From short range forecasts to climate change projections of extreme events in the Baltic Sea region

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Great Baltic Sea flood, November 13, 1872 Farm houses in Niendorf (near Lübeck) being torn away. Privately owned, Fam. Muuß, Hotel Friedrichsruh. Sea level 3.50 m above normal. From short range forecasts to climate change projections of extreme events in the Baltic Sea region Martin Stendel, Danish Climate Centre, DMI o Short range forecast of the Copenhagen cloud burst July 2, 2011 o Extreme value analysis of the flooding in Roskildefjord December 6/7, 2013 o Barents and Kara Sea ice retreat and cold European winters

Size matters: radar precipitation at different resolutions DMI custom-tailored products Station data up to hourly resolution Gridded data up to 1x1km 2 horizontal resolution Radar nowcasting up to 10 minutes temporal and 500 m vertical resolution

Example: Cloud burst in Copenhagen, July 2, 2011 1 mm/sec= 16.67 mm/min

Two hour forecasts of the cloudburst event in Copenhagen, 2 July 2011 a) Standard weather forecast without additional data b) Forecast with assimilation of cloud data c) Forecast with assimilation of radar data d) Forecast with assimilation of cloud and radar data e) Forecast using model plus clouds plus short range radar forecast f) Observed a) b) c) d) e) f)

Extreme flooding in Roskildefjord and Holbækfjord, December 6/7, 2013 Cooperation of DMI and Kystdirektoratet (Coast Administration) 190 m

Dec 6, 2013, 18 UTC Dec 7, 2013, 06 UTC

Example: Hornbæk (123 years of data) December 6, 2013: 1.96 m Old record: January 1, 1922: 1.73 m 100 year return value: 1.69 m 500-1000 year return values in Holbæk, Roskilde (from shorter time series)

Recent decline of Arctic sea ice Satellite-based Arctic Ocean multiyear ice (MYI) coverage on Jan. 1 Polyakov et al. BAMS 2012

Recent cooling over Eurasia Temperature trends ERA Interim 1989-2009 ERA Interim time series: SIC, T2m (N+S), meridional temp. gradient (MTG), U 850 Jan. 5.9 K/dec -3.2 K/dec Outten and Esau Clim. Change 2012

Recent cold European winters coincide with abnormally reduced sea ice concentration in the Barents-Kara Sea Sea Ice Concentration Surface Air Temperature ( C) Mean 1987-2006 Mean 1961-1990 Mean Anomaly DJF 2005-2006 Anomaly DJF 2009-2010

Arctic sea ice reduction and extreme cold winters in Europe: revisited Experiment setup as in Petoukhov and Semenov (PS2010). EC-Earth atmosphere-only, T159 L31 6 experiments of 50 years AMIP-type runs: forced with the same prescribed SSTs but different SICs; Climatological run (100%): SSTs from AMIP (obs) for year 2005 2006 (a cold European winter); SICs from climatological mean over period 1987-2006; 5 reduced SIC runs (80%, 60%, 40%, 20% and 1%) Same SSTs as in 100%; SICs as in 100% everywhere except in the Barents and Kara (B-K) Sea sector (30 E - 80 E, 65 N - 80 N) SICs in B-K Sea are set to 80%, 60%, 40%, 20% and 1% of November to April climatology

T2m ( C) Cold Case T2m Response in Central Europe (10 E-30 E, 45 N-55 N) Dec. Jan. Feb. DJF Mean monthly T2m +/- stdv Individual monthly T2m B-K SIC with respect to climatology (%)

Cold Case 100% 80% 100% Left: Mean T2m DJF differences wrt 100% Right: Change in probability (T<1.5σ) 60% 100% 40% 100% 20% 100% 1% 100% Confirms main results of PS2010 with another model at much higher resolution. Reduction of B-K SIC can result in increased probability of cold European winter months. We do not see the nonlinear response of PS2010 to the B-K sea ice reduction Does B-K sea ice reduction always mean cold winters?

Warm Case A warm winter year 1989-1990 for Europe Experiment setup same as cold case except SSTs are from 1989-1990 (a warm year) 6 AMIP-type experiments with the climatological B-K SIC (100%), and 5 reduced SIC runs (80%, 60%, 40%, 20% and 1%). Summary: In contrast to the cold case, under the warm winter condition, the sea ice reductions in the B-K sector lead to a general increase of winter temperature, and more extreme warm months in Europe. The only difference is that SSTs are taken from different years

Arctic SIC reduction and European cold winters in the future Under certain conditions, SIC reduction in the B-K Sea may result in significant decrease of winter temperature in Europe North Atlantic SSTs not relevant; B-K Sea only relevant in cold mode but then it is a sensitive factor Is this relationship between B-K sea ice reduction and the occurrence of European cold winters generic to climate system? Can we expect more cold winters as Arctic sea ice decline continues? Investigate 13 CMIP5 model simulations Focus on the occurrence of cold winters in the in the future (defined as monthly mean T2m below average for the respective model climatological monthly mean temperature for the period 1971-2000)

European cold winters in CMIP5 Composite T2m anomalies for European cold Januaries Historical 1956-2005 RCP4.5 2006-2050 13 model ensemble Yang & Christensen (2012)

European cold winters in CMIP5 Composite Z 500 hpa for European cold Januaries RCP4.5 2006-2050 13 model ensemble Yang & Christensen (2012)

Summary Under certain conditions, the SIC reduction in the B-K Sea may result in significant decrease of winter temperature in Europe B-K SIC is a sensitive factor for European winter temperature when the global SST pattern is in the right condition Connection between European cold winters and B-K Sea SIC reduction also simulated in CMIP5 models Consistent circulation patterns associated in most CMIP5 models, similar to that in the idealized EC-Earth experiments. The recent cold winters in Europe are not in conflict with the global warming trend