Ensemble Forecast Sensitivity to Observations Impact (EFSOI) applied to a regional data assimilation system over south-eastern South America

被引:3
作者
Casaretto, Gimena [1 ,2 ,3 ]
Dillon, Maria Eugenia [1 ,2 ]
Skabar, Yanina Garcia [1 ,2 ,5 ]
Ruiz, Juan J. [2 ,4 ,5 ]
Sacco, Maximiliano [1 ]
机构
[1] Serv Meteorol Nacl, Buenos Aires, Argentina
[2] Consejo Nacl Invest Cient & Tecn CONICET, Buenos Aires, Argentina
[3] Univ Buenos Aires, Dept Ciencias Atmosfera & Oceanos, FCEN, Buenos Aires, Argentina
[4] UBA, Ctr Invest Mar & Atmosfera CIMA CONICET, Buenos Aires, Argentina
[5] UBA, Inst Franco Argentino Estudio Clima & sus Impactos, CNRS, CONICET,IFAECI, Buenos Aires, Argentina
关键词
Data assimilation; Ensemble; Observation impact; Numerical weather prediction systems; MODEL; CONVECTION; PREDICTION; PARAMETERIZATION;
D O I
10.1016/j.atmosres.2023.106996
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Observations that are assimilated into numerical weather prediction systems are conformed by numerous data sets and their impact should be objectively evaluated. This can be efficiently achieved by the Forecast Sensitivity to Observation Impact (FSOI) methodology. In this study we explore the application of the ensemble formulation of FSOI (EFSOI) in a regional data assimilation system over south-eastern South America and evaluate the ob-servations that result beneficial or detrimental to the forecast. In this paper we focus on the impact of two types of surface weather stations: human-operated conventional surface weather station networks from the National Meteorological Service and non-conventional automatic surface weather stations from different public and private networks (CSWS and NSWS respectively). To achieve this, the Weather Research and Forecasting model coupled with the Local Ensemble Transform Kalman Filter is used with 20 members. The experiment was carried out during 30 days of the intensive observing period of the RELAMPAGO-CACTI (Remote sensing of Electrifi-cation, Lightning, And Mesoscale/microscale Processes with Adaptive Ground Observations-Clouds, Aerosols, and Complex Terrain Interaction) field campaign that was conducted during the 2018-2019 austral warm season in the center of Argentina. 20 km resolution analyses were obtained every 6-h, assimilating data from soundings, aircrafts, GOES derived motion winds, AIRS retrievals, CSWS and NSWS. It is shown that, considering the entire period, all the observation sources had a positive impact on the 6-h forecasts. However, when each variable is analyzed individually, surface pressure observations from both CSWS and NSWS show on average a negative impact. Two data denial experiments were carried out in order to support EFSOI results. This paper is the first approximation to quantify the impact of different observation sources and observed variables at a regional scale over south-eastern South America, a data sparse region where unconventional networks can help close large geographical data gaps. The results of this work help identify observation data sources detrimental for the data assimilation system, suggesting data selection criteria to improve the regional forecast accuracy.
引用
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页数:14
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共 63 条
[51]   The community Noah land surface model with multiparameterization options (Noah-MP): 1. Model description and evaluation with local-scale measurements [J].
Niu, Guo-Yue ;
Yang, Zong-Liang ;
Mitchell, Kenneth E. ;
Chen, Fei ;
Ek, Michael B. ;
Barlage, Michael ;
Kumar, Anil ;
Manning, Kevin ;
Niyogi, Dev ;
Rosero, Enrique ;
Tewari, Mukul ;
Xia, Youlong .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2011, 116
[52]   Ensemble-based observation impact estimates using the NCEP GFS [J].
Ota, Yoichiro ;
Derber, John C. ;
Kalnay, Eugenia ;
Miyoshi, Takemasa .
TELLUS SERIES A-DYNAMIC METEOROLOGY AND OCEANOGRAPHY, 2013, 65
[53]   Ensemble Kalman filter assimilation of near-surface observations over complex terrain: comparison with 3DVAR for short-range forecasts [J].
Pu, Zhaoxia ;
Zhang, Hailing ;
Anderson, Jeffrey .
TELLUS SERIES A-DYNAMIC METEOROLOGY AND OCEANOGRAPHY, 2013, 65
[54]   Convective-Storm Environments in Subtropical South America from High-Frequency Soundings during RELAMPAGO-CACTI [J].
Schumacher, Russ S. ;
Hence, Deanna A. ;
Nesbitt, Stephen W. ;
Trapp, Robert J. ;
Kosiba, Karen A. ;
Wurman, Joshua ;
Salio, Paola ;
Rugna, Martin ;
Varble, Adam C. ;
Kelly, Nathan R. .
MONTHLY WEATHER REVIEW, 2021, 149 (05) :1439-1458
[55]   Representation of the Subgrid-Scale Turbulent Transport in Convective Boundary Layers at Gray-Zone Resolutions [J].
Shin, Hyeyum Hailey ;
Hong, Song-You .
MONTHLY WEATHER REVIEW, 2015, 143 (01) :250-271
[56]   Observational study of the South American low-level jet during the SALLJEX [J].
Sol Yabra, Melina ;
Nicolini, Matilde ;
Borque, Paloma ;
Garcia Skabar, Yanina ;
Salio, Paola .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2022, 42 (16) :9676-9696
[57]   Ensemble-based approximation of observation impact using an observation-based verification metric [J].
Sommer, Matthias ;
Weissmann, Martin .
TELLUS SERIES A-DYNAMIC METEOROLOGY AND OCEANOGRAPHY, 2016, 68
[58]   Observation impact in a convective-scale localized ensemble transform Kalman filter [J].
Sommer, Matthias ;
Weissmann, Martin .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2014, 140 (685) :2672-2679
[59]   Utilizing a Storm-Generating Hotspot to Study Convective Cloud Transitions The CACTI Experiment [J].
Varble, Adam C. ;
Nesbitt, Stephen W. ;
Salio, Paola ;
Hardin, Joseph C. ;
Bharadwaj, Nitin ;
Borque, Paloma ;
DeMott, Paul J. ;
Feng, Zhe ;
Hill, Thomas C. J. ;
Marquis, James N. ;
Matthews, Alyssa ;
Mei, Fan ;
Oktem, Rusen ;
Castro, Vagner ;
Goldberger, Lexie ;
Hunzinger, Alexis ;
Barry, Kevin R. ;
Kreidenweis, Sonia M. ;
McFarquhar, Greg M. ;
McMurdie, Lynn A. ;
Pekour, Mikhail ;
Powers, Heath ;
Romps, David M. ;
Saulo, Celeste ;
Schmid, Beat ;
Tomlinson, Jason M. ;
van den Heever, Susan C. ;
Zelenyuk, Alla ;
Zhang, Zhixiao ;
Zipser, Edward J. .
BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2021, 102 (08) :E1597-E1620
[60]   The South American low-level jet experiment [J].
Vera, C ;
Baez, J ;
Douglas, M ;
Emmanuel, CB ;
Marengo, J ;
Meitin, J ;
Nicolini, M ;
Nogues-Paegle, J ;
Paegle, J ;
Penalba, O ;
Salio, P ;
Saulo, C ;
Dias, MAS ;
Dias, PS ;
Zipser, E .
BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2006, 87 (01) :63-77