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Updated: Feb 13, 2026

08:20
In Situ Soil Moisture Sensors in Undisturbed Soils
Published on: November 18, 2022
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一个长达十年的无连续性的每日L频段土壤水分产品,来自自2010年以来的SMOS观测
Yu Bai1, Li Jia2, Tianjie Zhao1
1State Key Laboratory of Remote Sensing and Digital Earth, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China.
Scientific data
|February 11, 2026
概括
这项研究提出了卫星土壤湿度数据的新填空方法,创造了第一个长达十年的无缺口全球记录. 这种无的土壤湿度数据集增强了生态水文研究和气候建模.
科学领域:
- 地球系统科学 地球系统科学
- 水文学的水文学
- 遥感 遥感 遥感 遥感
背景情况:
- 土壤湿度对于陆地与大气之间的交换至关重要.
- 现有的卫星土壤湿度产品存在数据差距,限制了它们的使用.
研究的目的:
- 开发一种用于填补卫星土壤湿度数据缺口的自动化方法.
- 为研究创建一个连续的,长期的全球土壤湿度数据集.
主要方法:
- 开发了一种空白填补技术,将离散等边变换与部分最小平方 (DCT-PLS) 结合起来.
- 将该方法应用于整个SMOS多时态和多角度 (MTMA) 档案.
- 在每天25公里分辨率下生成一个无连续性产品 (MTMA-SC_SM).
主要成果:
- 填补差距的方法在重建合成差距时表现出高准确性 (R > 0.9).
- 无产品的性能与与现场网络 (R > 0.7) 相比的原始检索性能相当.
- 数据集保留了空间模式和季节幅度,没有文物.
结论:
- MTMA-SC_SM数据集是第一个长达十年的,没有差距的,全球每日L频段土壤湿度记录.
- 该产品为气候趋势评估和土地表面建模提供了坚实的基础.
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