Evaluation and comparison of satellite-based rainfall products in Burkina Faso, West Africa

被引:217
作者
Dembele, Moctar [1 ]
Zwart, Sander J. [1 ]
机构
[1] Africa Rice Ctr, GIS Unit, Cotonou, Benin
关键词
DENSITY GAUGE DATASET; EARLY WARNING SYSTEMS; PRECIPITATION PRODUCTS; PART II; VALIDATION; SAHEL; NETWORKS; TRMM; ETHIOPIA; DROUGHT;
D O I
10.1080/01431161.2016.1207258
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
The performance of seven operational high-resolution satellite-based rainfall products - Africa Rainfall Estimate Climatology (ARC 2.0), Climate Hazards Group InfraRed Precipitation with Stations (CHIRPS), Precipitation Estimation from Remotely Sensed Information using Artificial Neural Networks (PERSIANN), African Rainfall Estimation (RFE 2.0), Tropical Applications of Meteorology using SATellite (TAMSAT), African Rainfall Climatology and Time-series (TARCAT), and Tropical Rainfall Measuring Mission (TRMM) daily and monthly estimates - was investigated for Burkina Faso. These were compared to ground data for 2001-2014 on a point-to-pixel basis at daily to annual time steps. Continuous statistics was used to assess their performance in estimating and reproducing rainfall amounts, and categorical statistics to evaluate rain detection capabilities. The north-south gradient of rainfall was captured by all products, which generally detected heavy rainfall events, but showed low correlation for rainfall amounts. At daily scale they performed poorly. As the time step increased, the performance improved. All (except TARCAT) provided excellent scores for Bias and Nash-Sutcliffe Efficiency coefficients, and overestimated rainfall amounts at the annual scale. RFE performed the best, whereas TARCAT was the weakest. Choice of product depends on the specific application: ARC, RFE, and TARCAT for drought monitoring, and PERSIANN, CHIRPS, and TRMM daily for flood monitoring in Burkina Faso.
引用
收藏
页码:3995 / 4014
页数:20
相关论文
共 42 条
[1]   Rainfall estimation in the Sahel. Part II: Evaluation of rain gauge networks in the CILSS countries and objective intercomparison of rainfall products [J].
Ali, A ;
Amani, A ;
Diedhiou, A ;
Lebel, T .
JOURNAL OF APPLIED METEOROLOGY, 2005, 44 (11) :1707-1722
[2]  
[Anonymous], 2014, USGS SCI CHANG WORLD, DOI DOI 10.3133/DS832
[3]   Evaluation of five satellite products for estimation of rainfall over Uganda [J].
Asadullah, Anita ;
McIntyre, Neil ;
Kigobe, Max .
HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES, 2008, 53 (06) :1137-1150
[4]   PERSIANN-CDR Daily Precipitation Climate Data Record from Multisatellite Observations for Hydrological and Climate Studies [J].
Ashouri, Hamed ;
Hsu, Kuo-Lin ;
Sorooshian, Soroosh ;
Braithwaite, Dan K. ;
Knapp, Kenneth R. ;
Cecil, L. Dewayne ;
Nelson, Brian R. ;
Prat, Olivier P. .
BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2015, 96 (01) :69-+
[5]   Systematic Evaluation of Satellite-Based Rainfall Products over the Brahmaputra Basin for Hydrological Applications [J].
Bajracharya, Sagar Ratna ;
Palash, Wahid ;
Shrestha, Mandira Singh ;
Khadgi, Vijay Ratan ;
Duo, Chu ;
Das, Partha Jyoti ;
Dorji, Chhimi .
ADVANCES IN METEOROLOGY, 2015, 2015
[6]   Validation of satellite rainfall products over East Africa's complex topography [J].
Dinku, T. ;
Ceccato, P. ;
Grover-Kopec, E. ;
Lemma, M. ;
Connor, S. J. ;
Ropelewski, C. F. .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2007, 28 (7-8) :1503-1526
[7]   Evaluation of reanalysis rainfall estimates over Ethiopia [J].
Diro, G. T. ;
Grimes, D. I. F. ;
Black, E. ;
O'Neill, A. ;
Pardo-Iguzquiza, E. .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2009, 29 (01) :67-78
[8]  
Duan Z, 2012, 2012 IEEE INT GEOSC
[9]  
Ebert E. E., 1996, 55 BUR MET RES CTR
[10]   Evaluation of several rainfall products used for hydrological applications over West Africa using two high-resolution gauge networks [J].
Gosset, Marielle ;
Viarre, Julien ;
Quantin, Guillaume ;
Alcoba, Matias .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2013, 139 (673) :923-940