tion of these processes to be able to upscale
them from the field level to larger extents, for
example the entire landscape, region or the
Arctic. Tools like fixed cameras, drones, and flux
towers help us to gain highly detailed and reliable estimates of the landscapelevel dynamics,
but they can do so only over relatively distinct
areas. Traditionally, for scales larger than 1 km2,
airborne and spaceborne platforms are easier
and more cost-effective - but usually at the expense of losing some of the details. For example,
despite land cover classification maps being a
fundamental element for many upscaling studies,
almost all land cover maps encompassing Greenland have resolutions coarser than hundreds of
meters. This is a big compromise as we know
that surface heterogeneity is quite high.
That is why in the last year we focused on
making use of new technology to address this
limitation: newer satellites, high-performance
computing, machine learning, and plenty of insitu observations, all for an ambitious project
to map the ecosystem types across the entire
ice-free part of Greenland with a resolution of
30 meters. Firstly, as the growing season is short
and cloud cover is frequent, successful satellitebased observations are few and far between.
Therefore, we need to capture all of the data
from the entire growing season instead of just
relying on irregular snapshots. After all, such
snapshots would be hardly comparable given the
large extent of Greenland. This amounted to
nearly 9 terabytes of raw data from one entire
growing season that needed to be processed
- luckily a problem that can be solved using highperformance computing.
Moreover, when we map over such a large area,
one identical ecosystem type can happen to
be wet in one place, and drier in another place.
In order to be able to perform a unified classification over such a large area, we needed to
extract key aspects of ecosystems behavior
that are somehow stable and independent of
place or year-to-year conditions. This is why we
extracted vegetation seasonality metrics such as
length of growing season and green-up rate, as
well as temporal statistics about how moisture
levels vary during the season over each 3030
meter pixel across the entire ice-free Greenland.
We then combined all of the detailed observations we had from the drones and field campaigns from across Greenland to let machinelearning algorithms mine a robust relationship
between the observed parameters and ecosystem types. The results could not be better: our
validations show 89% cross-validation accuracy
across the whole of Greenland.
This is the first time such a highly detailed map
of ecosystems types has been produced for
Greenland. Upscaling of snow dynamics, permafrost, greenhouse gas fluxes, and energy exchange all rely on information about ecosystem
types and land cover. Using the produced map,
for instance, we can estimate the total area of
each ecosystem type along a fjord system, within
sub-, low-, and high-Arctic zones, or across all
of Greenland. This makes it possible to estimate
what the net balance is between the processes
at play among these various ecosystems, for
example, the net greenhouse exchange at regional level. Moreover, another important aspect
is change detection. Combining the produced
thematic map with longer time-series from older
satellites, we can identify which ecosystem types
have undergone stronger change and which
have been stable. Have there been any regional
components to these differences?
These and many more questions remain open,
and surely require us to explore and better
understand the processes using measurements
and experiments. Meanwhile we in CENPERM
continue to use new earth observation systems
and innovative concepts to put our field and lab
findings into perspective.
Dis tr ibution of vegetation and ecosys tem t ypes on a high-resolution level.
