Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.3390/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 |
EISSN | 2072-4292 |
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 |
推荐引用方式 GB/T 7714 | 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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