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Multi-mode optical imaging water quality remote sensing detection device and pollution feature extraction method

An optical imaging and feature extraction technology, which is applied in measuring devices, color/spectral characteristic measurement, and material analysis through optical means, can solve problems such as high cost, inability to comprehensively analyze multiple optical signals, and complex water pollution components. Accurate extraction, improved monitoring and identification accuracy, and multi-parameter effects of no secondary pollution

Active Publication Date: 2020-07-10
苏州同阳科技发展有限公司
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Problems solved by technology

This method has obvious defects: the detection speed is slow, there is secondary pollution, the cost is high, and real-time online detection cannot be realized
[0006]The main problem facing the current water quality monitoring devices and methods based on spectroscopy is that sampling is required, and it is difficult to realize remote sensing detection in a relatively wide water area; the measurement mode is often only for absorption signal or fluorescence signal, it is impossible to obtain multiple optical signals at the same time for comprehensive analysis; due to the complexity of water pollution components, different components interfere with each other during measurement, and the recognition accuracy of pollution features in remote sensing imaging is poor

Method used

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  • Multi-mode optical imaging water quality remote sensing detection device and pollution feature extraction method

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Embodiment 1

[0043] The present invention designs a multi-modal optical imaging water quality remote sensing detection device, including: an image acquisition device combined with a filter wheel 2 and an imaging camera 1, and adopts the filter wheel 2 to switch narrow-band filters respectively to realize spectral imaging signals of different wavelengths Obtain.

[0044]The light source adopts a combination of a white light source 5 and a fluorescence excitation light source 6, and switches and coordinates with the filter wheel 2 to realize a multi-modal optical imaging method combining absorption spectrum and fluorescence spectrum. The images obtained by each imaging camera 1 pass through the image acquisition device After being programmed as a digital signal, it is transmitted to the data acquisition and processing system 7 for further processing.

Embodiment 2

[0046] Based on the above device, the present invention also designs a multi-modal optical imaging pollution feature extraction method, and adopts the affine edge energy conversion method to register the measured absorption spectrum and fluorescence spectrum images. After registration, the measurement range and resolution of different images are consistent, and then image fusion is performed, and the fused images are statistically analyzed, and the fused image features are counted one by one, and the gray level mean, variance, energy and correlation of the gray level co-occurrence matrix is the feature vector, and the support vector machine is used to classify the fused image features, so as to realize the extraction of different pollution features in the vast waters.

[0047] The method for extracting pollution features based on multi-modal optical imaging provided by the present invention is described in conjunction with the accompanying drawings and embodiments, as follows: ...

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Abstract

The invention discloses a multi-mode optical imaging water quality remote sensing detection device and a pollution characteristic extraction method. The device comprises a light source formed by combining a white light source and a fluorescence excitation light source, and an image acquisition device formed by combining an imaging camera and a filter wheel, a narrow-band optical filter is switchedby adopting the filter wheel, spectral imaging signals with different wavelengths are obtained, and a multi-mode optical imaging mode combining an absorption spectrum and a fluorescence spectrum is realized; images obtained by all the imaging cameras are programmed into digital signals and transmitted to a data collecting and processing system to be processed, and pollutant characteristics are extracted. The method comprises the following steps: registering measured absorption spectrum and fluorescence spectrum images by adopting an affine edge energy conversion method to realize consistencyof an image measurement range and resolution; counting the fused image features one by one; and classifying the fused image features by using a support vector machine by taking the gray mean value, the variance, the energy of the gray co-occurrence matrix and the correlation as feature vectors so as to realize extraction of different pollution features in a wide water area.

Description

technical field [0001] The invention relates to the field of online monitoring of water quality, in particular to a multi-mode optical imaging water quality remote sensing detection device and a pollution feature extraction method. Background technique [0002] Water resources are an indispensable part of the earth's ecosystem and a part of the survival of human civilization. Based on China's national conditions, my country's total fresh water resources rank fourth in the world, but my country's per capita water resources are only 1 / 4 of the world's average level, making it one of the countries with the poorest per capita water resources in the world. In the case of insufficient water per capita in China, the water consumption for people's life, agriculture, and artificial ecology is still very large. Our country is facing the problem of serious shortage of water resources, and the pollution of water resources is also very serious. According to the "2018 China Water Resour...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G01N21/31G01N21/64
CPCG01N21/3151G01N21/6402Y02A20/20
Inventor 李晨曦庞峰张晓龙赵国海徐斌
Owner 苏州同阳科技发展有限公司
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