A 4D feature-tracking algorithm: A multidimensional view of cyclone systems

被引:9
作者
Gabriela Lakkis, Susan [1 ,2 ]
Canziani, Pablo [3 ]
Yuchechen, Adrian [3 ]
Rocamora, Leandro [2 ]
Caferri, Agustin [2 ]
Hodges, Kevin [4 ]
O'Neill, Alan [4 ]
机构
[1] Pontificia Univ Catolica Argentina, Fac Ingn & Ciencias Agr, Buenos Aires, DF, Argentina
[2] UTN, FRBA, UIDI, Buenos Aires, DF, Argentina
[3] UTN, FRBA, Consejo Nacl Invest Cient & Tecn, UIDI, Buenos Aires, DF, Argentina
[4] Univ Reading, Dept Meteorol, Reading, Berks, England
关键词
cyclones; dynamic programming; feature tracking; multilevel structures; optimal algorithm; relative vorticity; EXTRATROPICAL CYCLONES; NUMERICAL SCHEME; NORTH-ATLANTIC; STORM TRACKS; DIGITAL DATA; SEA-ICE; SOUTHERN; VARIABILITY; BEHAVIOR; PERSPECTIVE;
D O I
10.1002/qj.3436
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
An objective four-dimensional (4D) algorithm developed to track extratropical relative vorticity anomaly 3D structure over time is introduced and validated. The STACKER algorithm, structured with the TRACKER single-level tracking algorithm as source of the single-level raw tracks, objectively combines tracks from various levels to determine the 3D structure of the cyclone (or anticyclone) events throughout their life cycle. STACKER works progressively, beginning with two initial levels and then adding additional levels to the stack in a bottom-up and/or top-down approach. This allows an iterative stacking approach, adding one level at a time, resulting in an optimized 4D determination of relative vorti city anomaly events. A two-stage validation process is carried out with the ECMWF reanalysis ERA-Interim dataset for the 2015 austral winter. First the overall tracking capability during an austral winter, taking into account a set of climate indicators and their impacts on Southern Hemisphere circulation, was compared to previous climatologies, in order to verify the density and distribution of the cyclone events detected by STACKER. Results show the cyclone density distribution is in very good agreement with previous climatologies, after taking into account potential differences due to climate variability and different tracking methodologies. The second stage focuses on three different long-lived events over the Southern Hemisphere during the winter of 2015, spanning seven different pressure levels. Both GOES satellite imagery, infrared and water vapour channels, and ERA-Interim cloud cover products are used in order to validate the tracks obtained as well as the algorithm's capability and reliability. The observed 3D cyclone structures and their time evolution are consistent with current understanding of cyclone system development. Thus, the two-stage validation confirms that the algorithm is suitable to track multilevel events, and can follow and analyse their 3D life cycle and develop full 3D climatologies and climate variability studies.
引用
收藏
页码:395 / 417
页数:23
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