On the application of bootstrapping to laser-induced breakdown spectroscopy data

被引:20
|
作者
Kepes, Erik [1 ]
Porizka, Pavel [1 ]
Kaiser, Jozef [1 ]
机构
[1] Brno Univ Technol, Cent European Inst Technol, Purkynova 656-123, CZ-61200 Brno, Czech Republic
关键词
LIBS; CALIBRATION; STATISTICS; PARAMETERS; SIGNAL;
D O I
10.1039/c9ja00304e
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The analysis of laser-induced breakdown spectroscopy (LIBS) data heavily relies on statistical approaches. Recently, the application of another well-established statistical tool has started gaining prominence in LIBS analysis: bootstrapping. In the present work, we investigate the impact of bootstrapping on LIBS data collected by various data acquisition strategies and provide some insights into the application of this powerful statistical tool. We show that bootstrapping primarily affects the standard deviation of the recorded spectra, while barely affecting the mean values. This limits the applicability of bootstrapping to specific cases which are briefly discussed.
引用
收藏
页码:2411 / 2419
页数:9
相关论文
共 50 条
  • [41] Application of Laser-Induced Breakdown Spectroscopy for Depth Profiling of Multilayer and Graded Materials
    Krolicka, Agnieszka
    Maj, Anna
    Loj, Grzegorz
    MATERIALS, 2023, 16 (20)
  • [42] Application of laser-induced breakdown spectroscopy to the analysis of algal biomass for industrial biotechnology
    Porizka, P.
    Prochazka, D.
    Pilat, Z.
    Krajcarova, L.
    Kaiser, J.
    Malina, R.
    Novotny, J.
    Zemanek, P.
    Jezek, J.
    Sery, M.
    Bernatova, S.
    Krzyzanek, V.
    Dobranska, K.
    Novotny, K.
    Trtilek, M.
    Samek, O.
    SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2012, 74-75 : 169 - 176
  • [43] Double-pulse laser ablation coupled to laser-induced breakdown spectroscopy
    Glaus, Reto
    Hahn, David W.
    SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2014, 98 : 48 - 53
  • [44] Application and Research Progress of Laser-Induced Breakdown Spectroscopy in Agricultural Product Inspection
    Wang, Li
    Tolok, Galina
    Fu, Yuanxia
    Xu, Li
    Li, Li
    Gao, Hui
    Zhou, Yu
    ACS OMEGA, 2024, 9 (23): : 24203 - 24218
  • [45] Feature selection of laser-induced breakdown spectroscopy data for steel aging estimation
    Lu, Shengzi
    Shen, Shen
    Huang, Jianwei
    Dong, Meirong
    Lu, Jidong
    Li, Wenbing
    SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2018, 150 : 49 - 58
  • [46] Quality index for Martian in-situ laser-induced breakdown spectroscopy data
    Chen, Zhaopeng
    Forni, Olivier
    Cousin, Agnes
    Pilleri, Paolo
    Gasnault, Olivier
    Maurice, Sylvestre
    Wiens, Roger C.
    Zhang, Yizhong
    Luo, Yuxuan
    Ren, Xin
    Xu, Weiming
    Liu, Xiangfeng
    Shu, Rong
    Li, Chunlai
    SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2024, 216
  • [47] Quantification of Calcium Using Localized Normalization on Laser-Induced Breakdown Spectroscopy Data
    Sabri, Nursalwanie Mohd
    Haider, Zuhaib
    Tufail, Kashif
    Aziz, Safwan
    Ali, Jalil
    Wahab, Zaidan Abdul
    Abbas, Zulkifly
    INTERNATIONAL CONFERENCE ON PLASMA SCIENCE AND APPLICATIONS (ICPSA2016), 2017, 1824
  • [48] Classification accuracy improvement by data preprocessing in handheld laser-induced breakdown spectroscopy
    Yan, Jiujiang
    Yang, Ping
    Zhou, Ran
    Li, Shuhan
    Liu, Kun
    Zhang, Wen
    Li, Xiangyou
    Wang, Dengzhi
    Zeng, Xiaoyan
    Lu, Yongfeng
    ANALYTICAL METHODS, 2019, 11 (40) : 5177 - 5184
  • [49] Impact of Laser-Induced Breakdown Spectroscopy data normalization on multivariate classification accuracy
    Porizka, P.
    Klus, J.
    Hrdlicka, A.
    Vrabel, J.
    Skarkova, P.
    Prochazka, D.
    Novotny, J.
    Novotny, K.
    Kaiser, J.
    JOURNAL OF ANALYTICAL ATOMIC SPECTROMETRY, 2017, 32 (02) : 277 - 288
  • [50] New procedure for CSigma laser induced breakdown spectroscopy addressing the laser-induced plasma inhomogeneity
    Aguilera, J. A.
    Aragon, C.
    SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2024, 217