Multi-model cooperative water quality parameter concentration inversion method and device

A water quality parameter and multi-model technology, which is applied to measuring devices, material analysis through optical means, instruments, etc., can solve the problems of poor stability of inversion results of water quality parameters and high uncertainty in the selection of remote sensing inversion models

Inactive Publication Date: 2017-10-20
CHINA INST OF WATER RESOURCES & HYDROPOWER RES
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Problems solved by technology

[0004] The present invention provides a multi-model collaborative water quality parameter concentration inversion method and device to solve the problems of high uncertainty in the selection of rem...

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  • Multi-model cooperative water quality parameter concentration inversion method and device
  • Multi-model cooperative water quality parameter concentration inversion method and device
  • Multi-model cooperative water quality parameter concentration inversion method and device

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[0033] In order to make the above objects, features and advantages of the present invention more comprehensible, the present invention will be further described in detail below in conjunction with the accompanying drawings and specific embodiments.

[0034] refer to figure 1 , showing a flow chart of the steps of an embodiment of a multi-model collaborative water quality parameter concentration inversion method of the present invention, which may specifically include the following steps:

[0035] Step 101, obtaining the measured concentration of the water quality parameter at the sampling point and the hyperspectral reflectance data of the water body at the sampling point;

[0036] Among them, sampling points can be arranged in the research area to conduct field sampling and spectral data collection, and obtain the measured concentration and hyperspectral reflectance data of water quality parameters at the sampling points;

[0037] Arrangement of sampling points: the principl...

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Abstract

The invention provides a multi-model cooperative water quality parameter concentration inversion method and device, the method is as follows: constructing multiple candidate remote sensing inversion models by use of measured concentration and hyperspectral reflectance data of water quality parameters at a sampling point; calculating the comprehensive error of the candidate remote sensing inversion models; according to the comprehensive error, screening the candidate remote sensing inversion models to obtain multiple remote sensing inversion models; using bayesian model average method for weighted summation of the multiple remote sensing inversion models to obtain a water quality remote sensing collection inversion model; establishing an optimization model for calculation of weight and variance; solving the optimization model to obtain weight and variance of each remote sensing inversion model in the water quality remote sensing collection inversion model; using the water quality remote sensing collection inversion model with substituted weight for water quality parameter inversion to obtain water quality parameter concentration inversion value; and according to Monte Carlo method and the weight and the variance of each remote sensing inversion model, calculating the concentration inversion interval of the water quality parameters in the water quality remote sensing collection inversion model.

Description

technical field [0001] The invention relates to the technical field of water quality remote sensing monitoring, in particular to a multi-model coordinated water quality parameter concentration inversion method and device. Background technique [0002] Lake-reservoir-type water sources not only provide a large amount of water resources for human beings, but also have important ecosystem functions, and are an important component of the global carbon cycle and nutrient cycle. However, with the intensification of human activities, lake-type water sources are constantly threatened by organic and inorganic pollution, and water environment problems are becoming more and more serious. The management and protection of the water environment requires large-scale, continuous water quality monitoring to support, and conventional water quality monitoring mostly uses laboratory analysis methods, which is not only time-consuming and laborious, but also can only obtain the water quality stat...

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Application Information

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IPC IPC(8): G01N21/552
CPCG01N21/552
Inventor 冶运涛曹引梁犁丽龚家国蒋云钟
Owner CHINA INST OF WATER RESOURCES & HYDROPOWER RES
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