Laser & Optoelectronics Progress, Volume. 60, Issue 9, 0930002(2023)
Rock Identification Using LIBS Technique Combined with AFSA-SVM Algorithm
Fig. 1. Schematic diagram of optical path of LIBS system of MarSCoDe
Fig. 2. Average spectra of 32 samples obtained in 60 tests
Fig. 3. PCA analysis results of LIBS data of 15 types of rocks. (a) Contribution rate of each principal component and cumulative contribution rate; (b) three-dimensional scatter plot of top three principal components
Fig. 4. Schematic diagram of AFSA-SVM algorithm
Fig. 5. Schematic diagram of SVM classification principle
Fig. 6. Convergence procedure and result of AFSA-SVM model. (a) Initialization state; (b), (c) convergence process; (d) convergence result
Fig. 7. Results of AFSA-SVM, RF, BPANN and KNN algorithms in 10 consecutive times
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Chenhong Li, Xinru Yan, Yingjian Xin, Huanzhen Ma, Peipei Fang, Hongpeng Wang, Xiong Wan. Rock Identification Using LIBS Technique Combined with AFSA-SVM Algorithm[J]. Laser & Optoelectronics Progress, 2023, 60(9): 0930002
Category: Spectroscopy
Received: Mar. 16, 2022
Accepted: Apr. 18, 2022
Published Online: May. 9, 2023
The Author Email: Wan Xiong (wanxiong@mail.sitp.ac.cn)