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Method for accelerating short-wave infrared satellite carbon dioxide inversion speed

A technology of carbon dioxide and short-wave infrared, which is applied in the field of satellite atmospheric remote sensing, can solve the problems that the iteration cannot converge, and the iteration step size of the initial guess profile is small.

Inactive Publication Date: 2014-07-30
INST OF REMOTE SENSING & DIGITAL EARTH CHINESE ACADEMY OF SCI
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Problems solved by technology

In the near-infrared carbon dioxide satellite remote sensing, when the optimal estimation method is used to invert carbon dioxide, affected by the prior initial value and the prior covariance matrix, it often occurs that the initial guess value profile is too far away from the real value and the iteration step length is too small. Small causes the iteration to fail to converge

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  • Method for accelerating short-wave infrared satellite carbon dioxide inversion speed
  • Method for accelerating short-wave infrared satellite carbon dioxide inversion speed
  • Method for accelerating short-wave infrared satellite carbon dioxide inversion speed

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[0017] specific implementation plan

[0018] A short-wave infrared satellite carbon dioxide retrieval method proposed by the present invention is described in detail in conjunction with the accompanying drawings and embodiments as follows.

[0019] Such as figure 1 As shown, according to the present invention, the steps of an iterative step factor optimization method in a short-wave infrared satellite data carbon dioxide inversion include:

[0020] S1. Using carbon dioxide prior profile data derived from atmospheric model simulations, calculate a geographically gridded carbon dioxide prior covariance matrix;

[0021] S2. Input the carbon dioxide profile data into the radiative transfer model, and use the forward model to calculate the weight of the carbon dioxide concentration of each layer profile based on the layer-by-layer forced interference method;

[0022] S3. In the first iteration, the initial value of the iteration step factor of 4 needs to be selected. At other tim...

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Abstract

The invention discloses a method for accelerating the short-wave infrared satellite carbon dioxide inversion speed. The method comprises the steps that 1, a geographic grid carbon dioxide priori covariance matrix is calculated on the basis of a priori outline database of carbon dioxide; 2, a weighting function of the carbon dioxide concentration is calculated by a layer-by-layer forced interference method; 3, the carbon dioxide concentration value is calculated in an iteration way by an optimum inversion method, in addition, the updated carbon dioxide concentration data is input into a radiation transmission model, and a satellite observation simulation value is calculated in a positive direction; 4, a cost function value is calculated by using the satellite observation simulation value, and if the cost function is reduced, the inversion is completed; otherwise, an iteration factor value is reduced, and the iteration is continuously carried out. The method provided by the invention has the advantages that the mode of increasing the iteration step length factor is utilized, the problem of too small iteration step length in the short-wave infrared band carbon dioxide satellite remote sensing optimum inversion process is solved, and an effective technical method is provided for fast and stably realizing the carbon dioxide concentration inversion.

Description

technical field [0001] The invention relates to the technical field of satellite atmospheric remote sensing, in particular to a short-wave and near-infrared band carbon dioxide satellite remote sensing optimal inversion method. Background technique [0002] According to the IPCC, the rapid increase in the concentration of atmospheric carbon dioxide in the past century has led to global warming, and the concentration and spatial distribution of carbon dioxide are one of the main uncertain factors in the assessment of global climate change. Since the main source of carbon dioxide is concentrated in the near-surface atmosphere, the distribution of carbon dioxide concentration in the bottom atmosphere has become a research hotspot. The traditional ground-based observation network is sparsely distributed, and its observation data cannot meet the application requirements. Satellite remote sensing technology can make up for the shortcomings of limited ground-based observation data....

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F19/00
Inventor 邹铭敏陈良富陶金花张莹范萌苏林
Owner INST OF REMOTE SENSING & DIGITAL EARTH CHINESE ACADEMY OF SCI
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