Traceability of cold medications with similar ingredients based on laser-induced breakdown spectroscopy

Lixing Yao, Jingwen Li, Yu Liu, Li Shen and Cong Wang

J. Anal. At. Spectrom., 2024, 39, 735
DOI: 10.1039/D3JA00333G

Fast determination of electrolyte elements in human blood plasma using surface-enhanced laser-induced breakdown spectroscopy combined with a gel film method

Yuanhang Wang, Yang Bu, Biao Yang and Yachao Cai

J. Anal. At. Spectrom., 2023, 38, 1469
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Nanoparticle-enhanced laser-induced breakdown spectroscopy for serum element analysis using an Ag NP-coated filter paper substrate

Xinxin Zhang, Xiaohui Li, Xue Chen, Mengshan Shi and Tao Ren

J. Anal. At. Spectrom., 2024, 39, 1332
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In situ multi-element soil analysis using laser-induced breakdown spectroscopy (LIBS)

Minghui Gu, Huansong Huang, Qingbin Jiao, Ding Ma, Yuxing Xu, Chao Liu, Jiguo Li, Xin Zhang, Mingyu Yang, Liang Xu, Sijia Jiang, Hong Li, Jiahui Qi, Junbo Zang and Xin Tan

J. Anal. At. Spectrom., 2026, 41, 416
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Quantitative determination of Al–Cu–Mg–Fe–Ni aluminum alloy using laser-induced breakdown spectroscopy combined with LASSO–LSSVM regression

Yujia Dai, Chao Song, Xun Gao, Anmin Chen, Zuoqiang Hao and Jingquan Lin

J. Anal. At. Spectrom., 2021, 36, 1634
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Investigating the mechanistic impact of pork soft tissue preparation techniques on the classification precision of laser-induced breakdown spectroscopy

Jingjun Lin, Yao Li, Ke Ding, Xiaomei Lin and Changjin Che

Anal. Methods, 2024, 16, 3654
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Visualization of laser-induced breakdown spectroscopy data of mouse organs based on the feature extraction method

Weiliang Wang, Zhenlin Hu, Feng Chen, Deng Zhang, Yanwu Chu and Lianbo Guo

Anal. Methods, 2023, 15, 4591
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Synergistic integration of centrifugal ultrafiltration and superhydrophilic substrates for enhanced sensitivity and stability in laser-induced breakdown spectroscopy

Yuan Liu, Dehua Zhu, Yu Cao, Jiapeng He, Youzhi Zhang, Fang Zhao and Wei Xue

J. Anal. At. Spectrom., 2025, 40, 2725
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High-precision identification of breast cancer based on end-to-end parallel spectral convolutional neural network assisted laser-induced breakdown spectroscopy

Shengqun Shi, Lingling Pi, Lili Peng, Deng Zhang, Honghua Ma, Yuanchao Liu, Nan Deng, Xiong Wang and Lianbo Guo

J. Anal. At. Spectrom., 2025, 40, 478
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Discrimination of subtypes and stages of non-Hodgkin lymphomas using serum laser-induced breakdown spectroscopy

Xiaohui Li, Xinxin Zhang, Xue Chen, Zihao Guo and Yumeng Yuan

J. Anal. At. Spectrom., 2025, 40, 2397
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Precise and rapid diagnosis of lung cancer: leveraging laser-induced breakdown spectroscopy with optimized kernel methods in machine learning

Jingjun Lin, Yao Li, Xiaomei Lin and Changjin Che

J. Anal. At. Spectrom., 2024, 39, 2049
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An extreme learning machine optimized by differential evolution and artificial bee colony for predicting the concentration of whole blood with Fourier Transform Raman spectroscopy

Qiaoyun Wang, Shuai Song, Lei Li, Da Wen, Peng Shan, Zhigang Li and YongQing Fu

Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy, 2023, 292, 122423
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Nano-enhancement of the machine learning assisted laser-induced breakdown spectroscopic analysis of human blood serum samples for breast cancer detection

Ayesha Israr, Hafeez Anwar, Sajid Bashir, Muhammad Zahid and Yasir Jamil

Opt. Continuum, 2025, 4, 2914
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Investigation of polycystic ovary syndrome using machine learning-assisted laser-induced breakdown spectroscopy

