Inversion method and device for atmospheric methane concentration

A methane concentration and atmospheric technology, applied in the direction of color/spectral characteristic measurement, complex mathematical operations, etc., can solve the problems of large inversion error and low inversion efficiency, and solve the problems of large inversion error and low inversion efficiency. Low, accurate and efficient inversion effect

Inactive Publication Date: 2021-11-09
BEIJING AEROSPACE HONGTU INFORMATION TECH
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0006] In view of this, the object of the present invention is to provide a method and device for inversion of atmospheric methane concentration, to alleviate the technical problems of large inversion errors and low inversion efficiency of existing atmospheric methane concentration inversion methods

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  • Inversion method and device for atmospheric methane concentration
  • Inversion method and device for atmospheric methane concentration
  • Inversion method and device for atmospheric methane concentration

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Embodiment 1

[0026] According to an embodiment of the present invention, an embodiment of an inversion method for atmospheric methane concentration is provided. It should be noted that the steps shown in the flow chart of the accompanying drawings can be executed in a computer system such as a set of computer-executable instructions , and, although a logical order is shown in the flowcharts, in some cases the steps shown or described may be performed in an order different from that shown or described herein.

[0027] figure 1 is a flow chart of an inversion method for atmospheric methane concentration according to an embodiment of the present invention, such as figure 1 As shown, the method includes the following steps:

[0028]Step S102, obtaining sample input data and sample calibration data of the area to be monitored, wherein the sample input data includes a preset number of remote sensing spectral data in different bands, and the sample calibration data includes: sample atmospheric m...

Embodiment 2

[0085] The embodiment of the present invention also provides an inversion device for atmospheric methane concentration, which is used to implement the inversion method for atmospheric methane concentration provided in the above-mentioned content of the embodiment of the present invention, the following is the implementation of the present invention The example provides a specific introduction of the retrieval device for atmospheric methane concentration.

[0086] Such as figure 2 as shown, figure 2 It is a schematic diagram of the above-mentioned inversion device for atmospheric methane concentration, which includes: an acquisition unit 10 , a first dimensionality reduction unit 20 , a training unit 30 , a second dimensionality reduction unit 40 and an inversion unit 50 .

[0087] The acquisition unit 10 is configured to acquire sample input data and sample calibration data of the area to be monitored, wherein the sample input data includes a preset number of remote sensing...

Embodiment 3

[0097] An embodiment of the present invention also provides an electronic device, including a memory and a processor, the memory is used to store a program that supports the processor to execute the method described in the first embodiment above, and the processor is configured to execute the program stored in memory.

[0098] see image 3 , the embodiment of the present invention also provides an electronic device 100, including: a processor 60, a memory 61, a bus 62 and a communication interface 63, the processor 60, the communication interface 63 and the memory 61 are connected through the bus 62; An executable module, such as a computer program, stored in the execution memory 61 .

[0099] Wherein, the memory 61 may include a high-speed random access memory (RAM, Random Access Memory), and may also include a non-volatile memory (non-volatile memory), such as at least one disk memory. The communication connection between the system network element and at least one other n...

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Abstract

The invention provides an inversion method and device for atmospheric methane concentration, and relates to the technical field of environmental monitoring. The method comprises the steps: obtaining sample input data and sample calibration data of a to-be-monitored region; performing dimension reduction processing on the sample input data by using a PCA algorithm to obtain dimension-reduced sample input data; training a preset XGBoost model by using the dimension reduction sample input data and the sample calibration data to obtain a target XGBoost model; after current input data of a to-be-monitored area is obtained, performing dimension reduction processing on the current input data by using a PCA algorithm to obtain dimension-reduced current input data; and inputting the dimension-reduced current input data into the target XGBoost model to obtain the current atmospheric methane column concentration of the to-be-monitored area, thereby solving the technical problems of large inversion error and low inversion efficiency of the existing atmospheric methane concentration inversion method.

Description

technical field [0001] The invention relates to the technical field of environmental monitoring, in particular to an inversion method and device for atmospheric methane concentration. Background technique [0002] The traditional method of monitoring the change of CH4 concentration generally adopts the ground-based detection method, which has high precision and strong reliability, but the construction cost and maintenance cost of the ground-based monitoring station are very high, and large-scale construction cannot be carried out at present, so the ground-based monitoring method is restricted by space. However, due to the lack of real-time detection capability on a large scale around the world, the observation results are difficult to be used in the study of global CH4 concentration distribution. [0003] The satellite remote sensing monitoring method can carry out observations covering the whole world, and can provide stable and continuous data with good global scale and te...

Claims

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Application Information

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Patent Type & AuthorityApplications(China)
IPC IPC(8): G01N21/25G06F17/16
CPCG01N21/25G06F17/16
Inventor王昊尤小刚王宇翔廖通逵梁碧苗宋晓斌苗文杰
OwnerBEIJING AEROSPACE HONGTU INFORMATION TECH