Online identification and classification of Gannan navel oranges with Cu contamination by LIBS with IGA-optimized SVM

Lin Huang, Yangfan Chen, Jianbo Wang, Zhandong Cheng, Lei Tao, Huamao Zhou, Jiang Xu, Mingyin Yao, Muhua Liu and Tianbing Chen

Anal. Methods, 2023, 15, 738
DOI: 10.1039/D2AY01874H

Atomic spectrometry update – a review of advances in environmental analysis

Jeffrey R. Bacon, Owen T. Butler, Warren R. L. Cairns, Olga Cavoura, Jennifer M. Cook, Christine M. Davidson and Regina Mertz-Kraus

J. Anal. At. Spectrom., 2023, 38, 10
DOI: 10.1039/D2JA90055F

Composition analysis of ceramic raw materials using laser-induced breakdown spectroscopy and autoencoder neural network

Zunji Lv, Hongxia Yu, Lanxiang Sun and Peng Zhang

Anal. Methods, 2022, 14, 1320
DOI: 10.1039/D1AY02189C

Quantitative analysis of ferromanganese crusts (Fe–Mn crusts) using laser-induced breakdown spectroscopy combined with machine learning

Mengting Yu, Lihui Ren, Ye Tian, Zhen Liu, Ziwen Jia, Yuanyuan Xue, Pingsai Chu, Wangquan Ye, Chao Li, Yuan Lu, Jinjia Guo and Ronger Zheng

Analytica Chimica Acta, 2025, 1345, 343754
DOI: 10.1016/j.aca.2025.343754

Study on enhancing the quantitative performance of LIBS for Cu element in liquids based on the chitosan-parafilm enrichment method

Hongbao Wang, Honglian Li, Zhichao Yao, Jiaxing Sun and Lili Pang

Meas. Sci. Technol., 2025, 36, 015502
DOI: 10.1088/1361-6501/ad8cfa

激光诱导击穿光谱技术应用研究进展（特邀）

郭连波 GUO Lianbo, 牛雪晨 NIU Xuechen, 张猛胜 ZHANG Mengsheng, 周家缘 ZHOU Jiayuan, 张登 ZHANG Deng and 刘斌 LIU Bin

光子学报, 2023, 52, 0352104
DOI: 10.3788/gzxb20235203.0352104

Model transfer method based on piecewise direct standardization in laser-induced-breakdown spectroscopy

Ge Xie, Lanxiang Sun, Dong Shang, Yuan Gao, Xin Ling and Xiuye Liu

Appl. Opt., 2022, 61, 9069
DOI: 10.1364/AO.471891

Rapid detection of molybdenum ore grade based on visible-infrared spectroscopy and MTSVD-TGJO-ELM

Hong-fei Xie, Zhi-zhong Mao, Dong Xiao and Zhen-ni Li

Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 2023, 298, 122789
DOI: 10.1016/j.saa.2023.122789

Laser-Induced Breakdown Spectroscopy in Mineral Exploration and Ore Processing

Russell S. Harmon

Minerals, 2024, 14, 731
DOI: 10.3390/min14070731

Online Fe grade monitoring of iron ore slurry by Morse wavelet transform and lightweight convolutional neural network based on LIBS

Tong Chen, Lanxiang Sun, Haibin Yu, Peng Zeng and Lifeng Qi

Spectrochimica Acta Part B: Atomic Spectroscopy, 2023, 210, 106821
DOI: 10.1016/j.sab.2023.106821

When Convolutional Neural Networks Meet Laser-Induced Breakdown Spectroscopy: End-to-End Quantitative Analysis Modeling of ChemCam Spectral Data for Major Elements Based on Ensemble Convolutional Neural Networks

Yan Yu and Meibao Yao

Remote Sensing, 2023, 15, 3422
DOI: 10.3390/rs15133422

Information fusion of slurry concentration, particle size and LIBS data for iron grade analysis in mineral processing industry

Peng Zhang, Tong Yu, Lanxiang Sun, Haibin Yu, Lifeng Qi and Liming Zheng

Minerals Engineering, 2025, 234, 109715
DOI: 10.1016/j.mineng.2025.109715

Exploring the Impact of Ambient Gas Property on the Signal of Laser-Induced Breakdown Spectroscopy with Neural Network

Yuzhou Song, Zongyu Hou, Chenyu Yan, Weiran Song, Chenwei Zhang and Zhe Wang

Anal. Chem., 2025, 97, 16383
DOI: 10.1021/acs.analchem.5c02073

Resolution effects on spectral analysis of low alloy steel by laser-induced breakdown spectroscopy

Sijie Shen, Peng Chen, Han Luo, Zhenzhen Wang, Junjie Yan and Yoshihiro Deguchi

J. Phys. D: Appl. Phys., 2023, 56, 075201
DOI: 10.1088/1361-6463/acaf0c

Application of deep learning in laser-induced breakdown spectroscopy: a review

Chu Zhang, Lei Zhou, Fei Liu, Jing Huang and Jiyu Peng

Artif Intell Rev, 2023, 56, 2789
DOI: 10.1007/s10462-023-10590-5

Machine learning in laser-induced breakdown spectroscopy: A review

Zhongqi Hao, Ke Liu, Qianlin Lian, Weiran Song, Zongyu Hou, Rui Zhang, Qianqian Wang, Chen Sun, Xiangyou Li and Zhe Wang

Front. Phys., 2024, 19
DOI: 10.1007/s11467-024-1427-2

Determination of uranium in uranium ore by laser-induced breakdown spectroscopy (LIBS) and a two-dimensional convolutional neural network (CNN)

Mengjiao Zhu, Da Huang, Kaiqiang Shu, Yue Tang, Qingyu Lin and Yixiang Duan

Instrumentation Science & Technology, 2025, 1
DOI: 10.1080/10739149.2025.2529308