Adjustment of extreme wind speed in regional climate downscaling over southwestern South Atlantic

被引:4
作者
da Silva, Natalia Pillar [1 ]
Crespo, Natalia Machado [1 ]
Gomes Kaufmann, Clarisse Lacerda [2 ]
Moreira Lima, Jose Antonio [3 ]
Andrioni, Marcelo [2 ]
de Camargo, Ricardo [1 ]
da Rocha, Rosmeri Porfirio [1 ]
机构
[1] Univ Sao Paulo, Inst Astron Geofis & Ciencias Atmosfer, BR-05508090 Sao Paulo, Brazil
[2] Petrobras SA, Ctr Pesquisas Desenvolvimento & Inovacao Leopoldo, Rio De Janeiro, Brazil
[3] Univ Fed Rio de Janeiro, Insti Alberto Luiz Coimbra Posgrad & Pesquisa Eng, Rio De Janeiro, Brazil
关键词
extreme value analysis; peaks-over-threshold; RegCM4; regional climate modelling; satellite data; southwestern South Atlantic; wind speed; WRF; GLOBAL TRENDS; WAVE HEIGHT; EXTRATROPICAL CYCLONES; OCEAN; PARAMETERIZATION; REANALYSIS; REGCM4; CLOUD; MODEL; REPRESENTATION;
D O I
10.1002/joc.7876
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
In this study, we estimated near-surface wind speed 100-year return values over the southwestern South Atlantic Ocean, using present-day (1979-2018) simulations from the regional climate models (RCMs) WRF and RegCM4. Extreme wind events, associated with hazardous conditions over coastal and oceanic areas, must be well represented in numerical models for risk assessment, and few studies focused on the added value offered by RCMs to wind extremes. Events were selected with the peaks-over-threshold method and extremes were calculated by fitting peaks to a generalized Pareto distribution. For the assessment of model performance, we used the satellite-based dataset from the Cross-Calibrated Multi Platform (CCMP), which has great agreement with in situ observations. While modern reanalysis underestimated higher wind speed quantiles, the CCMP was able to represent these quantiles. Dynamical downscaling with the WRF (RegCM4) indicates an underestimation (overestimation) of wind speed for upper quantiles. To mitigate the effects of these differences in the extreme value estimate, we applied a linear adjustment in the simulated wind speed using the CCMP as reference. This application reduced the bias for higher wind speeds in simulations for all regions, except over the coastal area near Argentina and Uruguay, where downscaling already realistically represents extreme events. The spatial distribution of the simulated extremes is compatible with previous results based on reanalysis and satellite data, although with finer-scale structure, especially over the southern South Atlantic, a region frequently affected by cyclone occurrence and extreme near-surface winds. The extreme wind speed maps estimated for 100 years reflect these conditions with values reaching around 30 m center dot s(-1) in the area, even after the wind adjustment. Besides, the fine-scale features aggregate important new information related to extreme winds in the region, which is a relevant added value in the study of return values estimates.
引用
收藏
页码:9994 / 10008
页数:15
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