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Development of a satellite-based evapotranspiration algorithm for semi-arid regions.

机译:针对半干旱地区的基于卫星的蒸散算法的开发。

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摘要

Estimates of regional evapotranspiration (ET) are critical for streamflow forecasts, global climate studies, as well as short and long-term water supply management. There have been numerous advances in monitoring and quantifying ET and the increasingly available arrays of remotely-sensed variables have allowed significant developments in estimating ET from space. The current study focuses on developing relatively simple, near real-time algorithms to estimate ET utilizing a range of remotely-sensed products. As a first step, a satellite based Potential ET (PET) product is formulated at the daily time-step for all-sky (clear and cloudy) conditions at a moderate resolution (∼1km). Since PET provides an upper limit of actual ET under the assumption of a well-watered surface, ET can be then be derived as a function of PET by taking into account water availability (i.e. soil moisture). After development of the PET product, we utilize a physically based model (Noah LSM) to account for soil moisture availability and derive an ET product as a function of NOAH model products and the MODIS-based PET. We also explore an ET methodology based on development of an evaporative fraction (EF) through an empirical model using remotely-sensed land surface temperature and vegetation inde). Both approaches provide a ratio of ET to PET. By integrating with previously derived estimates of PET, an actual ET is established. Finally, representation of soil moisture (∼the ratio of ET/PET) is also explored and a downscaling algorithm to provide critical high-resolution soil moisture information is derived. In general, validation has shown that the developed ET model provides reasonable estimation of the temporal and spatial dynamics of vegetation and soil water loss. The soil moisture derived from the developed downscaling approach shows significant improvement over several existing methods and provides insight on the potential usefulness of soil moisture estimation in the ET model. In conclusion, results from the current study indicate that the best hope for providing robust estimates of the terrestrial dynamics of ET is accomplished by integrating a combination of visible/infrared and microwave observations. The methods developed in this study are a critical step in providing more reliable and efficient spatial and temporal estimates of ET for water resource and ecosystem management.
机译:区域蒸散量(ET)的估算对于流量预测,全球气候研究以及短期和长期供水管理至关重要。在监测和量化ET方面已经取得了许多进步,并且越来越多的遥感变量阵列使从空间估算ET方面有了重大进展。当前的研究集中在开发相对简单的,接近实时的算法,以利用一系列遥感产品估算ET。第一步,在每天的时间步长上以中等分辨率(约1公里)配制全天候(晴朗和多云)的卫星潜在ET(PET)产品。由于在假定浇水表面良好的前提下,PET提供了实际ET的上限,因此可以通过考虑水的可利用性(即土壤湿度)来推导ET作为PET的函数。开发PET产品之后,我们利用基于物理的模型(Noah LSM)来考虑土壤水分的有效性,并根据NOAH模型产品和基于MODIS的PET得出ET产品。我们还通过基于遥感土地表面温度和植被指数的经验模型探索了基于蒸发分数(EF)的开发的ET方法。两种方法都提供了ET与PET的比率。通过与先前导出的PET估算值进行集成,可以建立实际的ET。最后,还探索了土壤水分(〜ET / PET的比值)的表示形式,并推导了提供关键的高分辨率土壤水分信息的缩减算法。通常,验证表明,开发的ET模型可以合理估算植被和土壤水分流失的时空动态。从发达的降尺度方法获得的土壤水分显示出相对于几种现有方法的显着改善,并提供了对ET模型中土壤水分估算的潜在有用性的见解。总而言之,当前研究的结果表明,通过结合可见/红外和微波观测的组合,可以为ET的地面动力学提供可靠的估计。本研究中开发的方法是为水资源和生态系统管理提供更可靠,更有效的ET时空估计的关键步骤。

著录项

  • 作者

    Kim, Jongyoun.;

  • 作者单位

    University of California, Los Angeles.;

  • 授予单位 University of California, Los Angeles.;
  • 学科 Environmental Management.;Remote Sensing.;Water Resource Management.;Engineering Civil.
  • 学位 Ph.D.
  • 年度 2009
  • 页码 203 p.
  • 总页数 203
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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