CENPERM Annual Report 2018
11
ANNUAL REPORT 2018 CENPERM Center for Permafrost
Field sites Brønlundhus Qaanaaq Svalbard Longyearbyen Greenland Zackenberg Disko Qajaa Sweden Kangerlussuaq Nuuk Narsarsuaq Abisko Sermilik
Directors welcome Visions and aims Highlights 2018 Højdepunk ter 2018 Revealing the tundras secrets from space Publications & conferences Communication & outreach Educational activities Ongoing research projects & graduate students International collaborators & funding CENPERM staff 3 4 6 8 10 12 1
2 CENPERM Annual Report 2018
Directors welcome 2018 was a very busy year dominated by the activities reflecting CENPERMs next phase. Several new PhD projects have been initiated focussing on changes in precipitation and water movement across the landscape, transport and availability of nutrients and ecosystems responses. The im
Visions and aims Center for Permafrost Microbial activity Plant ecology CENPERM Permafrost soil & landscape dynamics CENPERM integrates multidisciplinary research of biogeochemical and physical processes in a climate-vegetation-soil-microorganismpermafrost approach in transects across the major c
CENPERM Annual Report 2018 5
Highlights 2018 CENPERM highlights of 2018 include examples of intensive fieldwork and laboratory incubations and how these two components can be integrated in process modelling. Three papers below highlight the benefits of plot level based studies of volatile organic compound (VOC) production, mult
budget for a typical and wide-spread heathlandtype ecosystem in Greenland. Two main results can be highlighted: (1) more than 13% of the carbon turnover measured as respiration occurs during the non-growing season and (2) the ecosystem is overall a weak C sink without any significant changes to be n
Højdepunkter 2018 Højdepunkterne for CENPERM i 2018 omfatter tre eksempler på intensivt feltarbejde og laboratorie-inkubationer, samt hvordan disse to komponenter kan integreres i procesmodellering. De udvalgte artikler beskæftiger sig med studier af (1) produktion af flygtige organiske forbindelser
serie af CO2-flux målinger i Nordøstgrønland til at kalibrere og validere en procesorienteret model (CoupModel). Dette muliggør en unik kvantificering af forskellige elementer i kulstofregnskabet for økosystemet i et tundralandskab, der er en typisk landskabstype for store dele af Grønland. To hoved
Revealing the tundras secrets from space by Mojtaba Karami, PhD student, CENPERM, University of Copenhagen Dozens of spaceborne platforms are currently imaging the earths surface, and this number is only expected to grow over the coming years. Using the wealth of data these instruments create, we c
tion of these processes to be able to upscale them from the field level to larger extents, for example the entire landscape, region or the Arctic. Tools like fixed cameras, drones, and flux towers help us to gain highly detailed and reliable estimates of the landscapelevel dynamics, but they can do
Publications & conferences Akperov, M., Rinke, A., Mokhov, I. I., Matthes, H., Semenov, V. A., Adakudlu, M.,... Zhang, W. (2018). Cyclone activity in the Arctic from an ensemble of regional climate models (Arctic CORDEX). Journal of Geophysical Research: Atmospheres 123, 2537-2554. Cable, S., Chris
archaeological and environmental archives of the Arctic. Antiquity 92, 573-586. Karami, M., Westergaard-Nielsen, A., Normand, S., Treier, U., Elberling, B., Hansen, B.U. (2018). A phenology-based approach to the classification of Arctic tundra ecosystems in Greenland. ISPRS Journal of Photogrammetry
Schmidt, N.M., Mosbacher, J.B., Vesterinen, E.J., Roslin, T., Michelsen, A. (2018). Limited dietary overlap amongst resident Arctic herbivores in winter: complementary insights from complementary methods. Oecologia 187, 689-699. Scott, D.L., Bradley, R.L., Bellenger, J.-P., Houle, D., Gundale, M.J.,
Technical reports Invited speakers Lund, M., Sigsgaard, C., Abermann, J. Skov, K., Friborg, T., Hansen, B.U. (2018). Extreme rain event what are consequences for Arctic Ecosystems. In: Christensen, T.R. & Topp-Jørgensen, E. Greenland Ecosystem Monitoring Annual Report Cards 2017. Danish Centre for
Communication & outreach CENPERM continued its series of weekly talks at the Department of Geosciences and Natural Resource Management. These seminars were also held for PhD students and postdocs to present specific parts of their work, to create a forum for sharing of knowledge, problems, and solut
