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
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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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