the role of flux tower observations in water, carbon and climate … · 2014-11-23 · water...
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The role of flux tower observations in water, carbon and climate information Eva van Gorsel
OCEANS AND ATMOSPHERE FLAGSHIP
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Globally terrestrial ecosystems annually sequester about one quarter of anthropogenic emissions of CO2.
They provide an ecosystem service worth millions of dollars.
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Carbon, water and energy cycles are linked Globally terrestrial ecosystems annually sequester about one quarter of anthropogenic emissions of CO2.
They provide an ecosystem service worth millions of dollars.
To understand the interaction between these coupled cycles we need information on
1) how climate exerts controls over vegetation
2) how plants respond to the environment.
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Carbon, water and energy cycles are linked climate controls over vegetation
Radiation
Temperature
Precipitation
VPD
Wind speed
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plant responses to the environment
Cloud Processes
Photo Oxidant Processes
Organic Aerosol Processes
Carbon, water and energy cycles are linked
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Cycles: Carbon Energy Water Nitrogen
Transpiration Photosyntesis Energy Balance
after A. Guenther
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carbon water and energy cycles are linked Globally terrestrial ecosystems annually sequester about one quarter of anthropogenic emissions of CO2.
They provide an ecosystem service worth millions of dollars.
In sequestering carbon they also use water. Water use by vegetation (through evapotranspiration) is the biggest loss term in the terrestrial water budget.
Through land management, evapotranspiration is one of the terms in the water budget that we can manage.
Terrestrial landscapes also affect the local and regional climate through changing the surface properties of reflectance and roughness.
Quantification of the exchanges of carbon, water and energy in space and time provides critical information required to underpin the sound management of Australia’s landscapes to maintain key ecosystem services.
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carbon water and energy cycles are linked Despite its great importance to understand and manage the impact of land use on carbon sequestration and water availability, such knowledge has not been readily available for many of Australia’s unique ecosystems.
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time scales involved in the exchanges of water and carbon between plants and atmosphere
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after M.Williams et al., www biogesciences.net/t/1341/2009/
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spatial scales involved...
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... span about 14 orders of magnitude after D. Baldocchi, 5th annual flux course, 'Biosphere Breathing'
Chloroplast: 10-6 m
Stomata: 10-5 m
Plant: 1-100 m
Leaf: 0.01-0.1 m
Canopy: 100-1000 m
Globe: 10'000 km
Continent: 1000 km
Landscape: 1-100 km
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time and length scales covered by plant atmosphere interactions
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Remote sensing observations are
rich in spatial information
content and can be used to
‘scale up’ from local to larger
scales.
Scaling up through modelling
allows quantification through
space and time and physical
understanding.
Tower observations provide
information on ecosystem
processes for the exchanges of
energy, water and carbon on all
relevant time scales.
after P. Isaac
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role of flux tower observations | Eva van Gorsel 11 |
Today, a new scientific revolution is emerging [...] where groups of
scientists are producing global scale information on carbon and
water fluxes. They are doing so by merging of information from
networks of flux towers, biophysical models, ecological databases
and satellite-based remote sensing to produce a new generation
of flux maps.
Dennis Baldocchi, UC Berkeley
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Modelling approaches
Biophysical models
process related information
prognistic
Data mining and machine learning
some process related information
ability to accurately upscale when underlying processes change (no a priori knowledge required)
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Integrated Biophysical Modelling
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schematic data-model integration
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Modelling Framework BIOS2
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CABLE = Community Atmosphere-Biosphere-Land Exchange model
Water, energy, carbon fluxes
Wang et al. (2011)
SLI = Soil-Litter-Iso
Soil hydrology, soil evaporation Haverd et al. (2010)
CASAcnp = Biogeochemical model
Soil and plant C, N, P dynamics
Wang et al. (2010)
AWAP = Australian Water Availability Project
Continental processing framework
Met and soil data
Model-Data Fusion
Raupach et al. (2009)
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Observations for BIOS2 constraints and evaluation
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Multiple constraints on Australian terrestrial Net Primary Production : Tower observations (Eddy flux data) provide the tightest constraint
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error bars = uncertainty from propagated parameter uncertatinties (1s)
NPP (GtC y-1
)
0 1 2 3 4
Eddy fluxes + Litterfall + Streamflow
Streamflow + Eddy fluxes
Streamflow + Litterfall
Eddy fluxes + Litterfall
Litterfall
Streamflow
Eddy fluxes
Prior estimate
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Verification - comparing OzFlux measured ET, GPP and BIOS2 simulations
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Monthly
Monthly
Annual
Annual
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Statistical Modelling data mining and machine learning
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Data driven estimate of global land ET
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compiled using the observations from the global flux network, meteorological and remote sensing observations, and a machine-learning algorithm.
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Data mining and machine learning
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Site level explanatory variables • Meteorology • Vegetation type • Remote sensing indices
Target variable • flux of carbon, energy, water
Explanatory variables • Gridded meteorology • Gridded vegetation type • Gridded remote sensing indices
gridded target variable
Training Prediction
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Network density
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Conclusions
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flux tower observations of water, energy and carbon are critical for (cons)training models and to verify model output
remote sensing data provide gridded spatial and temporal information that makes them ideal for upscaling
models without observations are not constrained and their output can not be verified
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Conclusions
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We need an integrated observation – modelling approach Satellite data can provide very useful information for upscaling but can not replace
ground networks
Ground networks in decline are bad news
Sparse ground networks in decline are particularly bad news and are something that we can’t afford if we want spatio-temporally resolved information on water, energy and carbon exchanges between the land and the atmosphere.
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Eva van Gorsel
t +61 2 62818242 e [email protected] w www.ozflux.org.au
ADD BUSINESS UNIT/FLAGSHIP NAME
Thank you