
land and in coastal environments, and at fine
spatial resolution
15CarnegieProcessing Stream
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19CAO Alpha System (VNIR and wLiDAR)
20CAO-JPL Beta System (AVIRIS and CAO-LiDAR)
21Prototyping with the CAO-JPL Beta System
JPL AVIRIS Spectrometer
JPL AVIRIS Spectrometer
35 m
CarnegieLiDAR
18-20m
8-12 m
22The Many Faces of Biological Invasion
23Deforestation and Invasion
24Old Invaded Landscapes
25Infrastructure and Invasion
26Invasion Fronts on Protected Lands
27Biogeochemical Responses to Invasion
Clouds Development
Ohia (Metrosideros) Forest
Kilauea Iki Crater
Lava Flows
Kilauea Caldera
28Remote Measurement of Canopy Chemistry
Canopy Nitrogen Concentration
Canopy Water Content
Canopy Water
Leaf Nitrogen
Kilauea Iki
Kilauea Iki
Kilauea Volcano
Kilauea Volcano
Canopy Water
2500 mm
0 mm
2.5
Leaf Nitrogen
0
29Canopy Chemistry ? Invasive Species
Myrica invasion front (high leaf nitrogen)
Myrica infestations (high leaf nitrogen and high
canopy water)
Kilauea Caldera
Hedychium in forest understory(high canopy
water)
30Field Studies
- Leaf N and canopy water highly correlated with
field measurements - Species played themselves out by chemical
make-up - Red Myrica
- Green Mixed Myrica-Ohia
- Cyan Ohia
- Blue Ohia w/ginger in understory
31Spectral Mixture Analysis
Fractional material cover from spectral mixture
analysis
Invasive species and nitrogen-fixing PFT
Hyperspectral RT Model PLS
Leaf nitrogen concentration
Biochemical Fingerprinting
Biogeochemical Analysis
Soil nitrogen oxide trace gas emissions
Hyperspectral RT Model Inversion
Canopy water content
32Combining HiFIS and LiDAR for Invasive
Species Detection and Analysis
33(B)
(A)
HiFIS Imagery
LiDAR Data
(D)
(C)
Live vs Dead Trees and Minimum LAI for Chem
Constant Sun-View Geometry
(E)
Suitable
Unsuitable
Pre-screened Image
34Species Detection Based on Chemistry
35Invasive Species in Remote, Protected Reserves
36Species Detection Based on Chemistry
37Zoom window
Wao Kele O Puna Reserve
Yellow-white areas are positive detections for
invasive Brazilian strawberry guava tree
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39Field Validation
40Detecting Plants in the Forest Understory
413-D Sectional Views of the Forest
423-D Sectional Views of the Forest
433-D Sectional Views of the Forest
18 m
31 m
8 m
44Death by Shade
Death by Rhizome
Cut-off _at_ Knees
Friendly Foes
45Summary Statistics for 3-D Effects of Invasive
Trees
46Lessons Learned in Hawaii
- There are measurable changes in composition,
chemistry and 3-D structure that indicate major
impacts of invasion on forest functioning. - Invasive species can alter the fundamental
functioning (chemistry) and structure of native
forests. Physical disturbance is not necessary
to trigger the proliferation of introduced
species. Fencing and protection is not enough
active management action is required on a
continuous basis. - Airborne measurements are becoming
interchangeable with field measurements at the
scale of individual crowns and plots. - Airborne measurements sometimes provide totally
new information unobtainable on the ground. - It is likely that a combination of spaceborne
LiDAR and HiFIS can provide this type of
information, albeit at a different scale. The
Hawaii studies are glimpses into the future
decadal survey missions.