Surface water body product generation method and system based on Google Earth Engine cloud platform

A cloud platform and water body technology, applied in character and pattern recognition, instrument, scene recognition, etc., can solve the problems of few products, difficult to reflect the seasonal dynamics of water bodies, etc., and achieve the effect of high temporal and spatial resolution

Active Publication Date: 2020-10-02
CHINA INST OF WATER RESOURCES & HYDROPOWER RES
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  • Application Information

AI Technical Summary

Problems solved by technology

The surface water body has obvious seasonal dynamic change characteristics, and the current surface water body products are mostly single-phase products, which are difficult to reflect the seasonal dynamics of the water body
Some surface water products are developed using multi-temporal images, but there are still few products developed using full-time series Landsat remote sensing data

Method used

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  • Surface water body product generation method and system based on Google Earth Engine cloud platform
  • Surface water body product generation method and system based on Google Earth Engine cloud platform
  • Surface water body product generation method and system based on Google Earth Engine cloud platform

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Embodiment Construction

[0044]The specific embodiments of the present invention are described below so that those skilled in the art can understand the present invention, but it should be clear that the present invention is not limited to the scope of the specific embodiments. For those of ordinary skill in the art, as long as various changes Within the spirit and scope of the present invention defined and determined by the appended claims, these changes are obvious, and all inventions and creations using the concept of the present invention are included in the protection list.

[0045] In order to better reflect the seasonal dynamic change information of surface water bodies, the present invention uses the Google Earth Engine remote sensing big data cloud platform to obtain full-time series Landsat8 satellite remote sensing images, and forms a typical sample library of different types of water bodies and non-water bodies by manually selecting high-precision training samples. Using multiple indices su...

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Abstract

The invention discloses a surface water body product generation method and system based on a Google Earth Engine cloud platform. According to the invention, the method comprises the steps: acquiring afull-time-sequence Landsat8 satellite remote sensing image by using a Google Earth Engine remote sensing big data cloud platform; manually selecting high-precision training samples to form differenttypes of water body and non-water body typical sample libraries; constructing a characteristic wave band by adopting a plurality of indexes such as a normalized vegetation index, a normalized water body index and a topographic slope and an image original wave band; in combination with high-precision training samples and characteristic wave bands, realizing the full-time-sequence surface water bodyintelligent extraction by adopting a random forest classifier, constructing a surface water body occurrence frequency model, and realizing automatic generation of surface water body products. According to the invention, the water body product generated by the method has higher spatial-temporal resolution, can reflect the seasonal dynamic change rule of the surface water body, and can be applied to automatic production of national or global scale long-time sequence surface water body products.

Description

technical field [0001] The invention relates to the technical field of intelligent recognition of remote sensing images, in particular to a method and system for generating surface water body products based on the Google EarthEngine cloud platform. Background technique [0002] Water is the foundation that supports the survival and development of all kinds of life in nature, and it also profoundly affects the natural and human landscape on the earth's surface. Generally speaking, surface water bodies refer to surface types such as lakes, rivers, reservoirs, and breeding areas in inland areas. Affected by factors such as natural rainfall and human production and life, surface water bodies have significant seasonal dynamic changes. Satellite remote sensing itself has the advantages of large scale, low cost, and fast revisiting, and can quickly and accurately grasp the temporal and spatial dynamic distribution information of surface water bodies. [0003] The fast-returning s...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/00G06K9/62G06Q50/06
CPCG06Q50/06G06V20/13G06F18/24323G06F18/214
Inventor 江威龙腾飞庞治国何国金付俊娥
Owner CHINA INST OF WATER RESOURCES & HYDROPOWER RES
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