Arid
DOI10.1080/17538947.2013.860198
Improved alpine grassland mapping in the Tibetan Plateau with MODIS time series: a phenology perspective
Wang, Cuizhen1,2; Guo, Huadong1; Zhang, Li1; Qiu, Yubao1; Sun, Zhongchang1; Liao, Jingjuan1; Liu, Guang1; Zhang, Yili3
通讯作者Wang, Cuizhen
来源期刊INTERNATIONAL JOURNAL OF DIGITAL EARTH
ISSN1753-8947
EISSN1753-8955
出版年2015
卷号8期号:2页码:133-152
英文摘要

The Tibetan Plateau is primarily composed of alpine grasslands. Spatial distributions of alpine grasses, however, are not well documented in this remote, highly uninhabited region. Taking advantage of the frequently observed moderate resolution imaging spectroradiometer (MODIS) images (500-m, 8-day) in 2010, this study extracted the phenological metrics of alpine grasses from the normalized difference vegetation index time series. With the Support Vector Machine, a multistep classification approach was developed to delineate alpine meadows, steppes, and desert grasses. The lakes, permanent snow, and barren/desert lands were also classified with a MODIS scene acquired in the peak growing season. With ground data collected in the field and aerial experiments in 2011, the overall accuracy reached 93% when alpine desert grasses and barren lands were not examined. In comparison with the recently published national vegetation map, the alpine grassland map in this study revealed smoother transition between alpine meadows and steppes, less alpine meadows in the southwest, and more barren/deserts in the high-cold Kunlun Mountain in the northeast. These variations better reflected climate control (e.g. precipitation) of different climatic divisions on alpine grasslands. The improved alpine grassland map could provide important base information about this cold region under the pressure of rapidly changing climate.


英文关键词Tibetan Plateau alpine grassland time-series analysis SVM
类型Article
语种英语
国家Peoples R China ; USA
收录类别SCI-E
WOS记录号WOS:000348507600004
WOS关键词SPATIAL-RESOLUTION ; CLASSIFICATIONS ; TEMPERATURE ; PERMAFROST ; ECOSYSTEM
WOS类目Geography, Physical ; Remote Sensing
WOS研究方向Physical Geography ; Remote Sensing
来源机构中国科学院地理科学与资源研究所
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/187973
作者单位1.Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing, Peoples R China;
2.Univ S Carolina, Dept Geog, Columbia, SC 29208 USA;
3.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Wang, Cuizhen,Guo, Huadong,Zhang, Li,et al. Improved alpine grassland mapping in the Tibetan Plateau with MODIS time series: a phenology perspective[J]. 中国科学院地理科学与资源研究所,2015,8(2):133-152.
APA Wang, Cuizhen.,Guo, Huadong.,Zhang, Li.,Qiu, Yubao.,Sun, Zhongchang.,...&Zhang, Yili.(2015).Improved alpine grassland mapping in the Tibetan Plateau with MODIS time series: a phenology perspective.INTERNATIONAL JOURNAL OF DIGITAL EARTH,8(2),133-152.
MLA Wang, Cuizhen,et al."Improved alpine grassland mapping in the Tibetan Plateau with MODIS time series: a phenology perspective".INTERNATIONAL JOURNAL OF DIGITAL EARTH 8.2(2015):133-152.
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