Towards an open and synergistic framework for mapping global land cover

被引:9
作者
Zhao, Jiyao [1 ]
Yu, Le [1 ,2 ]
Liu, Han [1 ]
Huang, Huabing [3 ]
Wang, Jie [4 ]
Gong, Peng [1 ,2 ,5 ,6 ]
机构
[1] Tsinghua Univ, Dept Earth Syst Sci, Key Lab Earth Syst Modeling, Minist Educ, Beijing, Peoples R China
[2] Tsinghua Univ, Ecol Field Stn East Asia Migratory Birds, Minist Educ, Beijing, Peoples R China
[3] Sun Yat Sen Univ, Sch Geospatial Engn & Sci, Guangzhou, Peoples R China
[4] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing, Peoples R China
[5] Univ Hongkong, Dept Geog, Hongkong, Peoples R China
[6] Univ Hongkong, Dept Earth Sci, Hongkong, Peoples R China
基金
国家重点研发计划;
关键词
Global land cover change; Open and synergy mapping; Land cover series; RESEARCH PRIORITIES; SURFACE; CARBON; TERRESTRIAL; DISCOVER; DATABASE; MODELS; SYSTEM; MODIS; SET;
D O I
10.7717/peerj.11877
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Global land-cover datasets are key sources of information for understanding the complex inter-actions between human activities and global change. They are also among the most critical variables for climate change studies. Over time, the spatial resolution of land cover maps has increased from the kilometer scale to 10-m scale. Single-type historical land cover datasets, including for forests, water, and impervious surfaces, have also been developed in recent years. In this study, we present an open and synergy framework to produce a global land cover dataset that combines supervised land cover classification and aggregation of existing multiple thematic land cover maps with the Google Earth Engine (GEE) cloud computing platform. On the basis of this method of classification and mosaicking, we derived a global land cover dataset for 6 years over a time span of 25 years. The overall accuracies of the six maps were around 75% and the accuracy for change area detection was over 70%. Our product also showed good similarity with the FAO and existing land cover maps.
引用
收藏
页数:18
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