Arid
DOI10.3390/rs12244119
Spatial and Temporal Changes in the Normalized Difference Vegetation Index and Their Driving Factors in the Desert/Grassland Biome Transition Zone of the Sahel Region of Africa
Wu, Shupu; Gao, Xin; Lei, Jiaqiang; Zhou, Na; Wang, Yongdong
通讯作者Gao, X (corresponding author), Chinese Acad Sci, Xinjiang Inst Ecol & Geog, State Key Lab Desert & Oasis Ecol, 818 South Beijing Rd, Urumqi 830011, Peoples R China. ; Gao, X (corresponding author), Univ Chinese Acad Sci, Beijing 100049, Peoples R China.
来源期刊REMOTE SENSING
EISSN2072-4292
出版年2020
卷号12期号:24
英文摘要The ecological system of the desert/grassland biome transition zone is fragile and extremely sensitive to climate change and human activities. Analyzing the relationships between vegetation, climate factors (precipitation and temperature), and human activities in this zone can inform us about vegetation succession rules and driving mechanisms. Here, we used Landsat series images to study changes in the normalized difference vegetation index (NDVI) over this zone in the Sahel region of Africa. We selected 6315 sampling points for machine-learning training, across four types: desert, desert/grassland biome transition zone, grassland, and water bodies. We then extracted the range of the desert/grassland biome transition zone using the random forest method. We used Global Inventory Monitoring and Modelling Studies (GIMMS) data and the fifth-generation atmospheric reanalysis of the European Centre for Medium-Range Weather Forecasts (ERA5) meteorological assimilation data to explore the spatiotemporal characteristics of NDVI and climatic factors (temperature and precipitation). We used the multiple regression residual method to analyze the contributions of human activities and climate change to NDVI. The cellular automation (CA)-Markov model was used to predict the spatial position of the desert/grassland biome transition zone. From 1982 to 2015, the NDVI and temperature increased; no distinct trend was found for precipitation. The climate change and NDVI change trends both showed spatial stratified heterogeneity. Temperature and precipitation had a significant impact on NDVI in the desert/grassland biome transition zone; precipitation and NDVI were positively correlated, and temperature and NDVI were negatively correlated. Both human activities and climate factors influenced vegetation changes. The contribution rates of human activities and climate factors to the increase in vegetation were 97.7% and 48.1%, respectively. Human activities and climate factors together contributed 47.5% to this increase. The CA-Markov model predicted that the area of the desert/grassland biome transition zone in the Sahel region will expand northward and southward in the next 30 years.
英文关键词desert grassland biome transition zone NDVI climate change human activity Sahel region of Africa precipitation temperature CA-Markov model
类型Article
语种英语
开放获取类型gold
收录类别SCI-E
WOS记录号WOS:000603252100001
WOS关键词CLIMATE-CHANGE ; RAINFALL ; RESILIENCE ; IMPACTS ; TRENDS ; DESERTIFICATION ; PRODUCTIVITY ; RESPONSES
WOS类目Environmental Sciences ; Geosciences, Multidisciplinary ; Remote Sensing ; Imaging Science & Photographic Technology
WOS研究方向Environmental Sciences & Ecology ; Geology ; Remote Sensing ; Imaging Science & Photographic Technology
来源机构中国科学院新疆生态与地理研究所
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/349162
作者单位[Wu, Shupu; Gao, Xin; Lei, Jiaqiang; Zhou, Na; Wang, Yongdong] Chinese Acad Sci, Xinjiang Inst Ecol & Geog, State Key Lab Desert & Oasis Ecol, 818 South Beijing Rd, Urumqi 830011, Peoples R China; [Wu, Shupu; Gao, Xin; Lei, Jiaqiang; Zhou, Na; Wang, Yongdong] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
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Wu, Shupu,Gao, Xin,Lei, Jiaqiang,et al. Spatial and Temporal Changes in the Normalized Difference Vegetation Index and Their Driving Factors in the Desert/Grassland Biome Transition Zone of the Sahel Region of Africa[J]. 中国科学院新疆生态与地理研究所,2020,12(24).
APA Wu, Shupu,Gao, Xin,Lei, Jiaqiang,Zhou, Na,&Wang, Yongdong.(2020).Spatial and Temporal Changes in the Normalized Difference Vegetation Index and Their Driving Factors in the Desert/Grassland Biome Transition Zone of the Sahel Region of Africa.REMOTE SENSING,12(24).
MLA Wu, Shupu,et al."Spatial and Temporal Changes in the Normalized Difference Vegetation Index and Their Driving Factors in the Desert/Grassland Biome Transition Zone of the Sahel Region of Africa".REMOTE SENSING 12.24(2020).
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