Infrared and Laser Engineering, Volume. 51, Issue 9, 20210962(2022)
Quantitative analysis research of ChemCam-LIBS spectral data of Curiosity rover
[1] [1] Zhang T T. Study on LIBS calibration inversion of Martian material composition explation[D]. Shanghai: University of Chinese Academy of Sciences (Shanghai Institute of Technical Physics, Chinese Academy of Sciences), 2017. (in Chinese)
[2] Lin Fu, Yeqiu Li, Jia Zhen, et al. Spectral characteristics of laser-induced breakdown of organic explosives at low atmospheric pressure. Infrared and Laser Engineering, 51, 20210720(2022).
[3] Yanwei Yang, Xiaojian Hao, Baowu Pan, et al. Parameter optimization of laser-induced breakdown bauxite spectra based on cavity confinement. Infrared and Laser Engineering, 51, 20210661(2022).
[4] J Ren, X Gao. Detection of heavy metal Pb in soil by femtosecond filament nanosecond laser induced breakdown spectroscopy. Optical and Precision Engineering, 27, 1069-1074(2019).
[5] S H Chen, J D Lu, B Zhang, et al. Controlling factors of measuring pulverized coal flow by laser induced breakdown spectroscopy. Optical and Precision Engineering, 21, 1651-1658(2013).
[6] C Y Li, L Qu, F Gao, et al. Analysis of surface and depth distribution of metal and ceramic cultural relics by laser-induced breakdown spectroscopy. Chinese Optics, 13, 1239-1248(2020).
[7] A Z Li, X S Wang, X J Xu, et?al. Study on rapid classification of tobacco by laser induced breakdown spectroscopy. Chinese Optics, 12, 1139-1146(2019).
[8] Y L Yang, L Wang, C H Ma. Quantitative analysis of elements in LIBS liquid steel optimized by improved particle swarm optimization SVR. Laser & Optoelectronics Progress, 57, 053002(2020).
[9] R B Anderson, S M Clegg, J Frydenvang, et al. Improved accuracy in quantitative laser-induced breakdown spectroscopy using sub-models. Spectrochimica Acta Part B: Atomic Spectroscopy, 129, 49-57(2017).
[10] S M Clegg, R C Wiens, R Anderson, et al. Recalibration of the Mars science laboratory ChemCam instrument with an expanded geochemical database. Spectrochimica Acta Part B: Atomic Spectroscopy, 129, 64-85(2017).
[11] C H Ma, S C Zhao. Quantitative analysis of Mn in molten steel by genetic neural network combined with LIBS technology. Modern Electronics Technique, 41, 169-173(2018).
[12] H Jiang, H Hu, R Zhong, et al. A deep learning approach to conflating heterogeneous geospatial data for corn yield estimation: A case study of the US Corn Belt at the county level. Global Change Biology, 26, 1754-1766(2020).
[13] [13] Deng Lei. Infrared human target detection motion recognition based on deep learning[D]. Hangzhou: Zhejiang University, 2020. (in Chinese)
[14] V Lazic, Ninno A De. Calibration approach for extremely variable laser induced plasmas and a strategy to reduce the matrix effect in general. Spectrochimica Acta Part B: Atomic Spectroscopy, 137, 28-38(2017).
[15] T T Gong, Y Tian, Q Chen, et?al. Matrix effect and quantitative analysis of LIBS spectra of iron filings with different particle sizes. Spectroscopy and Spectral Analysis, 40, 1207-1213(2020).
[16] [16] He K, Zhang X, Ren S, et al. Deep residual learning f image recognition. 3. Deep Residual Learning 34[C]Proceedings of the IEEE Conference on Computer Vision Pattern Recognition, 2016: 770778.
[17] N Srivastava, G Hinton, A Krizhevsky, et al. Dropout: A simple way to prevent neural networks from overfitting. The Journal of Machine Learning Research, 15, 1929-1958(2014).
[18] N J D Nagelkerke. A note on a general definition of the coefficient of determination. Biometrika, 78, 691-692(1991).
[19] M D Zeiler. Adadelta: An adaptive learning rate method. arXiv preprint arXiv, 1212.5701(2012).
[20] [20] Chollet F. Xception: Deep learning with depthwise separable convolutions[C]Proceedings of the IEEE , 2017: 12511258.
Get Citation
Copy Citation Text
Pengfei Zhang, Ting Zhou, Daohua Xia, Li Zhang. Quantitative analysis research of ChemCam-LIBS spectral data of Curiosity rover[J]. Infrared and Laser Engineering, 2022, 51(9): 20210962
Category: Photoelectric measurement
Received: Jan. 20, 2022
Accepted: --
Published Online: Jan. 6, 2023
The Author Email: