Exploring hydro-meteorological drought patterns over the Greater Horn of Africa (1979-2014) using remote sensing and reanalysis products

被引:60
作者
Awange, J. L. [1 ,2 ,3 ,4 ]
Khandu [1 ,2 ]
Schumacher, M. [5 ]
Forootan, E. [1 ,2 ,5 ,6 ]
Heck, B. [3 ]
机构
[1] Curtin Univ, Western Australian Ctr Geodesy, Perth, WA, Australia
[2] Curtin Univ, Inst Geosci Res, Perth, WA, Australia
[3] Karlsruhe Inst Technol, Geodet Inst, Karlsruhe, Germany
[4] Kyoto Univ, Dept Geophys, Kyoto 6068501, Japan
[5] Univ Bonn, Inst Geodesy & Geoinformat, Bonn, Germany
[6] Cardiff Univ, Sch Earth & Ocean Sci, Cardiff, S Glam, Wales
关键词
Greater Horn of Africa; Total storage deficit index (TSDI); Standardized precipitation index (SPI); Spatial independent component analysis (sICA); ENSO; IOD; WATER STORAGE; GRACE; VARIABILITY; INDEX;
D O I
10.1016/j.advwatres.2016.04.005
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
Spatio-temporal patterns of hydrological droughts over the Greater Horn of Africa (GHA) are explored based on total water storage (TWS) changes derived from time-variable gravity field solutions of Gravity Recovery And Climate Experiment (GRACE, 2002-2014), together with those simulated by Modern Retrospective Analysis for Research Application (MERRA, 1980-2014). These hydrological extremes are then related to meteorological drought events estimated from observed monthly precipitation products of Global Precipitation Climatology Center (GPCC, 1979-2010) and Tropical Rainfall Measuring Mission (TRMM, 1998-2014). The major focus of this contribution lies on the application of spatial Independent Component Analysis (sICA) to extract distinguished regions with similar rainfall and TWS with similar overall trend and seasonality. Rainfall and TWS are used to estimate Standard Precipitation Indices (SPIs) and Total Storage Deficit Indices (TSDIs), respectively that are employed to characterize frequency and intensity of hydro-meteorological droughts over GHA. Significant positive (negative) changes in monthly rainfall over Ethiopia (Sudan) between 2002 and 2010 leading to a significant increase in TWS over the central GHA region were noted in both MERRA and GRACE TWS (2002-2014). However, these trends were completely reversed in the long-term (1980-2010) records of rainfall (GPCC) and TWS (MERRA). The four independent hydrological sub-regions extracted based on the sICA (i.e., Lake Victoria Basin, Ethiopia Sudanese border, South Sudan, and Tanzania) indicated fairly distinct temporal patterns that matched reasonably well between precipitation and TWS changes. While meteorological droughts were found to be consistent with most previous studies in all sub-regions, their impacts are clearly observed in the TWS changes resulting in multiple years of extreme hydrological droughts. Correlations between SPI and TSDI were found to be significant over Lake Victoria Basin, South Sudan, and Tanzania. The low correlations between SPI and TSDI over Ethiopia are likely related to inconsistency between TWS and precipitation signals. Further, we found that hydrological droughts in these regions were significantly associated with Indian Ocean Dipole (IOD) events while El Nifio Southern Oscillation (ENSO) plays a secondary role. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:45 / 59
页数:15
相关论文
共 42 条
[11]  
Funk C., 2014, Hydrology and Earth System Sciences, V18, P4965
[12]   Drought indicators based on model-assimilated Gravity Recovery and Climate Experiment (GRACE) terrestrial water storage observations [J].
Houborg, Rasmus ;
Rodell, Matthew ;
Li, Bailing ;
Reichle, Rolf ;
Zaitchik, Benjamin F. .
WATER RESOURCES RESEARCH, 2012, 48
[13]   The TRMM multisatellite precipitation analysis (TMPA): Quasi-global, multiyear, combined-sensor precipitation estimates at fine scales [J].
Huffman, George J. ;
Adler, Robert F. ;
Bolvin, David T. ;
Gu, Guojun ;
Nelkin, Eric J. ;
Bowman, Kenneth P. ;
Hong, Yang ;
Stocker, Erich F. ;
Wolff, David B. .
JOURNAL OF HYDROMETEOROLOGY, 2007, 8 (01) :38-55
[14]   Testing two different precipitation datasets to compute the standardized precipitation index over the Horn of Africa [J].
Kurnik, Blaz ;
Barbosa, Paulo ;
Vogt, Juergen .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2011, 32 (21) :5947-5964
[15]   Decorrelated GRACE time-variable gravity solutions by GFZ, and their validation using a hydrological model [J].
Kusche, J. ;
Schmidt, R. ;
Petrovic, S. ;
Rietbroek, R. .
JOURNAL OF GEODESY, 2009, 83 (10) :903-913
[16]   Accuracy of scaled GRACE terrestrial water storage estimates [J].
Landerer, F. W. ;
Swenson, S. C. .
WATER RESOURCES RESEARCH, 2012, 48
[17]   Basin-scale, integrated observations of the early 21st century multiyear drought in southeast Australia [J].
Leblanc, Marc J. ;
Tregoning, Paul ;
Ramillien, Guillaume ;
Tweed, Sarah O. ;
Fakes, Adam .
WATER RESOURCES RESEARCH, 2009, 45
[18]   Evaluation of a model-based groundwater drought indicator in the conterminous US [J].
Li, Bailing ;
Rodell, Matthew .
JOURNAL OF HYDROLOGY, 2015, 526 :78-88
[19]   GRACE satellite monitoring of large depletion in water storage in response to the 2011 drought in Texas [J].
Long, Di ;
Scanlon, Bridget R. ;
Longuevergne, Laurent ;
Sun, Alexander Y. ;
Fernando, D. Nelun ;
Save, Himanshu .
GEOPHYSICAL RESEARCH LETTERS, 2013, 40 (13) :3395-3401
[20]   Seasonal Drought in the Greater Horn of Africa and Its Recent Increase during the March May Long Rains [J].
Lyon, Bradfield .
JOURNAL OF CLIMATE, 2014, 27 (21) :7953-7975