GSTDTAP  > 气候变化
DOI10.1029/2018JD029160
Using Information Theory to Evaluate Directional Precipitation Interactions Over the West Sahel Region in Observations and Models
Liu, Bessie Y.1; Zhu, Qing2; Riley, William J.2; Zhao, Lei3; Ma, Hongxu1; Van Gordon, Mollie1; Larsen, Laurel1
2019-02-16
发表期刊JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
ISSN2169-897X
EISSN2169-8996
出版年2019
卷号124期号:3页码:1463-1473
文章类型Article
语种英语
国家USA
英文摘要

Water availability has historically been one of the most significant threats to African regional social and economic well-being. Over the Sahel region, a megadrought during the 1960s and 1970s induced by an abrupt and substantial rainfall reduction caused widespread famine and death. The postdrought recovery, which is still ongoing, has been characterized by gradual increases in rainfall, but with dramatic fluctuations. The large negative human impacts, slow recovery, and variability raise important questions of why and how rainfall dynamics evolve and interact with other components of the regional climate system. Here we provide an observational assessment of rainfall interactions mechanisms (informed by directional transfer of information entropy) that regulate Sahel rainfall. We quantitatively demonstrate that (1) sea surface temperature over the Gulf of Guinea controls moisture advection and transport to the West Sahel region and (2) strong bidirectional interactions exist between local vegetation dynamics and rainfall patterns. Then we assess the directional interaction patterns from nine state-of-the-art Earth System Models (ESMs). We find that most ESMs are able to represent either the unidirectional control of sea surface temperature on precipitation or the bidirectional interaction between vegetation and precipitation. However, none of the ESMs represents both interactive patterns. The GFDL and IPSL-CM5A-LR models successfully reproduced observed patterns over similar to 50% of the West Sahel region but were not accurate in reproducing observed precipitation regional trends or interannual variation. We propose that the directional information transfer is a powerful mechanistic benchmark to assess model fidelity at the process level.


英文关键词precipitation interactions causality benchmark information theory Earth System Modeling
领域气候变化
收录类别SCI-E
WOS记录号WOS:000459377000018
WOS关键词AFRICAN MONSOON ; COUPLED MODEL ; PART I ; CLIMATE ; RAINFALL ; VARIABILITY ; VEGETATION ; SYSTEM ; 20TH-CENTURY ; TEMPERATURE
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
引用统计
被引频次:7[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/33012
专题气候变化
作者单位1.Univ Calif Berkeley, Dept Geog, Berkeley, CA 94720 USA;
2.Lawrence Berkeley Natl Lab, Climate & Ecosyst Sci Div, Berkeley, CA 94720 USA;
3.Univ Illinois, Dept Civil & Environm Engn, Champaign, IL USA
推荐引用方式
GB/T 7714
Liu, Bessie Y.,Zhu, Qing,Riley, William J.,et al. Using Information Theory to Evaluate Directional Precipitation Interactions Over the West Sahel Region in Observations and Models[J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,2019,124(3):1463-1473.
APA Liu, Bessie Y..,Zhu, Qing.,Riley, William J..,Zhao, Lei.,Ma, Hongxu.,...&Larsen, Laurel.(2019).Using Information Theory to Evaluate Directional Precipitation Interactions Over the West Sahel Region in Observations and Models.JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,124(3),1463-1473.
MLA Liu, Bessie Y.,et al."Using Information Theory to Evaluate Directional Precipitation Interactions Over the West Sahel Region in Observations and Models".JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES 124.3(2019):1463-1473.
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