利用雨量计观测对青藏高原中西部卫星土壤水分产品的首次评估

IF 5.9 1区 地球科学 Q1 ENGINEERING, CIVIL
Cheng Huang, Long Zhao, Yingying Chen, Jinyan Chen, Kun Yang
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引用次数: 0

摘要

土壤水分在调节青藏高原水能循环中起着关键作用,进而影响区域气候。然而,由于缺乏原位观测,目前青藏高原中西部土壤水分产品的质量尚不清楚。利用最近建立的CWTP地区降雨网络的雨量计数据,通过检查地表土壤湿度与降水之间的水文一致性,对该地区的土壤湿度进行了首次评估,包括土壤湿度主动被动(SMAP)、欧洲航天局气候变化倡议(ESA CCI)和人工神经网络复制的AMSR-E/2检索(NNsm)。结果表明:(1)SMAP产品的下降轨道和上升轨道总体优于ESA CCI和NNsm,各雨量站的水文一致性更强;(2) ESA CCI在该区域有效检索的可用性较低,联合检索的鲁棒性略高于主动和被动通道;(3)由于AMSR2的重访时间较短,NNsm的土壤水分恢复效果最好,但其水文一致性较其他两种产品最低。进一步分析表明,大地形和茂密植被可能会影响地表土壤水分的反演精度,从而影响水文一致性。此外,相对较大的降雨量可能会使表层土壤水分增加更多,而极端强降雨可能会进一步降低水文一致性。这些发现是对青藏高原东部现有土壤水分评价的补充,并有望为改进土壤水分检索算法和了解整个高原的陆-气相互作用作出贡献。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A first evaluation of satellite soil moisture products over the Central-Western Tibetan Plateau using rain gauge observations
Soil moisture plays a key role in regulating water and energy cycle in the Tibetan Plateau, which further impacts regional climate. However, the quality of existing soil moisture products over the central to west TP (CWTP) remains unclear due to the lack of in-situ observations. Using rain gauge data from a recently established rainfall network in the CWTP region and by checking the hydrological consistency between surface soil moisture and precipitation, this study performed a first evaluation of several satellite soil moisture products, including those from the Soil Moisture Active Passive (SMAP), the European Space Agency Climate Change Initiative (ESA CCI), and the artificial neural network reproduced AMSR-E/2 retrievals (NNsm) in this area. Results show that: (1) both descending and ascending orbits of the SMAP product generally outperform ESA CCI and NNsm, with more robust hydrological consistency across all rain gauge stations; (2) ESA CCI is subjected to low availability of effective retrievals in this area, with the combined one performs slightly more robust than the active and passive channels; and (3) NNsm possesses the most effective soil moisture retrievals owing to less revisit time of AMSR2, but its hydrological consistency is the lowest as compared to the other two products. Further analysis suggests that large topography and dense vegetation can potentially impact the retrieval accuracy of surface soil moisture and thus hydrological consistency. Besides, relatively large amounts of rainfall is likely to impose more positive increments in surface soil moisture, whereas extremely heavy rainfall may further degrade hydrological consistency. These findings are complementary to existing soil moisture evaluations in the eastern TP, and are expected to contribute to improving soil moisture retrieval algorithms and understanding land–atmosphere interactions over the entire plateau.
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来源期刊
Journal of Hydrology
Journal of Hydrology 地学-地球科学综合
CiteScore
11.00
自引率
12.50%
发文量
1309
审稿时长
7.5 months
期刊介绍: The Journal of Hydrology publishes original research papers and comprehensive reviews in all the subfields of the hydrological sciences including water based management and policy issues that impact on economics and society. These comprise, but are not limited to the physical, chemical, biogeochemical, stochastic and systems aspects of surface and groundwater hydrology, hydrometeorology and hydrogeology. Relevant topics incorporating the insights and methodologies of disciplines such as climatology, water resource systems, hydraulics, agrohydrology, geomorphology, soil science, instrumentation and remote sensing, civil and environmental engineering are included. Social science perspectives on hydrological problems such as resource and ecological economics, environmental sociology, psychology and behavioural science, management and policy analysis are also invited. Multi-and interdisciplinary analyses of hydrological problems are within scope. The science published in the Journal of Hydrology is relevant to catchment scales rather than exclusively to a local scale or site.
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