Miao YANG, Ye ZHAN, Yuting FU, Guang YANG. Lithology analysis of rock with high repetition frequency laser⁃induced breakdown spectroscopy combined with convolutional neural network[J]. Chinese Journal of Quantum Electronics, 2024, 41(3): 553
- Chinese Journal of Quantum Electronics
- Vol. 41, Issue 3, 553 (2024)
Fig. 1. Experiental Setup
Fig. 2. Experimental samples
Fig. 3. Full spectrum of rock samples
Fig. 4. Spectral line calibration of rock sample (No.1/D03) (The intensity of the calibrated lines≥2000)
Fig. 5. Original spectra of rock sample (No.16/19DJ-5)
Fig. 6. Spectra of rock sample (No.16/19DJ-5) after pretreatment
Fig. 7. Model 1D-CNN network parameter information
Fig. 8. 1D-CNN confusion matrix for rock 5 classification
Fig. 9. 1D-CNN confusion matrix for rock 9 classification
Fig. 10. Model ResNet34 network parameter information
Fig. 11. ResNet34 confusion matrix for rock 5 classification
Fig. 12. ResNet34 confusion matrix for rock 9 classification
Fig. 13. Data preprocessing interface
Fig. 14. Test category interface
|
Table 1. Information of rock samples
| |||||||||||
Table 2. Confusion matrix of dichotomous problem
|
Table 3. 1D⁃CNN result for rock 5 classification
|
Table 4. 1D⁃CNN result for rock 9 classification
|
Table 5. ResNet34 result for rock 5 classification
|
Table 6. ResNet34 result for rock 9 classification
|
Table 7. Comparative analysis of experimental results
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