中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Improved alpine grassland mapping in the Tibetan Plateau with MODIS time series: a phenology perspective

文献类型:期刊论文

作者Wang, Cuizhen1; Guo, Huadong1; Zhang, Li1; Qiu, Yubao1; Sun, Zhongchang1; Liao, Jingjuan1; Liu, Guang1; Zhang, Yili1
刊名INTERNATIONAL JOURNAL OF DIGITAL EARTH
出版日期2015
卷号8期号:2页码:48-59
关键词Tibetan Plateau alpine grassland time-series analysis SVM
通讯作者Wang, CZ (reprint author), Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing, Peoples R China.
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.
研究领域[WOS]Geography, Physical ; Remote Sensing
收录类别SCI
语种英语
WOS记录号WOS:000348507600004
源URL[http://ir.ceode.ac.cn/handle/183411/38282]  
专题遥感与数字地球研究所_SCI/EI期刊论文_期刊论文
作者单位1.[Wang, Cuizhen
2.Guo, Huadong
3.Zhang, Li
4.Qiu, Yubao
5.Sun, Zhongchang
6.Liao, Jingjuan
7.Liu, Guang] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Key Lab Digital Earth Sci, Beijing, Peoples R China
8.[Wang, Cuizhen] Univ S Carolina, Dept Geog, Columbia, SC 29208 USA
9.[Zhang, Yili] 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]. INTERNATIONAL JOURNAL OF DIGITAL EARTH,2015,8(2):48-59.
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),48-59.
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):48-59.

入库方式: OAI收割

来源:遥感与数字地球研究所

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