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Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department of Geography, University of Sheffield, UK 3rd ACRE Workshop “Reanalysis & Applications”, Baltimore, USA, 3 November2010

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Page 1: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871-2009

Edward HannaDepartment of Geography, University of Sheffield, UK

3rd ACRE Workshop “Reanalysis & Applications”, Baltimore, USA, 3 November2010

Page 2: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

Co-contributors:

Roger Bales, Sierra Nevada Research Institute, University of California, USA;

John Cappelen, Danish Meteorological Institute, Copenhagen, Denmark;

Mike Griffiths, Corporate Information & Computing Services, University of Sheffield, UK;

Philippe Huybrechts, Vrije Universiteit Brussel, Belgium;Tris Irvine-Fynn, University of Sheffield, UK;Joe McConnell, Desert Research Institute, Reno, USA;Deniz Savas, Corporate Information & Computing Services,

University of Sheffield, UK;Konrad Steffen, CIRES, University of Colorado, USA.

Page 3: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

Main objectives

(1) Present preliminary extended/recalibrated 1871-2009 reconstruction of Greenland Ice Sheet (GrIS) surface mass balance (SMB) based on merged Twentieth Century Reanalysis– European Centre for Medium-Range Weather Forecasts (ECMWF) ERA-40 climate reanalysis data time series;

(2) Show some details of validation and comparison against other recently published GrIS SMB time series.

Page 4: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

Modelling the Greenland Ice massHere we use interpolated+adjusted temperature and similarly interpolated

precipitation data plus used a simple degree-day meltwater runoff model (Janssens & Huybrechts 2000, Annals of Glaciology) to reconstruct snow accumulation, surface meltwater runoff and surface mass balance of Greenland Ice Sheet on monthly and annual basis for last 130 years

This modelling only requires surface air temperature, precipitation and evaporation (surface latent heat flux) data, plus modelled elevation and accurate reference digital elevation model, as inputs.

Several different modelling approaches exist: most notably energy-balance models with dynamically-downscaled regional climate model data incorporating more model physics (e.g. Box, Fettweis, Van den Broeke) but these suffer from over-complexity and lack of data when trying to reconstruct Greenland Ice mass pre-satellite era. One weakness is that cloud cover over Greenland is very poorly known, which means the energy balance is poorly constrained.

Page 5: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

Raw C20thR 2-m surface air temperature on 2 latitude x 2 longitude grid for January 1871; scale = -30 to +10 degC

Page 6: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

Simple bilinear interpolation of SAT to 5x5-km grid – retains C20thR gross model errors; scale -30 to +10 degC

Page 7: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department
Page 8: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

Bamber/Ekholm Greenland DEM

Page 9: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department
Page 10: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

Surface air temperature interpolated to 5x5-km grid and adjusted for C20thR minus 5x5-km Ekholm (1996) DEM orography, using empirically-derived ice-sheet surface lapse rates; scale -30 to +10 degC

Page 11: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

Surface (2m)-air-temperature July 2003-2009 anomalies based on ECMWF operational analysis downscaled to 5x5 km and corrected for orography errors.Note generally high anomalies around Greenland margins/ablation zone and low anomalies in the interior: a dichotomous response of Greenland temperatures to global warming?These plots redrawn courtesy of Dr. Tris Irvine-Fynn.

Page 12: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

C20thR use in Greenland Ice Sheet surface mass balance modelling

* Here used global 6-hourly surface climate fields spanning 1871-2008 from C20thR version 2 dataset downloaded from NCAR summer 2010.

- Downscaled 2x2-degree data to 5x5-kilometre grid based on Ekholm (1996)/Huybrechts Greenland DEM.

* C20thR precipitation evidently too high over Greenland - Gil Compo (pers. comm. 2009) advised that other climate modellers have found similar issues. Based on initial assumption that this is systematic bias, we calibrated C20thR precip as follows:

(1) C20thR mean annual 1950-2006 precipitation scaled for each 5-km grid square to Bales et al. (2009) Greenland ice-core-/weather station-based “corrected precipitation” map (as reasonably long interval most representative of 1950-2006 period);

(2) all C20thR annual precip values were then adjusted by this scaling factor;

(3) Further rescaling of C20thR annual precipitation interannual variation against ECMWF precipitation variation to adjust for lower precip variance arising from lower spatial resolution in C20thR c/w ECMWF.

Page 13: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

Bales et al. (2009) GrIS “corrected” precipitation minus evaporation map based on ice-core and weather-station data, which we use to rescale C20thR precipitationIncludes correction factors for gauge-catch biases (undercatch due to wind/snow) at coastal met. stations.

Page 14: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department
Page 15: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department
Page 16: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department
Page 17: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

Greenland Ice Sheet 1870-2009 hybrid C20thR-ECMWF surface mass balance series calibrated to Bales et al. (2009) accumulation map

Page 18: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department
Page 19: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department
Page 20: Use of Twentieth Century Reanalysis data in the construction of a new Greenland Ice Sheet surface mass balance record 1871- 2009 Edward Hanna Department

Conclusions(1) New Twentieth Century Reanalysis (C20thR) dataset is useful for extending

GrIS SMB record back in time (->1871) but needs careful calibration/validation, which I’m doing as part of ACRE Working Group 3.

(2) Evidence from historical ice-core annual accumulation data for several dozen locations on the ice sheet suggests statistically significant agreement if we tune modelled SMB to Bales (observation-based) accumulation map. Pending further in situ data, there is therefore no reason to favour RACMO (higher) SMB over Hanna et al. (lower) SMB reconstruction for common overlap period. However, cores mainly miss high precipitation/snowfall south-east Greenland coastal region: new/more validation data are urgently needed, as GrIS surface mass balance currently uncertain by >100 Gt yr-1; however, variation and trends are fairly well constrained.

(3) GrIS SMB absolute values remain uncertain by >100 Gt yr-1, pending further validation data BUT variability/trends are much better constrained.

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