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Method for inversion of water environment elements in estuary wetlands by hyperspectral sensor on UAV

A hyperspectral, water environment technology, applied in the field of water environment simulation, can solve the problems of inability to obtain the content of water environment elements, inability to obtain inversion results, increase data redundancy, etc., to achieve large subjective initiative, predictive ability and robustness. The effect of strong performance and improved spatial resolution

Active Publication Date: 2020-09-29
CAPITAL NORMAL UNIVERSITY
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, due to the low spectral reflectance of the water body, the small changes in the content of various elements in the tidal trench have a very slight impact on the spectral curve, and the content of the water environment elements cannot be obtained by directly analyzing the spectral curve; in addition, the spectral bands of hyperspectral sensors are often If there are more than 100 spectral resolutions, the data redundancy will be increased if the spectral resolution is too high. Step-by-step screening and modeling for all spectral segments is often time-consuming and labor-intensive, and accurate inversion results cannot be obtained.

Method used

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  • Method for inversion of water environment elements in estuary wetlands by hyperspectral sensor on UAV
  • Method for inversion of water environment elements in estuary wetlands by hyperspectral sensor on UAV
  • Method for inversion of water environment elements in estuary wetlands by hyperspectral sensor on UAV

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Experimental program
Comparison scheme
Effect test

Embodiment 1

[0053] Example 1: Reference figure 1 ;

[0054] The method of inverting the water environment elements of the estuary wetland through the hyperspectral sensor on the UAV includes the following steps:

[0055] S1. The estuary wetland of a large tidal channel is used as the research area to be tested, and a suitable small tidal channel area is selected as the unit research area for hydrological survey;

[0056] S2. Collection of water samples in the unit study area; multiple sets of sampling points are arranged in the unit study area, and water samples of 0-0.5 meters below the water surface of the sampling point are collected at the sampling points through water collectors;

[0057] S3. Calculation of the remote sensing reflectance of the water surface in the unit study area; use the surface object spectrometer to collect the spectral data at the sampling point with reference to the above-water spectrum measurement method, and calculate through the function formula to obtain the remote...

Embodiment 2

[0090] In step S4, the water sample collected in step S2 is transferred to the laboratory for water environmental element data analysis, which includes the measurement of suspended solids quality, total salt content, chlorophyll a concentration, and total nitrogen content. The determination of the total phosphorus content and the determination of the total phosphorus content; take the water sample of the group A to be tested and use the "gravimetric method" to measure the mass of suspended solids, and pass a certain volume of water sample through the WhatmanGF / F filter membrane with a pore size of about 0.45μm, and trap The material on the membrane is dried and weighed at 103°-105° to calculate the mass of suspended matter in the water sample; take the water sample of the group B to be tested and use the "gravimetric method" to measure the total salt content, and pass a certain volume of water sample through WhatmanGF / F filter membrane with a pore size of about 0.45μm is filtere...

Embodiment 3

[0091] Embodiment 3: In step S5, first perform flight preparations, plan the flight route position and flight height according to the unit research area area, and ensure that the sideways overlap of adjacent flight bands reaches more than 50%, according to the altitude and the UAV hyperspectral sensor Calculate the ground sampling distance with parameters; lay black (reflectivity 5%) and white (reflectivity 65%) non-woven fabrics as dark and bright targets in the flat and open area of ​​the unit study area. This material has good Lambertian properties and can be substituted The traditional diffuse reflection reference plate is used as the radiation calibration material; the size of the non-woven fabric must be at least 10 times larger than the ground sampling distance to ensure that it is clearly identifiable in the image. According to the position of the flight belt, 5-6 image control points are arranged around each flight belt, and the overlapping area has 2 to 3 image control...

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Abstract

The invention discloses a method for inverting estuarine wetland water environment elements through a hyperspectral sensor on an unmanned aerial vehicle, and belongs to the field of water environmentsimulation. According to the method for inverting the estuarine wetland water environment elements through the hyperspectral sensor on the unmanned aerial vehicle, the estuarine wetland water environment elements are quickly calculated out in combination with the use of the unmanned aerial vehicle through the steps of collecting a water body sample of a unit research area, calculating the remote sensing reflectance of the water surface of the unit research area, analyzing a water environment of the unit research area, making unmanned aerial vehicle work preparation, collecting hyperspectral data of the unit research area, building a water environment model of the unit research area, collecting hyperspectral data of a to-be-tested research area, determining a water environment of the to-be-tested research area, and the like; the above steps are repeated to establish multiple groups of water quality content distribution images of the estuarine wetland research areas; and the change rulesof the water quality of the estuarine wetland research areas are compared and obtained in the same direction, so that the tidal creek water quality change conditions which are quickly and dynamicallychanged can be accurately captured, and the time and labor are saved.

Description

Technical field [0001] The invention relates to the field of water environment simulation, in particular to a method for inverting water environment elements of estuary wetland through a hyperspectral sensor on an unmanned aerial vehicle. Background technique [0002] Estuary wetlands are located in the ecological crisscross zone between river ecosystems and marine ecosystems. Under the interaction of brackish and fresh water, the estuary wetland plays the role of corridor, filter and barrier to the logistics, energy flow, information flow and biological flow between rivers and marine ecosystems, and has unique ecological value and resource potential. The water, sand, water and salt, chlorophyll a, total nitrogen, and total phosphorus in the salt-fresh water interaction zone are the key water environment elements of the estuary wetland, and their distribution in time and space directly reflects the two-way interaction mode of tidal current and runoff in the estuary wetland As we...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G01N21/17G01N21/55G06F17/18
CPCY02A20/152
Inventor 柯樱海李鹏周德民王明丽吕明苑陈盟盟
Owner CAPITAL NORMAL UNIVERSITY
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