Vegetation classification of the multiple spatial scale

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Quantifying the carbon budget in Northern European Russia:
CARBO-North studies
Tarmo Virtanen1, Sanna Susiluoto1 & Peter Kuhry2
1
Department of Biological and Environmental Sciences, University of Helsinki, Finland
The Department of Physical Geography and Quaternary Geology, Stockholm
University, Sweden
Correspondence authors e-mails: tarmo.virtanen@helsinki.fi, peter.kuhry@natgeo.su.se
2
Objectives of the project
The CARBO-North project (web site: http://www.carbonorth.net/) aims at quantifying the
carbon budget in Northern Russia across temporal and spatial scales. CARBO-North is
an EU-funded project which started in November 2006 and runs for 3.5 years. It involves
16 institutions and over 60 scientists from across northern Europe, Russia and the USA.
Project integrates state-of-the-art science in the areas of flux measurements, carbon
stock inventories, ecological understanding and Earth System modeling to quantify the
long-term fluxes of greenhouse gases from the Northern Russian land mass, in order to
support policy discussions in the context of the Post-Kyoto process.
Specifically, we will produce regional carbon budgets for Northern Russia for successive
time slices of the 21st century (and beyond) that are used to calculate changes in net
radiative forcing and effects on future global climate predictions.
Carbon sinks and sources are investigated across spatial and temporal scales.
Assessments at the plot to landscape levels based on data collected from intensive
study sites (Figure 1) presenting typical taiga and tundra environments in Northeast
European Russia will be upscaled to regional and pan-Arctic levels using GIS and
modeling approaches. Investigations will focus on the rate at which critical ecosystem
processes take place, including effects of human-induced and natural disturbances.
For this purpose we will reconstruct past changes in climate and environment, monitor
and interpret present-day processes, and model future 'transient' and 'equilibrium'
ecosystem responses for the next 100 years and beyond. All components of the regional
carbon balance in tundra and taiga ecosystems are studied, including forests and
tundra, wetlands, aquatic ecosystems and river export and their interconnections.
Results will be integrated through the application of a regional ecosystem model, the
calculation of net radiative effects, and an assessment of the sensitivity of climate model
predictions to expected ecosystem changes.
Through a comparison of regional carbon budgets under past and recent natural climate
variability with future 'transient' and 'equilibrium' responses under global warming, an
attribution of the relative importance of anthropogenic climate change and natural
variability can be made. The second field season of the project is now going on, and
comprehensive results are not yet available.
Satellite image analyses
The aim is to classify the vegetation and allocated biomass in these classes in intensive
study sites using QUICKBIRD, ASTER and LandSat images. The field work for the
project was started on summer 2007 in tundra region and will continue on 2008 on taiga
and tundra regions. Vegetation biomass in the area is analyzed using multiple 1 km long
transects, each transect consisting 30 biomass collection points. Vegetation
classification of the QUICKBIRD images is done using eCognition software. The
information from biomass transects is used as a reference data for the classification, and
additional collected ground reference data is used in the accuracy assessment. The
classification results of the QUICKBIRD images will be used as training areas for ASTER
and LandSat images. These classification results will then in the later phase of the
project used to evaluate the available MODIS and other coarser resolution
classifications. Especially the amount of the peatlands and water bodies in these coarse
resolution classifications can be unreliable, and also other discrepancies are found
(Virtanen et al. 2004, Virtanen & Kuhry 2006). Produced classification results will be
used in vegetation and soil carbon stock and carbon flux measurement upscaling, and in
ecosystem-climate models.
Acknowledgements
CARBO-North is funded by the EU Sixth Framework Programme Global Change and
Ecosystems sub-programme, project number 036993.
References
Virtanen, T. & Kuhry, P. 2006.Comparison of a regional LandSat image based land
cover classification to global data sets in Northeast European Russia. Reports on
Polar and Marine Research 520, 133-138.
Virtanen, T., Mikkola, K. & Nikula, A. 2004. Satellite image based vegetation
classification of a large area using limited ground reference data: a case study in the
Usa River Basin, north-east European Russia. Polar Research 23, 51-66
Figure legends
Figure 1. Location of the intensive study sites of the project
Figure 1. Location of the intensive study sites of the project
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