Monitoring the observation impact on the short-range forecast

被引:216
作者
Cardinali, Carla [1 ]
机构
[1] European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
关键词
observations impact; adjoint system; data assimilation; DATA ASSIMILATION SYSTEM; 4D-VAR DATA ASSIMILATION; VARIATIONAL ASSIMILATION; INITIAL TESTS; SENSITIVITY; ADJOINT; ERROR; DIAGNOSIS; SCHEME;
D O I
10.1002/qj.366
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
This paper describes the use of forecast sensitivity to observations as a diagnostic tool to monitor the observation impact on the 24-hour forecast range. In particular, the forecast error is provided by the control experiments (using all observations available) of two sets of observing system experiments performed at ECMWF, a month ill summer 2006 and a month in winter 2007, respectively. In Such a way, the observation data impact obtained With the forecast sensitivity is compared with the observing system experiment's data impact; differences and similarities are highlighted. Globally, the assimilated observations decrease the forecast error; locally, some poor performances are detected that are related either to the data quality or to the suboptimality of the data assimilation system. It is also found that the synoptic situation can affect the measurements or can produce areas of large field variability that the assimilation system cannot model correctly. Copyright (C) 2009 Royal Meteorological Society
引用
收藏
页码:239 / 250
页数:12
相关论文
共 38 条
[1]  
ACKLEY MH, 1998, FCMR141998 US DOCNOA
[2]   Observation and background adjoint sensitivity in the adaptive observation-targeting problem [J].
Baker, NL ;
Daley, R .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2000, 126 (565) :1431-1454
[3]   Observing-system experiments in the ECMWF 4D-Var data assimilation system [J].
Bouttier, F ;
Kelly, G .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2001, 127 (574) :1469-1488
[4]   Influence-matrix diagnostic of a data assimilation system [J].
Cardinali, C ;
Pezzulli, S ;
Andersson, E .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2004, 130 (603) :2767-2786
[5]  
Cardinali C., 2004, P 1 THORPEX INT SCI
[6]   Diagnosis and tuning of observational error in a quasi-operational data assimilation setting [J].
Chapnik, B ;
Desroziers, G ;
Rabier, F ;
Talagrand, O .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2006, 132 (615) :543-565
[7]   Properties and first application of an error-statistics tuning method in variational assimilation [J].
Chapnik, B ;
Desroziers, G ;
Rabier, F ;
Talagrand, O .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2004, 130 (601) :2253-2275
[8]   The ECMWF implementation of three-dimensional variational assimilation (3D-Var). I: Formulation [J].
Courtier, P ;
Andersson, E ;
Heckley, W ;
Pailleux, J ;
Vasiljevic, D ;
Hamrud, M ;
Hollingsworth, A ;
Rabier, E ;
Fisher, M .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 1998, 124 (550) :1783-1807
[9]   On the sensitivity equations of four-dimensional variational (4D-Var) data assimilation [J].
Daescu, Dacian N. .
MONTHLY WEATHER REVIEW, 2008, 136 (08) :3050-3065
[10]   Diagnosis and adaptive tuning of observation-error parameters in a variational assimilation [J].
Desroziers, G ;
Ivanov, S .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2001, 127 (574) :1433-1452