中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
The spatial local accuracy of land cover datasets over the Qiangtang Plateau, High Asia

文献类型:期刊论文

作者Liu Qionghuan1,2; Zhang Yili1,2,3; Liu Linshan1; Li Lanhui1,2; Qi Wei1
刊名JOURNAL OF GEOGRAPHICAL SCIENCES
出版日期2019-11-01
卷号29期号:11页码:1841-1858
关键词land cover datasets spatial accuracy assessment remote sensing Qiangtang Plateau High Asia
ISSN号1009-637X
DOI10.1007/s11442-019-1992-0
通讯作者Zhang Yili(zhangyl@igsnrr.ac.cn)
英文摘要We analyzed the spatial local accuracy of land cover (LC) datasets for the Qiang-tang Plateau, High Asia, incorporating 923 field sampling points and seven LC compilations including the International Geosphere Biosphere Programme Data and Information System (IGBPDIS), Global Land cover mapping at 30 m resolution (GlobeLand30), MODIS Land Cover Type product (MCD12Q1), Climate Change Initiative Land Cover (CCI-LC), Global Land Cover 2000 (GLC2000), University of Maryland (UMD), and GlobCover 2009 (Glob-Cover). We initially compared resultant similarities and differences in both area and spatial patterns and analyzed inherent relationships with data sources. We then applied a geographically weighted regression (GWR) approach to predict local accuracy variation. The results of this study reveal that distinct differences, even inverse time series trends, in LC data between CCI-LC and MCD12Q1 were present between 2001 and 2015, with the exception of category areal discordance between the seven datasets. We also show a series of evident discrepancies amongst the LC datasets sampled here in terms of spatial patterns, that is, high spatial congruence is mainly seen in the homogeneous southeastern region of the study area while a low degree of spatial congruence is widely distributed across heterogeneous northwestern and northeastern regions. The overall combined spatial accuracy of the seven LC datasets considered here is less than 70%, and the GlobeLand30 and CCI-LC datasets exhibit higher local accuracy than their counterparts, yielding maximum overall accuracy (OA) values of 77.39% and 61.43%, respectively. Finally, 5.63% of this area is characterized by both high assessment and accuracy (HH) values, mainly located in central and eastern regions of the Qiangtang Plateau, while most low accuracy regions are found in northern, northeastern, and western regions.
WOS关键词TIBETAN PLATEAU ; CLASSIFICATION ; ERROR ; MODIS ; VALIDATION ; DATABASE ; GLC2000 ; AREA
资助项目Strategic Priority Research Program of the Chinese Academy of Sciences[XDA20040200] ; Strategic Priority Research Program of the Chinese Academy of Sciences[XDB03030500] ; Key Foundation Project of Basic Work of the Ministry of Science and Technology of China[2012FY111400] ; National Key Technologies RD Program[2012BC06B00]
WOS研究方向Physical Geography
语种英语
WOS记录号WOS:000505517300005
出版者SCIENCE PRESS
资助机构Strategic Priority Research Program of the Chinese Academy of Sciences ; Key Foundation Project of Basic Work of the Ministry of Science and Technology of China ; National Key Technologies RD Program
源URL[http://ir.igsnrr.ac.cn/handle/311030/131079]  
专题中国科学院地理科学与资源研究所
通讯作者Zhang Yili
作者单位1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Land Surface Pattern & Simulat, Beijing 100101, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
3.CAS Ctr Excellence Tibetan Plateau Earth Sci, Beijing 100101, Peoples R China
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Liu Qionghuan,Zhang Yili,Liu Linshan,et al. The spatial local accuracy of land cover datasets over the Qiangtang Plateau, High Asia[J]. JOURNAL OF GEOGRAPHICAL SCIENCES,2019,29(11):1841-1858.
APA Liu Qionghuan,Zhang Yili,Liu Linshan,Li Lanhui,&Qi Wei.(2019).The spatial local accuracy of land cover datasets over the Qiangtang Plateau, High Asia.JOURNAL OF GEOGRAPHICAL SCIENCES,29(11),1841-1858.
MLA Liu Qionghuan,et al."The spatial local accuracy of land cover datasets over the Qiangtang Plateau, High Asia".JOURNAL OF GEOGRAPHICAL SCIENCES 29.11(2019):1841-1858.

入库方式: OAI收割

来源:地理科学与资源研究所

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