Mapping and Monitoring Spatio-Temporal Patterns of Rainfed Agriculture Lands of North Darfur State, Sudan, Using Earth Observation Data

被引:3
作者
Altoom, Mohammed B. B. [1 ]
Adam, Elhadi [1 ]
Ali, Khalid Adem [1 ,2 ]
机构
[1] Univ Witwatersrand, Fac Sci, Sch Geog Archaeol & Environm Studies, ZA-2050 Johannesburg, South Africa
[2] Coll Charleston, Dept Geol & Environm Geosci, Charleston, SC 29424 USA
关键词
remote sensing; Sudan; change detection; random forest classifier; land cover; DESERTIFICATION; REGION; IMPACT;
D O I
10.3390/land12020307
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Rainfed agriculture in Northern Darfur is influenced by erratic seasonal and decadal rainfall patterns and frequent droughts. Understanding the spatio-temporal variation in rainfed agriculture is crucial for promoting food security, socio-economic stability and protecting the vulnerable ecosystem. This study aimed to investigate the spatio-temporal dynamics of rainfed agriculture in North Darfur State from 1984-2019 using multitemporal Landsat observation data. Using the random forest technique, the multitemporal images were classified into common land use/land cover classes and rainfed agriculture on goz (sandy) and wadi (seasonal river) lands. Overall accuracies were assessed using a confusion matrix. Overall accuracies were assessed using a confusion matrix has ranging between 94.7% and 96.9%, while the kappa statistics were greater than 0.90. The results showed that the high spatial variability in goz land used for rainfed agriculture increased of (889,622.46 ha) over 1994-1999, while it decreased (658,568.61 ha) over 2004-2009 south of the 232.9 mm isohyet. Rainfed cultivation of wadi lands expanded significantly of (580,515.03 ha) over 2014-2019 and decreased (182,701.8 ha) over 1994-1999, especially in the 362.8-477.2 mm isohyets (beyond the climate-adapted 500 mm isohyet agronomic dry limit). These spatial trends need further investigation as they may exacerbate both regional land degradation and disputes among farmers over scarce wadi lands. This study provides essential spatial data which are lacking owing to ongoing conflicts; this can help decision-makers formulate sustainable land use monitoring systems.
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页数:21
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