Normalized difference water indexes have dissimilar performances in detecting seasonal and permanent water in the Sahara-Sahel transition zone

被引:106
作者
Campos, Joao C. [1 ]
Sillero, Neftali [2 ]
Brito, Jose C. [1 ]
机构
[1] Univ Porto, CIBIO Ctr Invest Biodiversidade & Recursos Genet, Inst Ciencias Agr Vairao, P-4485661 Vairao, Portugal
[2] Univ Porto, CICGE, P-4169007 Oporto, Portugal
关键词
Mauritania; NDWI performance; Sahara; Sahel; Threshold selection; Water detection; VEGETATION; NDWI; DESERTIFICATION; MAURITANIA; MODIS; LAKES;
D O I
10.1016/j.jhydrol.2012.07.042
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The decrease of water resources can enhance poverty and increase insecurity in dry regions, at the same time leading to loss of biological diversity. For these reasons, the information about surface perennial and well-known water sources in the arid and semi-arid regions of Africa has been mapped. However, seasonal water can be missed in mapping due to their short and erratic appearance, while the mapping of any aquatic resources represents a foremost priority for protecting social, economic and biological values in the e.g. Sahara-Sahel transition zone. Therefore, Remote Sensing becomes crucial to monitor a variety of wetland systems in these regions. This work evaluates the performance of three Normalized Difference Water Indexes [Gao's NDWI (NDWINIR/MIR), McFeeters' NDWI (NDWIG/NIR) and Xu's NDWI (NDWIG/MIR)] in mapping of water systems across Mauritania. Maps with seasonal and permanent water were derived, using a multi-temporal series of Landsat 5 TM and Landsat 7 ETM+ images. The performance of indexes was compared based on 551 control points collected during five fieldwork missions to Mauritania between 2007 and 2011. Control points were separated in three classes of water availability (permanent, seasonal and non-water points) and then randomly assigned into two data sets: one for selecting the water availability thresholds for index reclassification and another for threshold validation. NDWIG/MIR and NDWINIR/MIR had good performances in detecting permanent and seasonal water, respectively, while NDWIG/NIR failed to detect most of the water bodies. The threshold selection generated water maps with seasonal and permanent features that might be missing in simple mapping of aquatic systems. The extensive data collection provides novel information about NDWI performances for water delineation in arid and semi-arid regions and for a future management of aquatic environments of the Sahara-Sahel transition zone. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:438 / 446
页数:9
相关论文
共 42 条
[1]  
Abdalla M.A., 2009, 194 ISS
[2]  
Ahmed AOC, 2008, GEOFIZIKA, V25, P53
[3]   Application of remote sensing to site characterisation and environmental change analysis of North African coastal lagoons [J].
Ahmed, M. H. ;
El Leithy, B. M. ;
Thompson, J. R. ;
Flower, R. J. ;
Ramdani, M. ;
Ayache, F. ;
Hassan, S. M. .
HYDROBIOLOGIA, 2009, 622 :147-171
[4]  
[Anonymous], 2008, ARCMAP 9 3
[5]   The 1983 drought in the West Sahel: a case study [J].
Bader, Jurgen ;
Latif, Mojib .
CLIMATE DYNAMICS, 2011, 36 (3-4) :463-472
[6]  
Beyer H.L., 2004, HAWTHS ANAL TOOLS AR
[7]   Crocodiles in the Sahara Desert: An Update of Distribution, Habitats and Population Status for Conservation Planning in Mauritania [J].
Brito, Jose C. ;
Martinez-Freiria, Fernando ;
Sierra, Pablo ;
Sillero, Neftali ;
Tarroso, Pedro .
PLOS ONE, 2011, 6 (02)
[8]   Data on the distribution of mammals from Mauritania, West Africa [J].
Brito, Jose C. ;
Alvares, Francisco ;
Martinez-Freiria, Fernando ;
Sierra, Pablo ;
Sillero, Neftali ;
Tarroso, Pedro .
MAMMALIA, 2010, 74 (04) :449-455
[9]   Satellite-based assessment of the dynamics of new lakes in southern Egypt [J].
Chipman, J. W. ;
Lillesand, T. M. .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2007, 28 (19) :4365-4379
[10]   An ecological basis for sustainable land use of Eastern Mauritanian wetlands [J].
Cooper, A. ;
Shine, T. ;
McCann, T. ;
Tidane, D. A. .
JOURNAL OF ARID ENVIRONMENTS, 2006, 67 (01) :116-141