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The 10-m crop type maps in Northeast China during 2017-2019

文献类型：期刊论文

作者You, Nanshan2,3; Dong, Jinwei2; Huang, Jianxi4; Du, Guoming1; Zhang, Geli4; He, Yingli2; Yang, Tong4; Di, Yuanyuan4; Xiao, Xiangming5
刊名SCIENTIFIC DATA
出版日期2021-02-02
卷号8期号:1页码:11
DOI10.1038/s41597-021-00827-9
通讯作者Dong, Jinwei(dongjw@igsnrr.ac.cn) ; Xiao, Xiangming(xiangming.xiao@ou.edu)
英文摘要Northeast China is the leading grain production region in China where one-fifth of the national grain is produced; however, consistent and reliable crop maps are still unavailable, impeding crop management decisions for regional and national food security. Here, we produced annual 10-m crop maps of the major crops (maize, soybean, and rice) in Northeast China from 2017 to 2019, by using (1) a hierarchical mapping strategy (cropland mapping followed by crop classification), (2) agro-climate zone-specific random forest classifiers, (3) interpolated and smoothed 10-day Sentinel-2 time series data, and (4) optimized features from spectral, temporal, and texture characteristics of the land surface. The resultant maps have high overall accuracies (OA) spanning from 0.81 to 0.86 based on abundant ground truth data. The satellite estimates agreed well with the statistical data for most of the municipalities (R-2 >= 0.83, p<0.01). This is the first effort on regional annual crop mapping in China at the 10-m resolution, which permits assessing the performance of the soybean rejuvenation plan and crop rotation practice in China.
资助项目National Natural Science Foundation of China[41871349] ; Chinese Academy of Sciences the Strategic Priority Research Program[XDA19040301] ; Key Research Program of Frontier Sciences[QYZDB-SSW-DQC005] ; U.S. National Science Foundation[1911955]
WOS研究方向Science & Technology - Other Topics
语种英语
WOS记录号WOS:000616958800003
出版者NATURE RESEARCH
资助机构National Natural Science Foundation of China ; Chinese Academy of Sciences the Strategic Priority Research Program ; Key Research Program of Frontier Sciences ; U.S. National Science Foundation
源URL[http://ir.igsnrr.ac.cn/handle/311030/160651]  
专题中国科学院地理科学与资源研究所
通讯作者Dong, Jinwei; Xiao, Xiangming
作者单位1.Northeast Agr Univ, Sch Publ Adm & Law, Harbin 150030, Peoples R China
2.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Land Surface Pattern & Simulat, Beijing 100101, Peoples R China
3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
4.China Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
5.Univ Oklahoma, Dept Microbiol & Plant Biol, Norman, OK 73019 USA
推荐引用方式
GB/T 7714		 You, Nanshan,Dong, Jinwei,Huang, Jianxi,et al. The 10-m crop type maps in Northeast China during 2017-2019[J]. SCIENTIFIC DATA,2021,8(1):11.
APA You, Nanshan.,Dong, Jinwei.,Huang, Jianxi.,Du, Guoming.,Zhang, Geli.,...&Xiao, Xiangming.(2021).The 10-m crop type maps in Northeast China during 2017-2019.SCIENTIFIC DATA,8(1),11.
MLA You, Nanshan,et al."The 10-m crop type maps in Northeast China during 2017-2019".SCIENTIFIC DATA 8.1(2021):11.

入库方式： OAI收割

来源：地理科学与资源研究所

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