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The 10-m crop type maps in Northeast China during 2017-2019
You, Nanshan1,2; Dong, Jinwei1; Huang, Jianxi3; Du, Guoming4; Zhang, Geli3; He, Yingli1; Yang, Tong3; Di, Yuanyuan3; Xiao, Xiangming5
2021-02-02
Source PublicationSCIENTIFIC DATA
Volume8Issue:1Pages:11
Corresponding AuthorDong, Jinwei(dongjw@igsnrr.ac.cn) ; Xiao, Xiangming(xiangming.xiao@ou.edu)
AbstractNortheast 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.
DOI10.1038/s41597-021-00827-9
Indexed BySCI
Language英语
Funding ProjectNational 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]
Funding OrganizationNational 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
WOS Research AreaScience & Technology - Other Topics
WOS SubjectMultidisciplinary Sciences
WOS IDWOS:000616958800003
PublisherNATURE RESEARCH
Citation statistics
Cited Times:2[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.igsnrr.ac.cn/handle/311030/160652
Collection中国科学院地理科学与资源研究所
Corresponding AuthorDong, Jinwei; Xiao, Xiangming
Affiliation1.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.China Agr Univ, Coll Land Sci & Technol, Beijing 100083, Peoples R China
4.Northeast Agr Univ, Sch Publ Adm & Law, Harbin 150030, Peoples R China
5.Univ Oklahoma, Dept Microbiol & Plant Biol, Norman, OK 73019 USA
Recommended Citation
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.
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