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Cost-effectiveness of vegetation biophysical parameters retrieval fromremote sensing data

机译:植被生物物理参数的成本效益检索从remote感测数据

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In the context of vegetation studies Earth Observation (E.O.) data have been extensively used to retrieve biophysical parameters of land surface. In some cases, thanks to the availability of near-real-time data, tools and applications have been developed and implemented in the fields of precision agriculture, water resources monitoring and management. So far, empirical approaches based on vegetation indices (Vis) have been successfully applied. They may provide a satisfactory level of accuracy in theestimation of important vegetation biophysical parameters (e.g. LAI, fractional ground cover, biomass, etc). Such methods, however, require a reliable reference data-set to calibrate empirical formulas on different vegetation types; furthermore, they are generally based on a few spectral bands, with a consistent under-exploitation of the full spectral range available in new generation sensors. Alternative approaches based on inversion of radiative transfer models of vegetation represent a challenging opportunity for the estimation of vegetation parameters from data with high dimensionality.
机译:在植被研究的背景下,地球观察(例如)数据被广泛地用于检索陆地表面的生物物理参数。在某些情况下,由于近实时数据的可用性,在精密农业,水资源监测和管理领域开发和实施了工具和应用。到目前为止,已成功应用基于植被指数的经验方法(VI)。它们可以在象限于重要的植被生物物理参数(例如Lai,分数地面覆盖,生物质等)中提供令人满意的准确性。然而,这种方法需要可靠的参考数据 - 在不同的植被类型上校准经验公式;此外,它们通常基于少量光谱带,其具有在新一代传感器中可用的全光谱范围的一致性泄漏。基于植被辐射转移模型的反转的替代方法代表了估计具有高维度数据的植被参数的具有挑战性的机会。

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