基于实际蒸散量估算的单源与双源地表能量平衡模型对比

Richa Pandey, Ravinder Kaur, I. Z. Goncalves, Christopher M. U. Neale, Manoj Khanna, Man Singh, Vinay Kumar Sehgal, A. Sarangi, Manjaiah Kanchikeri Math
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引用次数: 0

摘要

本研究旨在比较单源和双源地表能量平衡建模方法(即 EEFlux 和 SETMI)的性能效率,分别用于实时估算集水规模的作物需水量。为此,将上述两种地表能量平衡建模方法应用于印度拉贾斯坦邦桑乔尔的纳尔马达运河项目,在纳入基本卫星数据衍生输入(即土地利用、地表温度和网格气象数据)后,估算 2013-14 年和 2018-19 年拉比种植季节的集水尺度实际蒸散(ETa)值。由于无法获得研究地区基于集水区尺度的地面日参考蒸散量(ETo)值,因此利用基于全球陆地数据同化系统的网格气象数据产品作为替代,以获得研究地区所调查的拉季实际蒸散量(ETa)观测值。将这些实际蒸散值与通过单源 EEFlux 和双源 SETMI 建模方法估算的蒸散值进行比较,通过使用五个统计指数(即平均绝对误差、均方根误差、平均偏差、纳什-苏特克利夫效率和一致指数)来确定它们的比较性能效率。调查显示,两种建模方法的性能几乎相当。不过,得出的结论是,与更详细的双源方法(即 SETMI)相比,简单的单源方法(即 EEFlux)似乎更有前途,因为它具有用户友好型实施和输入数据自动化的特点。
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Single vs dual source surface energy balance model based actual evapotranspiration estimation
The current study aims to inter-compare the performance efficiency of the single and the dual source surface energy balance modeling approaches, namely EEFlux and SETMI, respectively for real time catchment scale - crop water demand estimations. For this, the afore-stated two surface energy balance modelling approaches were applied on the Narmada Canal Project, Sanchore, Rajasthan, India for estimating catchment scale actual evapotranspiration (ETa) values for the Rabi cropping seasons of the years 2013-14 and 2018-19, after incorporating the basic satellite data derived inputs viz. Land use, Land surface temperature and Gridded weather data. Due to the non-availability of the catchment scale ground based daily reference evapotranspiration (ETo) values for the study area, the Global Land Data Assimilation System based gridded meteorological data product was utilized, as a substitute for obtaining observed actual evapotranspiration (ETa) values for the investigated Rabi seasons of the study area. These actual evapotranspiration values were compared with those estimated through the single source, EEFlux and the dual source, SETMI modelling approaches to ascertain their comparative performance efficiency through the use of the five statistical indices viz. Mean Absolute Error, Root Mean Square Error, Mean Bias Error, Nash-Sutcliffe Efficiency and the Index of Agreement. The investigations revealed almost at par performance of the two modelling approaches. However, it was concluded that in contrast to the more detailed dual source approach i.e., SETMI, the simple single source approach i.e., EEFlux seemed to be more promising due to its user-friendly implementation and input data automation.
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