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SYSTEM AND METHOD FOR EARTH OBSERVATION AND ANALYSIS

机译:地球观测与分析系统及方法

摘要

A process for Earth observation and analysis by pre-processing remote sensing images which may be from sources including MODIS, Proba-V, Landsat and/or Sentinel or any other space-borne or airborne sensor. Filtering the images by applying a temporal signal processing filter to a time series of remote sensing images and extracting descriptive statistics from image pixels of the remote sensing images to create input X parameters for use in a machine learning process. Applying the machine learning process to create a model which determines how the input X-parameter values map to the range of possible Y-parameter values in a way that improves RAM allocation and parallelizing in the software and processors during the machine learning process. Applying the output from machine learning to a potentially new Area of Interest to determine or predict Y-values for the known X-values using data scoring. Generating calibrated output images corresponding to the specific regions defining the Areas of Interest.
机译:通过预处理遥感图像进行地球观察和分析的过程,该遥感图像可能来自MODIS,Proba-V,Landsat和/或Sentinel或任何其他星载或机载传感器。通过将时间信号处理滤波器应用于遥感图像的时间序列并从遥感图像的图像像素中提取描述性统计信息来过滤图像,以创建用于机器学习过程的输入X参数。应用机器学习过程创建一个模型,该模型确定输入的X参数值如何映射到可能的Y参数值的范围,从而改善机器学习过程中RAM的分配以及软件和处理器中的并行化。将机器学习的输出应用于潜在的新兴趣区域,以便使用数据评分确定或预测已知X值的Y值。生成与定义感兴趣区域的特定区域相对应的校准输出图像。

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