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Atmospheric temperature and humidity profile processing method and system based on active and passive remote sensing

A combination of active and passive technology, applied in meteorology, using multiple variables to indicate weather conditions, measuring devices and other directions, can solve the large error of atmospheric temperature and humidity, infrared sensor processing cloud base height error, affecting the accuracy of detection results, etc. problems, to achieve the effect of improving accuracy and effectiveness, and reducing errors

Active Publication Date: 2016-04-27
CMA METEOROLOGICAL OBSERVATION CENT
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Problems solved by technology

However, due to the influence of factors such as the atmosphere, aerosol, and cloud structure, the infrared sensor has a large error in processing the height of the cloud base, resulting in a large error in the detected atmospheric temperature and humidity, which affects the accuracy of the detection results.

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  • Atmospheric temperature and humidity profile processing method and system based on active and passive remote sensing
  • Atmospheric temperature and humidity profile processing method and system based on active and passive remote sensing
  • Atmospheric temperature and humidity profile processing method and system based on active and passive remote sensing

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Embodiment Construction

[0028] Preferred embodiments of the present invention will be described in detail below in conjunction with the accompanying drawings.

[0029] see figure 1 , figure 1 It is a schematic flowchart of the atmospheric temperature and humidity profile processing method based on the combination of active and passive remote sensing of the present invention. The present invention combines active and passive remote sensing with an atmospheric temperature and humidity profile processing method, comprising the following steps:

[0030] Step S1: the data processor establishes a three-layer feed-forward BP neural network model, the BP neural network model includes an input layer (input), a hidden layer (hidelayer) and an output layer (output layer), and the data processor according to Historical atmospheric data carries out processing training to described BP neural network model, obtains the BP neural network model of parameter optimization; Wherein, described historical atmospheric da...

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Abstract

The invention provides an atmospheric temperature and humidity profile processing method and system with active and passive remote sensing combined. The system relates to the following steps that atmospheric microwave radiation brightness temperature data are detected and acquired through a microwave radiometer, cloud vertical structure data are detected and acquired through a cloud radar, and ground surface air temperature, humidity and air pressure data of a detecting area are detected and acquired through a ground surface meteorological element sensor; a data processor builds a three-layer feedforward BP neural network model for processing and training, and the BP neural network model with parameters optimized is obtained; the detected atmospheric microwave radiation brightness temperature data, the detected cloud vertical structure data and the detected ground surface air temperature, humidity and air pressure data are input into the BP neural network model by the data processor to serve as input layers, and the atmospheric temperature and humidity profile is obtained through processing and output of a BP neural network. Due to the atmospheric temperature and humidity profile processing method and system with active and passive remote sensing combined, the error for processing the atmospheric temperature and humidity profile in cloud weather is effectively reduced, and the accuracy and the effectiveness of the atmospheric profile are improved.

Description

technical field [0001] The invention relates to the technical field of atmospheric profile measurement, in particular to an atmospheric temperature and humidity profile processing method and system combining active and passive remote sensing. Background technique [0002] In the detection of atmospheric cloud physical parameters, the microwave radiometer is generally used to continuously detect the atmospheric temperature and humidity profiles. When the weather is clear and cloudless, the detection accuracy of this method is good. However, when there is cloud cover, due to the cloud cover Influenced by the influence of microwave absorption coefficient, there is uncertainty in the distribution of microwave absorption coefficient. Therefore, the error of atmospheric temperature and humidity detected by this method increases, and even fails. [0003] The earth atmosphere microwave radiative transfer equation can be written as: [0004] [0005] In the above formula, is th...

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G01W1/02
Inventor 马舒庆曹云昌杨荣康车云飞
Owner CMA METEOROLOGICAL OBSERVATION CENT
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