气候变化领域集成服务门户(CCPortal): Mapping soil moisture across the Tibetan Plateau plains using Aquarius active and passive L-band microwave observations

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DOI	10.1016/j.jag.2019.01.005
	Mapping soil moisture across the Tibetan Plateau plains using Aquarius active and passive L-band microwave observations
	Wang, Qiang; van der Velde, Rogier; Ferrazzoli, Paolo; Chen, Xuelong; Bai, Xiaojing; Su, Zhongbo
通讯作者	Wang, Q (通讯作者)
发表日期	2019
ISSN	0303-2434
起始页码	108
结束页码	118
卷号	77
英文摘要	An algorithm is developed for retrieving soil moisture at plateau scale by combined usage of Aquarius active and passive L-band observations. In this algorithm, Look-Up-Tables (LUTs) are established for bare soil and vegetated areas by using the physical based Tor Vergata discrete electromagnetic model (hereafter, TV-DEM). In the case of vegetated area, the LUT is built based on simulations with varying soil moisture and Leaf Area Index (LAI). Only soil moisture is variable for the bare soil case, and values calibrated in previous works are adopted for the other TV-DEM parameters. Soil moisture is then retrieved by minimizing a squared difference object function based on the emissivity and backscatter coefficient observed by Aquarius and the corresponding TV-DEM simulations included in the LUT. The soil moisture retrievals are assessed at Aquarius footprint scale using in-situ measurements collected at three regional scale networks spread across the Tibetan Plateau. The unbiased root mean squared differences (ubRMSDs) from the three networks vary from 0.016 to 0.050 m(3) m(-3) and coefficients of determination (R-2) are from 0.274 to 0.499 (-). This ubRMSD and R-2 is in the same order of the passive-only official Aquarius product, Metop-A Advanced SCATterometer (ASCAT) L2 soil moisture product (hereafter ASCAT) as well as reanalysis data generated by European Centre for Medium-Range Weather Forecasts (hereafter, ERA-Interim). At Plateau-scale, all four soil moisture products capture the seasonal trend, whereby the dynamic range during the monsoon season captured by the ERA-Interim product is relatively small. Further, the northwest-southeast dry-wet gradient due to precipitation and evapotranspiration is well captured by the soil moisture spatial distributions produced by TV-DEM Aquarius, official Aquarius and ASCAT products, but less pronounced in the ERA-Interim product. This study demonstrates that the TV-DEM based algorithm can be used to retrieve soil moisture over a Plateau scale with robust results in terms of error statistics (e.g. bias, R-2 and ubRMSD) and can generate realistic spatial patterns for soil moisture at Plateau-scale.
关键词	BALANCE SYSTEM SEBS IN-SITU DIELECTRIC MODEL SCATTERING MODEL VALIDATION SATELLITE PRODUCTS BACKSCATTERING UNCERTAINTIES SCATTEROMETER
英文关键词	Aquarius; Soil moisture; Combined active/passive microwave remote sensing; Discrete electromagnetic model
语种	英语
WOS研究方向	Remote Sensing
WOS类目	Remote Sensing
WOS记录号	WOS:000460715900010
来源期刊	INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION
来源机构	中国科学院青藏高原研究所
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/259548
推荐引用方式 GB/T 7714	Wang, Qiang,van der Velde, Rogier,Ferrazzoli, Paolo,et al. Mapping soil moisture across the Tibetan Plateau plains using Aquarius active and passive L-band microwave observations[J]. 中国科学院青藏高原研究所,2019,77.
APA	Wang, Qiang,van der Velde, Rogier,Ferrazzoli, Paolo,Chen, Xuelong,Bai, Xiaojing,&Su, Zhongbo.(2019).Mapping soil moisture across the Tibetan Plateau plains using Aquarius active and passive L-band microwave observations.INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION,77.
MLA	Wang, Qiang,et al."Mapping soil moisture across the Tibetan Plateau plains using Aquarius active and passive L-band microwave observations".INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION 77(2019).