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Estimating Biophysical and Biochemical Parameters and Yield of Winter Wheat Based on Landsat TM Images

机译:基于Landsat TM图像的冬小麦估算生物物理和生化参数及产量

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This paper focuses on the methodology of estimating biophysical and biochemical parameters and yield of winter wheat based on LANDSAT TM images. In order to develop the method of retrieving wheat parameters from remote sensing data, five LANDSAT TM images were acquired respectively at erecting stage, jointing stage, heading stage, early grain-filling stage and grain-filling stage of winter wheat. Experiment sites' wheat biophysical and biochemical parameters such as biomass, LAI, chlorophyll, nitrogen content and yield were measured. Based on the TM images, vegetation indices such as NDVI, OSAVI, MSAVI EVI, SIPI and NDWI were calculated. Then the correlation coefficients between wheat parameters and spectral indices of the experiment sites were computed. According to the correlation coefficients, the optimal spectral indices for estimating wheat parameters were determined. The best-fitting method was employed to build the relationship models between wheat parameters and the optimal spectral indices. Finally, the models were used to estimate wheat biophysical and biochemical parameters and yield based on LANDSAT TM data. Research results show wheat parameter estimation models possessed more R2 values than 0.615.
机译:本文重点研究估计生物物理和生物化学参数和基于TM影像冬小麦产量的方法。为了发展检索从遥感数据小麦参数的方法中,5个TM卫星图像是在架设阶段,拔节,抽穗期,早期灌浆期和冬小麦的灌浆期分别获得的。实验网站的小麦生物物理和生物化学参数,如生物量,LAI,叶绿素,氮含量和产量进行了测定。基于TM影像,分别计算植被指数如NDVI,OSAVI,MSAVI EVI,SIPI和NDWI。然后小麦参数和实验站点的光谱指数之间的相关系数进行了计算。根据相关系数,确定所述最佳光谱用于估计小麦参数索引。被采用的最佳拟合的方法来构建小麦参数和最佳光谱指数之间的关系的模型。最后,模型被用于估计小麦生物物理和生物化学参数和基于TM卫星数据得到。研究结果表明小麦参数估算模型比0.615拥有多个R 2 值。

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