Xuecheng ZHANG, Shangzhong JIN, Tianqi ZHAO, Fei ZHANG, Yi CHEN. Application of aerosol fluorescence spectrum recognition based on deep learning[J]. Journal of Applied Optics, 2022, 43(3): 466
- Journal of Applied Optics
- Vol. 43, Issue 3, 466 (2022)
Fig. 1. Schematic diagram of fluorescence spectrometer system structure
Fig. 2. Fluorescence spectra of staphylococcus aureus, pollen, NADH, vitamin B2, cosmetics and cigarettes
Fig. 3. Two kinds of spectral input forms
Fig. 4. PCANet structure input by one-dimensional vector form
Fig. 5. CNN structure input by one-dimensional vector form
Fig. 6. FCN structure input by two-dimensional matrix form
Fig. 7. Learning curve of CNNb
Fig. 8. Learning curve of FCNb
|
Table 1. Accuracy of fluorescence spectrum classification by different methods
%
|
Table 2. Accuracy of concentration prediction of biological components in fluorescence spectrum by different methods
%
Set citation alerts for the article
Please enter your email address
© Copyright 2018-2021 | Chinese Laser Press. All Rights Reserved 沪ICP备15018463号-20