中国10m分辨率小麦种植模式(CPChina)时空分布数据集(2020年)
收藏国家地球系统科学数据中心2025-06-17 更新2025-12-20 收录
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基于Sentinel-1雷达和Sentinel-2多光谱遥感影像,采用耦合时序特征的作物轮作指数(如VVC-WR、WMCR),建立了中国10m分辨率小麦种植模式(CPChina)时空分布数据集(2020年),实现了全国范围内小麦种植模式的自动化制图。研究显示,2020年中国小麦播种面积达206,919平方公里,其中90%以上采用多熟种植模式,冬小麦–玉米轮作占51.39%,冬小麦–水稻轮作占21.12%,春小麦单作占6.86%。该数据集在无需地面训练数据的情况下,总体制图精度达92.57%,特别适用于多云地区和复杂小农耕作系统。研究成果为精准农业管理提供了高分辨率数据支持,揭示了小麦种植向干旱/半干旱区扩张的趋势(占全国52%),并量化了作物轮作对多熟制农业(占全国45.68%)的贡献,为优化种植结构、提升土壤健康及减少碳排放提供了空间决策依据。该方法体系可为发展中国家构建自动化作物监测系统提供参考。
Based on Sentinel-1 radar and Sentinel-2 multispectral remote sensing imagery, this study developed the 10-meter resolution spatiotemporal distribution dataset of wheat cropping systems in China (CPChina, 2020) using crop rotation indices with coupled temporal features (e.g., VVC-WR, WMCR), achieving automated nationwide mapping of wheat cropping systems. The research shows that China's total wheat sown area reached 206,919 square kilometers in 2020, of which over 90% adopted multiple cropping systems: winter wheat-maize rotation accounted for 51.39%, winter wheat-rice rotation 21.12%, and single spring wheat cropping 6.86%. Without requiring ground truth training data, this dataset achieved an overall mapping accuracy of 92.57%, and is particularly suitable for cloud-prone regions and complex smallholder farming systems. The dataset provides high-resolution data support for precision agricultural management, reveals the expansion trend of wheat planting into arid and semi-arid regions (accounting for 52% of the national total), quantifies the contribution of crop rotation to multiple cropping agriculture (accounting for 45.68% of the national total), and provides spatial decision-making support for optimizing cropping structure, improving soil health and reducing carbon emissions. This methodological framework can serve as a reference for developing automated crop monitoring systems in developing countries.
提供机构:
福州大学空间数据挖掘与信息共享教育部重点实验室
创建时间:
2025-05-20
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