Shuai SHEN, Jian-Jun HE, Qi-Wu LUO. Inversion of oxygen residual concentration in vials based on near-infrared absorption spectroscopy [J]. Journal of Infrared and Millimeter Waves, 2020, 39(3): 311
- Journal of Infrared and Millimeter Waves
- Vol. 39, Issue 3, 311 (2020)
Fig. 1. The process of gas concentration measurement
Fig. 2. The second harmonic and the feature points after Principal Component Analysis
Fig. 3. The contribution rate of Main feature
Fig. 4. The flow chart of BP neural network Optimized by genetic algorithm
Fig. 5. Neural network model structure
Fig. 6. （a）The hardware platform structure of residual oxygen detection system，（b）Overall equipment
Fig. 7. Prediction by least squares normal fitting
Fig. 8. Prediction by PCA-BP neural network
Fig. 9. Prediction by PCA-GA-BP neural network
Fig. 10. Results for different concentrations of oxygen
Fig. 11. Running time picture
|
Table 1. 三种模型预测精度对比
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