Rabia Nawaz, Bushra Sana Idrees, Amna Hameed, Fiza Azam, Yasir Jamil, Ayesha Abbas, Shahwal Sabir and Amna Gulzar

Opt. Continuum, 2026, 5, 1663
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Stable sensing platform for diagnosing electrolyte disturbance using laser-induced breakdown spectroscopy

Weiliang Wang, Yuanchao Liu, Yanwu Chu, Siyi Xiao, Junfei Nie, Junlong Zhang, Jianwei Qi and Lianbo Guo

Biomed. Opt. Express, 2022, 13, 6778
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Non-invasive Diabetes Mellitus Diagnostics Using Laser-Induced Breakdown Spectroscopy and Support Vector Machine Algorithm

Imran Rehan, Saranjam Khan, M. A. Gondal, Qamar Abbas and Rahat Ullah

Arab J Sci Eng, 2024, 49, 1257
DOI: 10.1007/s13369-023-08269-8

Rapid detection and identification of charcoal by laser-induced breakdown spectroscopy

Ying Chen, Haochen Peng and Yuzhu Liu

Journal of Laser Applications, 2021, 33
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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
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Transformer-based deep learning models for quantification of La, Ce, and Nd in rare earth ores using laser-induced breakdown spectroscopy

Jiaxing Yang, Shijie Li, Zhao Zhang, Dongbin Qian, Shaohua Sun, Xiaoliang Liu and Zuoye Liu

Talanta, 2025, 292, 127937
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Signal enhancement with double-pulse LIBS on biological samples and better discrimination of tissues through machine learning algorithms

Elena Ramela Ciobotea, Cristian Sarpe, Bastian Zielinski, Hendrike Braun, Arne Senftleben, Soumi Dutta, Georg Mayer, Camilo Florian and Thomas Baumert

Spectrochimica Acta Part B: Atomic Spectroscopy, 2024, 222, 107063
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Accurate Identification and Quantification of Chinese Yam Powder Adulteration Using Laser-Induced Breakdown Spectroscopy

Zhifang Zhao, Qianqian Wang, Xiangjun Xu, Feng Chen, Geer Teng, Kai Wei, Guoyan Chen, Yu Cai and Lianbo Guo

Foods, 2022, 11, 1216
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Identification of different colored plastics by laser-induced breakdown spectroscopy combined with neighborhood component analysis and support vector machine

Junfei Nie, Xuelin Wen, Xuechen Niu, Yanwu Chu, Feng Chen, Weiliang Wang, Deng Zhang, Zhenlin Hu, Jinling Xiao and Lianbo Guo

Polymer Testing, 2022, 112, 107624
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Identification of tumor tissue in thin pathological samples via femtosecond laser-induced breakdown spectroscopy and machine learning

Cristian Sarpe, Elena Ramela Ciobotea, Christoph Burghard Morscher, Bastian Zielinski, Hendrike Braun, Arne Senftleben, Josef Rüschoff and Thomas Baumert

Sci Rep, 2023, 13
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光谱特征平衡改善LIBS-LIF海带铅检测精度（特邀）

皮灵玲 Pi Lingling, 石胜群 Shi Shengqun, 黄伟华 Huang Weihua, 欧阳智勇 Ouyang Zhiyong, 聂俊飞 Nie Junfei, 肖金陵 Xiao Jinling and 郭连波 Guo Lianbo

Laser Optoelectron. Prog., 2025, 62, 1739023
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Half-life determination of inorganic-organic hybrid nanomaterials in mice using laser-induced breakdown spectroscopy

Yanwu Chu, Zhanjie Zhang, Qianyuan He, Feng Chen, Ziqian Sheng, Deng Zhang, Honglin Jin, Fagang Jiang and Lianbo Guo

Journal of Advanced Research, 2020, 24, 353
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Visualization and accuracy improvement of soil classification using laser-induced breakdown spectroscopy with deep learning

Yanwu Chu, Yu Luo, Feng Chen, Chengwei Zhao, Tiancheng Gong, Yanqing Wang, Lianbo Guo and Minghui Hong

iScience, 2023, 26, 106173
DOI: 10.1016/j.isci.2023.106173

In-vitro study on the identification of gastrointestinal stromal tumor tissues using laser-induced breakdown spectroscopy with chemometric methods

