An NWP Model Intercomparison of Surface Weather Parameters in the European Arctic during the Year of Polar Prediction Special Observing Period Northern Hemisphere 1

被引:47
作者
Koltzow, Morten [1 ]
Casati, Barbara [2 ]
Bazile, Eric [3 ]
Haiden, Thomas [4 ]
Valkonen, Teresa [1 ]
机构
[1] Norwegian Meteorol Inst, Oslo, Norway
[2] Environm & Climate Change Canada, Dorval, PQ, Canada
[3] Meteo France, Toulouse, France
[4] ECMWF, Reading, Berks, England
关键词
Arctic; Forecast verification; skill; Mesoscale forecasting; Numerical weather prediction; forecasting; Operational forecasting; Short-range prediction; LATERAL BOUNDARY-CONDITIONS; FORECAST SKILL; PART I; IMPLEMENTATION; SYSTEM; SCHEME; SNOW; VERIFICATION; PERFORMANCE; CYCLONES;
D O I
10.1175/WAF-D-19-0003.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Increased human activity in the Arctic calls for accurate and reliable weather predictions. This study presents an intercomparison of operational and/or high-resolution models in an attempt to establish a baseline for present-day Arctic short-range forecast capabilities for near-surface weather (pressure, wind speed, temperature, precipitation, and total cloud cover) during winter. One global model [the high-resolution version of the ECMWF Integrated Forecasting System (IFS-HRES)], and three high-resolution, limited-area models [Applications of Research to Operations at Mesoscale (AROME)-Arctic, Canadian Arctic Prediction System (CAPS), and AROME with Meteo-France setup (MF-AROME)] are evaluated. As part of the model intercomparison, several aspects of the impact of observation errors and representativeness on the verification are discussed. The results show how the forecasts differ in their spatial details and how forecast accuracy varies with region, parameter, lead time, weather, and forecast system, and they confirm many findings from mid- or lower latitudes. While some weaknesses are unique or more pronounced in some of the systems, several common model deficiencies are found, such as forecasting temperature during cloud-free, calm weather; a cold bias in windy conditions; the distinction between freezing and melting conditions; underestimation of solid precipitation; less skillful wind speed forecasts over land than over ocean; and difficulties with small-scale spatial variability. The added value of high-resolution limited area models is most pronounced for wind speed and temperature in regions with complex terrain and coastlines. However, forecast errors grow faster in the high-resolution models. This study also shows that observation errors and representativeness can account for a substantial part of the difference between forecast and observations in standard verification.
引用
收藏
页码:959 / 983
页数:25
相关论文
共 69 条
[1]  
[Anonymous], 2012, Forecast Verificaton: A Practitioner's Guide in Atmospheric Science
[2]   A Revised Hydrology for the ECMWF Model: Verification from Field Site to Terrestrial Water Storage and Impact in the Integrated Forecast System [J].
Balsamo, Gianpaolo ;
Viterbo, Pedro ;
Beljaars, Anton ;
van den Hurk, Bart ;
Hirschi, Martin ;
Betts, Alan K. ;
Scipal, Klaus .
JOURNAL OF HYDROMETEOROLOGY, 2009, 10 (03) :623-643
[3]   Implementation of a simple thermodynamic sea ice scheme, SICE version 1.0-38h1, within the ALADIN-HIRLAM numerical weather prediction system version 38h1 [J].
Batrak, Yurii ;
Kourzeneva, Ekaterina ;
Homleid, Mariken .
GEOSCIENTIFIC MODEL DEVELOPMENT, 2018, 11 (08) :3347-3368
[4]   Aspects of ECMWF model performance in polar areas [J].
Bauer, P. ;
Magnusson, L. ;
Thepaut, Jean-Noel ;
Hamill, Thomas M. .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2016, 142 (695) :583-596
[5]  
Bélair S, 2003, J HYDROMETEOROL, V4, P352, DOI 10.1175/1525-7541(2003)4<352:OIOTIL>2.0.CO
[6]  
2
[7]   The HARMONIE-AROME Model Configuration in the ALADIN-HIRLAM NWP System [J].
Bengtsson, Lisa ;
Andrae, Ulf ;
Aspelien, Trygve ;
Batrak, Yurii ;
Calvo, Javier ;
de Rooy, Wim ;
Gleeson, Emily ;
Hansen-Sass, Bent ;
Homleid, Mariken ;
Hortal, Mariano ;
Ivarsson, Karl-Ivar ;
Lenderink, Geert ;
Niemelza, Sami ;
Nielsen, Kristian Pagh ;
Onvlee, Jeanette ;
Rontu, Laura ;
Samuelsson, Patrick ;
Santos Munoz, Daniel ;
Subias, Alvaro ;
Tijm, Sander ;
Toll, Velle ;
Yang, Xiaohua ;
Koltzow, Morten Odegaard .
MONTHLY WEATHER REVIEW, 2017, 145 (05) :1919-1935
[8]   The impact of satellite retrievals in a global sea-surface-temperature analysis [J].
Brasnett, Bruce .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2008, 134 (636) :1745-1760
[9]   Assimilation of SSMIS and ASCAT data and the replacement of highly uncertain estimates in the Environment Canada Regional Ice Prediction System [J].
Buehner, M. ;
Caya, A. ;
Carrieres, T. ;
Pogson, L. .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2016, 142 (695) :562-573
[10]   Implementation of Deterministic Weather Forecasting Systems Based on Ensemble-Variational Data Assimilation at Environment Canada. Part I: The Global System [J].
Buehner, Mark ;
McTaggart-Cowan, Ron ;
Beaulne, Alain ;
Charette, Cecilien ;
Garand, Louis ;
Heilliette, Sylvain ;
Lapalme, Ervig ;
Laroche, Stephane ;
Macpherson, Stephen R. ;
Morneau, Josee ;
Zadra, Ayrton .
MONTHLY WEATHER REVIEW, 2015, 143 (07) :2532-2559