Highlighting continued uncertainty in global land cover maps for the user community

被引:159
作者
Fritz, Steffen [1 ]
See, Linda [1 ]
McCallum, Ian [1 ]
Schill, Christian [1 ,2 ]
Obersteiner, Michael [1 ]
van der Velde, Marijn [1 ]
Boettcher, Hannes [1 ]
Havlik, Petr [1 ]
Achard, Frederic [3 ]
机构
[1] Int Inst Appl Syst Anal, A-2361 Laxenburg, Austria
[2] Univ Freiburg, Dept Remote Sensing & Landscape Informat Syst FeL, D-79106 Freiburg, Germany
[3] European Commiss, Joint Res Ctr, IES, I-21027 Ispra, Italy
来源
ENVIRONMENTAL RESEARCH LETTERS | 2011年 / 6卷 / 04期
关键词
land cover validation; uncertainty; cropland; forest cover; VALIDATION; GLC2000;
D O I
10.1088/1748-9326/6/4/044005
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In the last 10 years a number of new global datasets have been created and new, more sophisticated algorithms have been designed to classify land cover. GlobCover and MODIS v. 5 are the most recent global land cover products available, where GlobCover (300 m) has the finest spatial resolution of other comparable products such as MODIS v. 5 (500 m) and GLC-2000 (1 km). This letter shows that the thematic accuracy in the cropland domain has decreased when comparing these two latest products. This disagreement is also evident spatially when examining maps of cropland and forest disagreement between GLC-2000, MODIS and GlobCover. The analysis highlights the continued uncertainty surrounding these products, with a combined forest and cropland disagreement of 893 Mha (GlobCover versus MODIS v. 5). This letter suggests that data sharing efforts and the provision of more in situ data for training, calibration and validation are very important conditions for improving future global land cover products.
引用
收藏
页数:6
相关论文
共 34 条
[1]   Using uncertain conceptual spaces to translate between land cover categories [J].
Ahlqvist, O .
INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2005, 19 (07) :831-857
[2]   Conservation science outside the comfort zone [J].
Andelman, Sandy .
NATURE, 2011, 475 (7356) :290-291
[3]  
[Anonymous], 2010, INT J REMOTE SENSING
[4]   GLC2000:: a new approach to global land cover mapping from Earth observation data [J].
Bartholomé, E ;
Belward, AS .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2005, 26 (09) :1959-1977
[5]  
Bicheron P., 2008, GLOBCOVER PRODUCTS D
[6]  
Bontemps S., 2011, Globcover Products Description and Validation Report
[7]   Land Availability for Biofuel Production [J].
Cai, Ximing ;
Zhang, Xiao ;
Wang, Dingbao .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2011, 45 (01) :334-339
[8]  
Di Gregorio A., 2000, LAND COVER CLASSIFIC
[9]  
ESA (European Space Agency), 2011, GMES SENT
[10]   A comparison of a GCM response to historical anthropogenic land cover change and model sensitivity to uncertainty in present-day land cover representations [J].
Feddema, J ;
Oleson, K ;
Bonan, G ;
Mearns, L ;
Washington, W ;
Meehl, G ;
Nychka, D .
CLIMATE DYNAMICS, 2005, 25 (06) :581-609