Bushra Sana Idrees, Qianqian Wang, M. Nouman Khan, Geer Teng, Xutai Cui, Wenting Xiangli and Kai Wei

Biomed. Opt. Express, 2022, 13, 26
DOI: 10.1364/BOE.442489

Photon-Based Innovations in Oncology: Precise Diagnostic Techniques and Advanced Therapies

Emilia Kamizela, Jakub Oberda, Albert Chomątowski, Angelika Masiarz, Kacper Ponikowski, Monika Lejman and Joanna Zawitkowska

Photonics, 2024, 11, 1201
DOI: 10.3390/photonics11121201

Comparison of whole blood and serum samples of breast cancer based on laser-induced breakdown spectroscopy with machine learning

Bushra Sana Idrees, Geer Teng, Ayesha Israr, Huma Zaib, Yasir Jamil, Muhammad Bilal, Sajid Bashir, M. Nouman Khan and Qianqian Wang

Biomed. Opt. Express, 2023, 14, 2492
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Staging classification of omicron variant SARS-CoV-2 infection based on dual-spectrometer LIBS (DS-LIBS) combined with machine learning

Weiliang Wang, Shengqun Shi, Yuanchao Liu, Zehai Hou, Jianwei Qi and Lianbo Guo

Opt. Express, 2023, 31, 42413
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Accuracy Enhancement of LIBS-XRF Coal Quality Analysis Through Spectral Intensity Correction and Piecewise Modeling

Yu Bai, Jiaxuan Li, Wanfei Zhang, Lei Zhang, Jiajia Hou, Yang Zhao, Fei Chen, Shuqing Wang, Gang Wang, Xiaofei Ma, Zhenrong Liu, Xuebin Luo, Wangbao Yin and Suotang Jia

Front. Phys., 2022, 9
DOI: 10.3389/fphy.2021.823298

A CatBoost and ExtraTrees-based softvoting ensemble approach for non-invasive diabetes detection using hair LIBS spectral data

Imran Rehan, Mujeeb Ur Rehman, Muhammad Aamir and Safiqul Islam

Microchemical Journal, 2025, 217, 114980
DOI: 10.1016/j.microc.2025.114980

Fusion of laser-induced breakdown spectroscopy technology and deep learning: a new method to identify malignant and benign lung tumors with high accuracy

Jingjun Lin, Yao Li, Xiaomei Lin and Changjin Che

Anal Bioanal Chem, 2024, 416, 993
DOI: 10.1007/s00216-023-05089-5

Two-Step Partial Least Squares-Discriminant Analysis Modeling for Accurate Classification of Edible Sea Salt Products Using Laser-Induced Breakdown Spectroscopy

Jeong Park, Sandeep Kumar, Song-Hee Han, Vivek K. Singh, Sang-Ho Nam and Yonghoon Lee

Appl Spectrosc, 2022, 76, 1042
DOI: 10.1177/00037028221091581

Identification of Graves’ ophthalmology by laser-induced breakdown spectroscopy combined with machine learning method

Jingjing Li, Feng Chen, Guangqian Huang, Siyu Zhang, Weiliang Wang, Yun Tang, Yanwu Chu, Jian Yao, Lianbo Guo and Fagang Jiang

Front. Optoelectron., 2021, 14, 321
DOI: 10.1007/s12200-020-0978-2

Electrolyte Analysis in Blood Serum by Laser-Induced Breakdown Spectroscopy Using a Portable Laser

Zhongqi Feng, Shuaishuai Li, Tianyu Gu, Xiaofei Zhou, Zixu Zhang, Zhifu Yang, Jiajia Hou, Jiangfeng Zhu and Dacheng Zhang

Molecules, 2022, 27, 6438
DOI: 10.3390/molecules27196438

A Review on Laser-Induced Breakdown Spectroscopy in Different Cancers Diagnosis and Classification

Muhammad Nouman Khan, Qianqian Wang, Bushra Sana Idrees, Wenting Xiangli, Geer Teng, Xutai Cui, Zhifang Zhao, Kai Wei and Muhammad Abrar

