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首页> 外文期刊>Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of >Surface Energy Fluxes Estimation Over the South Asia Subcontinent Through Assimilating MODIS/TERRA Satellite Data With In Situ Observations and GLDAS Product by SEBS Model
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Surface Energy Fluxes Estimation Over the South Asia Subcontinent Through Assimilating MODIS/TERRA Satellite Data With In Situ Observations and GLDAS Product by SEBS Model

机译:通过将MODIS / TERRA卫星数据与就地观测值和SEDS模型的GLDAS产物同化,估算南亚次大陆的表面能通量

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摘要

Evapotranspiration (ET) estimation is important to water resource management in the South Asia subcontinent, and remote sensing method is a good choice to get surface energy fluxes for ET estimation. However, the accuracy of regional atmospheric parameters plays a vital role especially for South Asia with few meteorological stations available. In this study, to seek a practical way to derive surface energy fluxes for ET estimation, we compare the performances of three methods based on SEBS model using different meteorological data sources (meteorological stations, GLDAS product and the combination of observation, and satellite retrieval). The spatial distribution and value reasonability analysis of the estimates indicate that the three methods cannot provide reliable estimates because of the constraint of station number and GLDAS product accuracy. Correlation analysis finds that there is a good agreement between GLDAS air temperature product and observations with the coefficient of determination (R2) above 0.4 for 5 days in 2008. According to the relationship, an integration method is proposed by recalibrating GLDAS air temperature with observations with other atmospheric parameters supplied by GLDAS product, and the average values of the estimated LE calculated at 100 NDVI intervals are well correlated with NDVI with more than 0.695. The LE values are also within a reasonable value range with the maximum about occurred at the full vegetation cover condition. The results indicate that the integration method is a practical way of obtaining surface energy fluxes and ET estimation for South Asia.
机译:蒸散量(ET)的估算对于南亚次大陆的水资源管理非常重要,而遥感方法是获取地表能量通量以进行ET估算的好选择。但是,区域大气参数的准确性起着至关重要的作用,特别是对于南亚,可用气象站很少。在这项研究中,为了寻求一种实用的方法来推导用于ET估计的表面能通量,我们比较了使用不同气象数据源(气象站,GLDAS积和观测值的组合以及卫星检索)基于SEBS模型的三种方法的性能。 。估计值的空间分布和价值合理性分析表明,由于站数和GLDAS产品精度的限制,这三种方法无法提供可靠的估计值。相关分析发现,GLDAS气温积与观测值之间的一致性很好,2008年连续5天的测定系数(R2)均大于0.4。根据这种关系,提出了一种将GLADAS气温与观测值重新校准的积分方法。 GLDAS产品提供的其他大气参数,以及以100 NDVI间隔计算的估计LE的平均值与NDVI的相关性很好,大于0.695。 LE值也在合理的值范围内,最大约在整个植被覆盖情况下发生。结果表明,积分法是获得南亚表面能通量和ET估算的一种实用方法。

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