Relating changes in synoptic circulation to the surface rainfall response using self-organising maps

被引:63
作者
Lennard, Christopher [1 ]
Hegerl, Gabriele [2 ]
机构
[1] Univ Cape Town, Climate Syst Anal Grp, Environm & Geog Sci Dept, ZA-7701 Cape Town, South Africa
[2] Univ Edinburgh, Sch Geosci, Edinburgh, Midlothian, Scotland
基金
美国国家科学基金会;
关键词
Self-organising maps; Circulation archetypes; Rainfall response; Extreme rainfall; Downscaling; SOUTH-AFRICA; CLIMATE; PRECIPITATION; TRENDS; SYSTEMS; VARIABILITY; PROJECTIONS; REANALYSIS; EVENTS; MODEL;
D O I
10.1007/s00382-014-2169-6
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
The climate of a particular region is governed by factors that may be remote, such as the El Nino Southern Oscillation or local, such as topography. However, the daily weather characteristics of a region are controlled by the synoptic-scale atmospheric state. Therefore changes in the type, frequency, duration or intensity of particular synoptic states over a region would result in changes to the local weather and long-term climatology of the region. The relationship between synoptic-scale circulation and the rainfall response is examined for a 31-year period at two stations in different rainfall regimes in South Africa. Dominant rain-bearing synoptic circulations are identified for austral winter and summer as mid-latitude cyclones and convective systems respectively whereas no circulations are dominantly associated with spring and autumn rainfall. Over the 31-year period a statistically significant increase in the frequency of characteristic summer circulation modes is observed during summer, winter and spring. During autumn a statistically significant shift towards characteristically winter circulation modes is evident. Seasonal rainfall trends computed at each station corroborate those of the circulation data. Extreme rainfall is associated with particular circulation modes and trends in both circulation and station data show an earlier occurrence of extreme rainfall during the rainy season.
引用
收藏
页码:861 / 879
页数:19
相关论文
共 59 条
[1]  
[Anonymous], A Self-organizing Maps application
[2]  
[Anonymous], 1996, 32 S AFR WEATH BUR
[3]   Numerical simulation of a mesoscale convective system over the east coast of South Africa [J].
Blamey, R. C. ;
Reason, C. J. C. .
TELLUS SERIES A-DYNAMIC METEOROLOGY AND OCEANOGRAPHY, 2009, 61 (01) :17-34
[4]  
Blignaut J, 2009, S AFR J SCI, V105, P61, DOI 10.1590/s0038-23532009000100022
[5]   25 years inter-research 1979-2004 [J].
Kinne, O .
CLIMATE RESEARCH, 2005, 28 (02) :93-94
[6]  
Chu PS, 1997, J CLIMATE, V10, P2683, DOI 10.1175/1520-0442(1997)010<2683:TCOITV>2.0.CO
[7]  
2
[8]  
Clothiaux EE, 1994, Neural nets: applications in geography, P11, DOI [10.1007/978-94-011-1122-52, DOI 10.1007/978-94-011-1122-52]
[9]   Projected Changes in East African Rainy Seasons [J].
Cook, Kerry H. ;
Vizy, Edward K. .
JOURNAL OF CLIMATE, 2013, 26 (16) :5931-5948
[10]   The extreme precipitation event of 11 to 16 February 1996 over South Africa [J].
Crimp, SJ ;
Mason, SJ .
METEOROLOGY AND ATMOSPHERIC PHYSICS, 1999, 70 (1-2) :29-42