Elberling, B. Klima og permafrost i Nordøstgrønland: Når plantevækst og permafrost er to sider af samme sag. Gentoftes Kulturnat (Det Grønlandske Selskab), Charlottenlund. Sep. 28. Elberling, B. Klima og permafrost i Grønland. Offentligt foredrag i Videnskabernes Selskab, København. Dec. 3. http://w
Oct. 4. Jörg Schaller, Assistant professor, University Bayreuth, Environmental Geochemistry. Silicon and calcium effects on permafrost phosphorus mobilization, implications for soil respiration. Oct. 11. Benny Guralnik, Postdoc, CAPRES A/S & DTU Nanotech. Novel methods for environmental palaeo-therm
Educational activities CENPERMs activities in 2018 include a number of educational efforts. These include both arctic field courses and classic university courses at the basic and advanced levels at the University of Copenhagen. In addition to course taught, a number of M.Sc. theses have been superv
Arctic biology, Dept. of Biology, University of Copenhagen, spring, R. Rinnan, A. Michelsen, A. Priemé. Arctic nature and society, The Natural History Museum of Denmark, University of Copenhagen, spring, B. Elberling. Climate change and biogeochemical cycles. Dept. of Biology, University of Copenhag
Ongoing research projects & graduate students Like previous years, a special Master theses workshop was held in March with discussion and presentations of projects in progress. A number of the master students participated in the CENPERM fieldwork in Greenland and Northern Sweden. Postdoctoral projec
Ongoing PhD projects at CENPERM 2018 Baggesen, Nanna: Emissions of biogenic volatile organic compounds (BVOCs) from a subarctic heath ecosystem, using a PTR-MS that allows for diurnal measurements on a fine time resolution. Supervisor: Riikka Rinnan. Fenger-Nielsen, Rasmus: Predicting and mapping en
Ongoing MSc projects at CENPERM 2018 Andersen, Emil Alexander Sherman: Vegetation analysis and soil biogeochemical characteristics in the Nuuk region, Greenland in relation to archaeological sites and climate change. Supervisors: Anders Michelsen and Bo Elberling. Frendrup, Laura Lønstrup: The impac
Ryde, Amalie: Herbivore-induced volatile organic compounds, and changes through an elevation gradient, induced by winter moth on mountain birch in the Subarctic, Tromsø. Supervisors: Riikka Rinnan and Elizabeth Jakobsen Neilson. Skardhamar, Mira Nordsmark: Climate change impacts on tundra litter BVO
International collaborators & funding Research activities at CENPERM are linked to a number of well-established international arctic networks. These cooperation agreements are supplemented by a strong affiliation to internationally recognized researchers. CENPERM has continuously extended the inter
Northern Arizona University and OEB Harvard University, USA: Analyzing phenocam images. Scientific publication. Russian Academy of Science, Russia: M. G. Akperov. Arctic cyclones. Scientific publications. Stanford University, USA: A. Ahlström. Modelling large-scale C cycle. Stockholm University, Swe
University of Oslo, Department of Geosciences, Norway: B. Etzelmuller, S. Westermann. Permafrost modelling. O. Humlum; Field work (and data analyses) of geomorphology at Disko, W. Greenland. University of Montana, USA: F. Gilman. Disko soil microbial studies. University of Sherbrooke, Canada: J.P. B
Private Danish funding Velux Foundation: REMAINS of Greenland (REsearch and Management of Archaeological sites IN a changing environment and Society). Grant holder: Jørgen Hollesen. On behalf of CENPERM: Bo Elberling (20162019): DKK 5.0 mio. International funding Austrian Science Fund (FWF): Erwin-S
CENPERM staff 30 Researchers Ambus Per Lennart Andersen Thorbjørn J. Danielsen Birgitte Elberling Bo Faucherre Samuel Friborg Thomas Hansen Birger Ulf Hollesen Jørgen Karami Mojtaba Kroon Aart Michelsen Anders Permin Aya Priemé Anders Rinnan Riikka Ro-Poulsen Helge Rousk Kathrin Schurgers Guy Seco
CENPERM staff PhD students Baggesen Cable Faucherre Fenger-Nielsen Karami Kramshøj Pedersen Permin Rasmussen Rieksta Simin St Pierre Wang Xu Zastruzny Nanna Stefanie Samuel Rasmus Mojtaba Magnus Emily Pickering Aya Laura H. Jolanta Tihomir Kyra Peiyan Wenyi Sebastian PhD student PhD student PhD st
ANNUAL REPORT 2018 The Danish National Research Foundation (DNRF) is an independent organization established by the Danish Parliament in 1991 with the objective to promote and stimulate basic research at the highest international level at the frontiers of all scientific fields. The Center of Excell