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Hyperspectral unmixing optical implementation method based on spectral imaging technology

A technology of spectral imaging and implementation method, applied in the optical field, can solve the problems of low spectral unmixing efficiency, heavy burden on storage system and processing system, etc., and achieve the effect of improving spectral unmixing efficiency

Active Publication Date: 2018-11-30
深圳市协同人工智能和先进制造研究院
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Problems solved by technology

[0005] The purpose of the present invention is to solve the problem that existing hyperspectral unmixing needs to reconstruct the data cube, which contains a huge amount of data information, which makes the burden on the data transmission system, storage system and processing system large, and the efficiency of spectral unmixing is low. It provides A Hyperspectral Demixing Optical Implementation Method Based on Spectral Imaging

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Embodiment Construction

[0023] Below in conjunction with accompanying drawing and specific embodiment the content of the present invention is described in further detail:

[0024] Based on the principle of novel spectral imaging technology, the present invention combines a hyperspectral demixing algorithm with a spectral splitting & light combining system through a wide-spectrum encoding filter to provide an optical realization method of hyperspectral unmixing, enabling the system to directly Output the unmixing result, that is, the abundance coefficient of each end member, without reconstructing the data cube, thereby reducing the burden on the data transmission system, storage system and processing system, and greatly improving the spectral unmixing efficiency. Endmembers refer to pure pixels that contain only one type of ground object, and the known sample spectra in the reference spectral library can be used as endmember spectra. Therefore, the present invention mainly studies the optical impleme...

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Abstract

The invention relates to a hyperspectral unmixing optical implementation method based on spectral imaging technology. The hyperspectral unmixing optical implementation method based on the spectral imaging technology solves the problems that a data cube needs to be reconstructed for existing hyperspectral unmixing, and the data cube comprises the massive amount of data information, so that a data transmission system, a storage system and a processing system have large burden and low spectral unmixing efficiency. The method comprises the following steps that (1) light of a spatial pixel is projected onto a wide-spectrum coding filter by an optical splitting system; (2) an end-member matrix E is formed, a generalized inverse matrix E<#> of the end-member matrix E is obtained, i is set to be equal to 0, and the number of end members is m; (3) i plus 1, if i is less than or equal to m, the step (4) is performed, otherwise, the step (8) is performed; (4) encoding control is performed on a DMD; (5) spectral modulation is performed on a spectrum after optical splitting through the DMD; (6) the modulated spectrum is projected onto a detector; (7) the detector obtains an abundance coefficient of the preceding spatial pixel for the end members, and the step (3) is performed; and (8) after spectral unmixing of a current line is completed, the spectral unmixing process is performed on a next line.

Description

technical field [0001] The invention relates to the field of optical technology, in particular to an optical realization method of hyperspectral unmixing based on spectral imaging technology, that is, a method for directly performing spectral unmixing based on a spectral imager. Background technique [0002] Due to the large instantaneous field of view, compared with traditional panchromatic and multispectral imaging, the phenomenon of mixed pixels is more serious in hyperspectral images. However, the ubiquitous mixed pixels in hyperspectral remote sensing data make it difficult for traditional pixel-level remote sensing classification and area measurement accuracy to meet the required requirements. Therefore, it is necessary to perform spectral unmixing on the acquired hyperspectral data, so that the application of hyperspectral remote sensing can reach the sub-pixel level from the pixel level. [0003] The traditional hyperspectral unmixing takes the 3D data cube output a...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G01J3/28G01N21/25
Inventor 吴银花胡炳樑高晓惠王鹏冲严强强魏儒义周安安
Owner 深圳市协同人工智能和先进制造研究院
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