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Microwave implementation of two-source energy balance approach for estimating evapotranspiration

机译:微波实现两源能量平衡法估算蒸散量

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A newly developed microwave?(MW) land surface temperature?(LST) product is used to substitute thermal infrared?(TIR)-based LST in the Atmosphere–Land Exchange Inverse?(ALEXI) modeling framework for estimating evapotranspiration?(ET) from space. ALEXI implements a two-source energy balance?(TSEB) land surface scheme in a time-differential approach, designed to minimize sensitivity to absolute biases in input records of LST through the analysis of the rate of temperature change in the morning. Thermal infrared retrievals of the diurnal LST curve, traditionally from geostationary platforms, are hindered by cloud cover, reducing model coverage on any given day. This study tests the utility of diurnal temperature information retrieved from a constellation of satellites with microwave radiometers that together provide six to eight observations of Ka-band brightness temperature per location per day. This represents the first ever attempt at a global implementation of ALEXI with MW-based LST and is intended as the first step towards providing all-weather capability to the ALEXI framework. brbr The analysis is based on 9-year-long, global records of ALEXI ET generated using both MW- and TIR-based diurnal LST information as input. In this study, the MW-LST (MW-based LST) sampling is restricted to the same clear-sky days as in the IR-based implementation to be able to analyze the impact of changing the LST dataset separately from the impact of sampling all-sky conditions. The results show that long-term bulk ET estimates from both LST sources agree well, with a spatial correlation of 92?% for total ET in the Europe–Africa domain and agreement in seasonal (3-month) totals of 83–97?% depending on the time of year. Most importantly, the ALEXI-MW (MW-based ALEXI) also matches ALEXI-IR (IR-based ALEXI) very closely in terms of 3-month inter-annual anomalies, demonstrating its ability to capture the development and extent of drought conditions. Weekly ET output from the two parallel ALEXI implementations is further compared to a common ground measured reference provided by the Fluxnet consortium. Overall, the two model implementations generate similar performance metrics (correlation and RMSE) for all but the most challenging sites in terms of spatial heterogeneity and level of aridity. It is concluded that a constellation of MW satellites can effectively be used to provide LST for estimating ET through ALEXI, which is an important step towards all-sky satellite-based retrieval of ET using an energy balance framework.
机译:一种新开发的微波?(MW)地表温度?(LST)产品被用于替代大气-陆地交换逆?(ALEXI)建模框架中基于热红外?(TIR)的LST,以估算来自蒸散量的蒸散量。空间。 ALEXI采用时差方法实施了两源能量平衡(TSEB)地表方案,旨在通过分析早晨的温度变化率来最大程度地降低对LST输入记录中绝对偏差的敏感性。传统上从对地静止平台进行的昼夜LST曲线的热红外检索受到云层覆盖的阻碍,从而在任何给定的一天都会减少模型的覆盖范围。这项研究使用微波辐射计测试了从一个星座中获取的昼夜温度信息的实用性,微波辐射计每天可以提供六到八个观测到的Ka波段亮度温度信息。这是有史以来首次在全球实施基于MW的LST的ALEXI,并且是向ALEXI框架提供全天候功能的第一步。 该分析是基于ALEXI ET的长达9年的全球记录,这些记录使用基于MW和TIR的每日LST信息作为输入而生成。在本研究中,将MW-LST(基于MW的LST)采样限制为与基于IR的实施相同的晴朗天,以便能够分析更改LST数据集的影响与采样所有采样的影响分开天空条件。结果表明,来自两个LST来源的长期批量ET估计值均吻合良好,在欧洲和非洲地区,总ET的空间相关性为92%,而季节性(3个月)的一致性为83%-97%。取决于一年中的时间。最重要的是,在3个月的年际异常方面,ALEXI-MW(基于MW的ALEXI)也与ALEXI-IR(基于IR的ALEXI)非常接近,证明了其掌握干旱状况的发展和程度的能力。来自两个并行ALEXI实施的每周ET输出与Fluxnet财团提供的公共基准测量参考值进行了进一步比较。总体而言,就空间异质性和干旱程度而言,除了最具挑战性的站点之外,这两种模型实现都会为所有站点生成相似的性能指标(相关性和RMSE)。结论是,通过ALEXI可以有效地使用MW卫星群来提供LST来估计ET,这是使用能量平衡框架迈向全天基ET检索的重要一步。

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