A long-term paddy rice distribution dataset in Asia at a 30 m spatial resolution
文献类型:期刊论文
作者 | Li, Shaoping1; Shen, Ruoque1; Jiang, Jiale1; Peng, Qiongyan1; Chen, Xuebing2; Dong, Jie3; Dong, Jinwei4; Yuan, Wenping5 |
刊名 | SCIENTIFIC DATA
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出版日期 | 2025-06-21 |
卷号 | 12期号:1页码:1052 |
DOI | 10.1038/s41597-025-05374-1 |
产权排序 | 4 |
文献子类 | Article |
英文摘要 | Rice is a staple food for over half the global population and contributes to more than 10% of global anthropogenic methane emissions. Precise mapping of rice distribution in Asia, the primary region for rice cultivation responsible for over 60% of global production, is crucial for monitoring food security and greenhouse gas emissions. However, due to cloud cover impacts on optical remote sensing imagery, there is still a lack of long-term, high-resolution rice distribution datasets for the entire Asian region. This study develops the Global Crop Dataset-Rice (GCD-Rice) dataset to map rice cultivation across three seasons in 16 Asian countries from 1990 to 2023. Using Landsat and Sentinel-1 datasets, along with a phenological approach and a random forest model, the maps were validated with 258,547 field samples. Results show an average user accuracy of 89.88%, a producer accuracy of 88.52%, and an overall accuracy of 88.85%. Furthermore, comparing with statistical area reveals an overall average R-2 value of 0.768, a slope of 0.874, and an RMSE of 0.346. |
URL标识 | 查看原文 |
WOS关键词 | CROPPING SYSTEMS ; SOUTHEAST-ASIA ; LANDSAT IMAGES ; MEKONG DELTA ; CHINA ; NORTHEAST ; CLASSIFICATION ; MAPS ; AREA |
WOS研究方向 | Science & Technology - Other Topics |
语种 | 英语 |
WOS记录号 | WOS:001512356700001 |
出版者 | NATURE PORTFOLIO |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/214526] ![]() |
专题 | 资源利用与环境修复重点实验室_外文论文 |
通讯作者 | Yuan, Wenping |
作者单位 | 1.Sun Yat Sen Univ, Sch Atmospher Sci, Zhuhai 519082, Guangdong, Peoples R China; 2.MingYang Smart Energy Grp Ltd, Ocean Energy Res Inst, Zhongshan 528437, Guangdong, Peoples R China; 3.Zhejiang Univ Water Resources & Elect Power, Sch Geomat, Hangzhou 310018, Zhejiang, Peoples R China; 4.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China; 5.Peking Univ, Inst Carbon Neutral, Sino French Inst Earth Syst Sci, Coll Urban & Environm Sci, Beijing 100871, Peoples R China |
推荐引用方式 GB/T 7714 | Li, Shaoping,Shen, Ruoque,Jiang, Jiale,et al. A long-term paddy rice distribution dataset in Asia at a 30 m spatial resolution[J]. SCIENTIFIC DATA,2025,12(1):1052. |
APA | Li, Shaoping.,Shen, Ruoque.,Jiang, Jiale.,Peng, Qiongyan.,Chen, Xuebing.,...&Yuan, Wenping.(2025).A long-term paddy rice distribution dataset in Asia at a 30 m spatial resolution.SCIENTIFIC DATA,12(1),1052. |
MLA | Li, Shaoping,et al."A long-term paddy rice distribution dataset in Asia at a 30 m spatial resolution".SCIENTIFIC DATA 12.1(2025):1052. |
入库方式: OAI收割
来源:地理科学与资源研究所
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