Front. Phys., 2022, 10
DOI: 10.3389/fphy.2022.821057

Decision-level data fusion based on laser-induced breakdown and Raman spectroscopy: A study of bimodal spectroscopy for diagnosis of lung cancer at different stages

Jingjun Lin, Yao Li, Xiaomei Lin and Changjin Che

Talanta, 2024, 275, 126194
DOI: 10.1016/j.talanta.2024.126194

Laser-induced breakdown spectroscopy (LIBS) in biomedical analysis

Rongling Zhang, Shunfan Hu, Changfei Ma, Tianlong Zhang and Hua Li

TrAC Trends in Analytical Chemistry, 2024, 181, 117992
DOI: 10.1016/j.trac.2024.117992

Using LIBS as a diagnostic tool in pediatrics beta-thalassemia

Jehan Alsharnoubi, Yasser Nassef, Reham F. Fahmy and Mohamed Gamal

Lasers Med Sci, 2021, 36, 957
DOI: 10.1007/s10103-020-03117-9

Laser-Induced Breakdown Spectroscopy Combined with Machine Learning for the Identification of Lung Cancer Tumors

Han Li, Haoran Sun and Xun Gao

J Appl Spectrosc, 2025, 92, 166
DOI: 10.1007/s10812-025-01893-2

Application of Laser Spectroscopy and Machine Learning for Diagnostics of Uncontrolled Type 2 Diabetes

Imran Rehan, Kamran Rehan, Sabiha Sultana and Mujeeb Ur Rehman

Appl Spectrosc, 2025, 79, 1478
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Machine learning assisted laser spectroscopy for simultaneous multiclass diabetes detection from blood plasma

Imran Rehan, Kamran Rehan, Muhammad Aamir and Safiqul Islam

Microchemical Journal, 2026, 220, 116416
DOI: 10.1016/j.microc.2025.116416

Rapid quantitative analysis of calcium in infant formula powder assisted by long short-term memory with variable importance using laser-induced breakdown spectroscopy

Yu Ding, Linyu Yang, Wenjie Chen, Jing Chen, Xingqiang Zhao, Yong Luo and Wangping Zhou

Appl. Opt., 2023, 62, 2188
DOI: 10.1364/AO.481516

Diagnosis and staging of multiple myeloma using serum-based laser-induced breakdown spectroscopy combined with machine learning methods

Xue Chen, Yao Zhang, Xiaohui Li, Ziheng Yang, Aichun Liu and Xin Yu

Biomed. Opt. Express, 2021, 12, 3584
DOI: 10.1364/BOE.421333

Development in the application of laser-induced breakdown spectroscopy in recent years: A review

Lian-Bo Guo, Deng Zhang, Lan-Xiang Sun, Shun-Chun Yao, Lei Zhang, Zhen-Zhen Wang, Qian-Qian Wang, Hong-Bin Ding, Yuan Lu, Zong-Yu Hou and Zhe Wang

Front. Phys., 2021, 16
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Accurate quantification of alkalinity of sintered ore by random forest model based on PCA and variable importance (PCA-VI-RF)

Xinxin Deng, Guang Yang, Hong Zhang and Guanyu Chen

Appl. Opt., 2020, 59, 2042
DOI: 10.1364/AO.382102

Primary study of identification of parathyroid gland based on laser-induced breakdown spectroscopy

Qianqian Wang, Wenting Xiangli, Xiaohong Chen, Jinghong Zhang, Geer Teng, Xutai Cui, Bushra Sana Idrees and Kai Wei

Biomed. Opt. Express, 2021, 12, 1999
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Machine learning-based LIBS spectrum analysis of human blood plasma allows ovarian cancer diagnosis

Zengqi Yue, Chen Sun, Fengye Chen, Yuqing Zhang, Weijie Xu, Sahar Shabbir, Long Zou, Weiguo Lu, Wei Wang, Zhenwei Xie, Lanyun Zhou, Yan Lu and Jin Yu

Biomed. Opt. Express, 2021, 12, 2559
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Identification of meat species by combined laser-induced breakdown and Raman spectroscopies

Haoran Sun, Chao Song, Xiaomei Lin and Xun Gao

Spectrochimica Acta Part B: Atomic Spectroscopy, 2022, 194, 106456
DOI: 10.1016/j.sab.2022.106456