A Combined Satellite-Derived Drought Indicator to Support Humanitarian Aid Organizations

被引:46
作者
Enenkel, Markus [1 ]
Steiner, Caroline [1 ]
Mistelbauer, Thomas [1 ]
Dorigo, Wouter [1 ]
Wagner, Wolfgang [1 ]
See, Linda [2 ]
Atzberger, Clement [3 ]
Schneider, Stefan [4 ]
Rogenhofer, Edith [5 ]
机构
[1] Vienna Univ Technol TU Wien, Dept Geodesy & Geoinformat GEO, A-1040 Vienna, Austria
[2] IIASA, ESM Grp, A-2361 Laxenburg, Austria
[3] Univ Nat Resources & Life Sci BOKU, Inst Surveying Remote Sensing & Land Informat, A-1180 Vienna, Austria
[4] ZAMG, A-1190 Vienna, Austria
[5] Doctors Borders, Austrian Sect, MSF, A-1020 Vienna, Austria
关键词
remote sensing; drought monitoring; drought index; food security; SOIL-MOISTURE; VEGETATION DYNAMICS; FOOD SECURITY; EAST-AFRICA; VALIDATION; CLIMATE; NDVI; INDEX; PRECIPITATION; PREDICTION;
D O I
10.3390/rs8040340
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Governments, aid organizations and researchers are struggling with the complexity of detecting and monitoring drought events, which leads to weaknesses regarding the translation of early warnings into action. Embedded in an advanced decision-support framework for Doctors without Borders (Medecins sans Frontieres), this study focuses on identifying the added-value of combining different satellite-derived datasets for drought monitoring and forecasting in Ethiopia. The core of the study is the improvement of an existing drought index via methodical adaptations and the integration of various satellite-derived datasets. The resulting Enhanced Combined Drought Index (ECDI) links four input datasets (rainfall, soil moisture, land surface temperature and vegetation status). The respective weight of each input dataset is calculated for every grid point at a spatial resolution of 0.25 degrees (roughly 28 kilometers). In the case of data gaps in one input dataset, the weights are automatically redistributed to other available variables. Ranking the years 1992 to 2014 according to the ECDI-based warning levels allows for the identification of all large-scale drought events in Ethiopia. Our results also indicate a good match between the ECDI-based drought warning levels and reported drought impacts for both the start and the end of the season.
引用
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页数:25
相关论文
共 84 条
[1]   A baseline probabilistic drought forecasting framework using standardized soil moisture index: application to the 2012 United States drought [J].
AghaKouchak, A. .
HYDROLOGY AND EARTH SYSTEM SCIENCES, 2014, 18 (07) :2485-2492
[2]  
Alliance Development Works and United Nations University, 2014, WORLD RISK REP 2014
[3]   The Evaporative Stress Index as an indicator of agricultural drought in Brazil: An assessment based on crop yield impacts [J].
Anderson, Martha C. ;
Zolin, Cornelio A. ;
Sentelhas, Paulo C. ;
Hain, Christopher R. ;
Semmens, Kathryn ;
Yilmaz, M. Tugrul ;
Gao, Feng ;
Otkin, Jason A. ;
Tetrault, Robert .
REMOTE SENSING OF ENVIRONMENT, 2016, 174 :82-99
[4]  
[Anonymous], ISPRS ANN PHOTOGRAMM
[5]  
[Anonymous], 1993, P 8 C APPL CLIM AN C
[6]   Analysis of Sahelian vegetation dynamics using NOAA-AVHRR NDVI data from 1981-2003 [J].
Anyamba, A ;
Tucker, CJ .
JOURNAL OF ARID ENVIRONMENTS, 2005, 63 (03) :596-614
[7]   Inter-comparison of four models for smoothing satellite sensor time-series data to estimate vegetation phenology [J].
Atkinson, Peter M. ;
Jeganathan, C. ;
Dash, Jadu ;
Atzberger, Clement .
REMOTE SENSING OF ENVIRONMENT, 2012, 123 :400-417
[8]   Advances in Remote Sensing of Agriculture: Context Description, Existing Operational Monitoring Systems and Major Information Needs [J].
Atzberger, Clement .
REMOTE SENSING, 2013, 5 (02) :949-981
[9]   A time series for monitoring vegetation activity and phenology at 10-daily time steps covering large parts of South America [J].
Atzberger, Clement ;
Eilers, Paul H. C. .
INTERNATIONAL JOURNAL OF DIGITAL EARTH, 2011, 4 (05) :365-386
[10]   Evaluating the effectiveness of smoothing algorithms in the absence of ground reference measurements [J].
Atzberger, Clement ;
Eilers, Paul H. C. .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2011, 32 (13) :3689-3709