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首页> 外文期刊>Remote Sensing of Environment: An Interdisciplinary Journal >Estimation of crop gross primary production (GPP):fAPAR_(chl) versus MOD15A2 FPAR
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Estimation of crop gross primary production (GPP):fAPAR_(chl) versus MOD15A2 FPAR

机译:作物初级生产总值(GPP):fAPAR_(chl)与MOD15A2 FPAR的估算

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摘要

Photosynthesis (PSN) is a pigment level process in which antenna pigments (predominately chlorophylls) in chloroplasts absorb photosynthetically active radiation (PAR) for the photochemical process. PAR absorbed by foliar non-photosynthetic components is not used for PSN. The fraction of PAR absorbed (fAPAR) by a canopy/vegetation (i.e., fAPAR_(canopy)) derived from the Moderate Resolution Imaging Spectroradiometer (MODIS) images, referred to as MOD15A2 FPAR, has been used to compute absorbed PAR (APAR) for PSN (APAR_(PSN)) which is utilized to produce the standard MODIS gross primary production (GPP) product, referred to as MOD17A2 GPP. In this study, the fraction of PAR absorbed by chlorophyll throughout the canopy (fAPAR_(chl)) was retrieved from MODIS images for three AmeriFlux crop fields in Nebraska. There are few studies in the literature that compare the performance of MOD15A2 FPAR versus fAPAR_(chl) in GPP estimation. In our studyMOD15A2 FPAR and the retrieved fAPAR_(chl) were compared with field fAPAR_(canopy) and the fraction of PAR absorbed by green leaves of the vegetation (fAPAR_(green)). MOD15A2 FPAR overestimated field fAPAR_(canopy) in spring and in fall, and underestimated field fAPAR_(canopy) in midsummer whereas fAPAR_(chl) correctly captured the seasonal phenology. The retrieved fAPAR_(chl) agreed well with field fAPAR_(green) at early crop growth stage in June, and was less than field fAPAR_(green) in late July, August and September. GPP estimates with fAPAR_(chl) and with MOD15A2 FPAR were compared to tower flux GPP. GPP simulated with fAPAR_(chl) was corroboratedwith tower flux GPP. Improvements in crop GPP estimation were achieved by replacing MOD15A2 FPAR with fAPAR_(chl) which also reduced uncertainties of crop GPP estimates by 1.12-2.37 g C m~(-2) d~(-1).
机译:光合作用(PSN)是一种色素水平过程,其中叶绿体中的触角色素(主要是叶绿素)吸收光化学过程中的光合有效辐射(PAR)。被叶面非光合成分吸收的PAR不用于PSN。来自中分辨率成像光谱仪(MODIS)图像(称为MOD15A2 FPAR)的冠层/植被(即fAPAR_(冠层))吸收的PAR的比例(fAPAR)已用于计算以下元素的吸收PAR(APAR): PSN(APAR_(PSN))用于生产标准的MODIS初级生产总值(GPP)产品,称为MOD17A2 GPP。在这项研究中,从MODIS图像中检索了内布拉斯加州三个AmeriFlux作物田的叶绿素在整个冠层中吸收的PAR的比例(fAPAR_(chl))。文献中很少有研究比较GPP估计中MOD15A2 FPAR和fAPAR_(chl)的性能。在我们的研究中,将MOD15A2 FPAR和取回的fAPAR_(chl)与田间fAPAR_(冠层)以及植被绿叶吸收的PAR分数(fAPAR_(green))进行了比较。 MOD15A2 FPAR在春季和秋季高估了字段fAPAR_(冠层),在仲夏时低估了字段fAPAR_(冠层),而fAPAR_(chl)正确地捕获了季节物候。在6月的作物早期生长阶段,检索到的fAPAR_(chl)与田间fAPAR_(绿色)非常吻合,而在7月下旬,8月和9月则小于田间fAPAR_(绿色)。将带有fAPAR_(chl)和带有MOD15A2 FPAR的GPP估计值与塔通量GPP进行比较。用塔通量GPP证实了用fAPAR_(chl)模拟的GPP。通过用fAPAR_(chl)代替MOD15A2 FPAR,可以实现农作物GPP估计的改进,这也将农作物GPP估计的不确定性降低了1.12-2.37 g C m〜(-2)d〜(-1)。

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