PAN Gaowei, SHI Jinfang, QIU Rong, WANG Huili, WAN Qing, ZHANG Zhiwei, WANG Kai. Baseline correction algorithm for laser-induced breakdown spectroscopy[J]. Journal of Applied Optics, 2022, 43(3): 538-543. DOI: 10.5768/JAO202243.0307002
Citation: PAN Gaowei, SHI Jinfang, QIU Rong, WANG Huili, WAN Qing, ZHANG Zhiwei, WANG Kai. Baseline correction algorithm for laser-induced breakdown spectroscopy[J]. Journal of Applied Optics, 2022, 43(3): 538-543. DOI: 10.5768/JAO202243.0307002

Baseline correction algorithm for laser-induced breakdown spectroscopy

More Information
  • Received Date: November 09, 2021
  • Revised Date: February 06, 2022
  • Available Online: April 17, 2022
  • Aiming at the problem of periodic arch protrusion in laser-induced breakdown spectroscopy (LIBS) data, an improved baseline correction algorithm was proposed. By adjusting the local penalty coefficients, the algorithm which was based on penalized least square method could not only fit the periodic arch protrusion, but also reduce the effect of spectral lines intensity on fitting baseline. Compared with other baseline correction methods, the root-mean-square error (RMSE) of the proposed algorithm was smaller when fitting the simulation baseline, and the correlation coefficients of the calibration curve based on spectral data obtained by the proposed algorithm reached 0.997 2. The results show that compared with the existing baseline removal method, the proposed algorithm can better retain the effective information of the spectral data when the echelle grating spectrometer collecting the baseline of LIBS.

  • [1]
    孙兰香, 于海斌, 郭前进, 等. 激光诱导击穿光谱在物质成分定量分析方面的实验研究进展[J]. 仪器仪表学报,2008(10):2235-2240. doi: 10.3321/j.issn:0254-3087.2008.10.042

    SUN Lanxiang, YU Haibin, GUO Qianjin, et al. Development of experiment study on laser-induced breakdown spectroscopy in quantitative analysis of material[J]. Chinese Journal of Scientific Instrument,2008(10):2235-2240. doi: 10.3321/j.issn:0254-3087.2008.10.042
    [2]
    许典, 林冠宇, 曹佃生, 等. 双光栅光谱仪波长扫描机构精度分析[J]. 应用光学, 2017, 38(1): 24-30.

    XU Dian, LIN Guanyu, CAO Diansheng, et al. Accuracy analysis for wavelength scanning mechanism of double grating spectrometer[J]. Journal of Applied Optics, 2017, 38(1): 24-30.
    [3]
    HU Haibing, BAI Jing, XIA Guo, et al. Improved baseline correction method based on polynomial fitting for Raman spectroscopy[J]. Photonic Sensors,2018,8(4):332-340. doi: 10.1007/s13320-018-0512-y
    [4]
    CHAD A L, ANITA M J. Automated method for subtraction of fluorescence from biological Raman spectra[J]. Applied Spectroscopy,2003,57(11):1363-1367. doi: 10.1366/000370203322554518
    [5]
    刘莉, 肖平平. 小波变换基线扣除对激光诱导等离子体温度计算的改善[J]. 光谱学与光谱分析,2016,36(2):545-549.

    LIU Li, XIAO Pingping. Accuracy improvement of temperature calculation of the laser-indueced plasma using wavelet transform baseline subtraction[J]. Spectroscopy and Spectral Analysis,2016,36(2):545-549.
    [6]
    赵奉奎, 徐晓美, 吕立亚. 基于迭代小波变换的光谱信号本底扣除方法研究[J]. 分析测试学报,2019,38(10):1275-1279. doi: 10.3969/j.issn.1004-4957.2019.10.019

    ZHAO Fengkui, XU Xiaomei, LV Liya. A background removing method for spectrum signal based on iterative wavelet transform[J]. Journal of Instrumental Analysis,2019,38(10):1275-1279. doi: 10.3969/j.issn.1004-4957.2019.10.019
    [7]
    彭颖, 张志敏, 卢红梅, 等. 基于小波-反向搜索及表面增强拉曼的食品中色素的光谱定性分析[J]. 分析测试学报,2017,36(5):627-632. doi: 10.3969/j.issn.1004-4957.2017.05.008

    PENG Yin, ZHANG Zhimin, LU Hongmei, et al. Identification of colorants in food by surface-enhanced Raman spectroscopy and wavelet-based reverse search[J]. Journal of Instrumental Analysis,2017,36(5):627-632. doi: 10.3969/j.issn.1004-4957.2017.05.008
    [8]
    ZHANG F, TANG X J, WANG B, et al. Baseline correction for infrared spectra using adaptive smoothness parameter penalized least squares method[J]. Spectroscopy Letters,2020,53(3):222-233. doi: 10.1080/00387010.2020.1730908
    [9]
    ZHANG Z M, CHEN S, LIANG Y Z. Baseline correction using adaptive iteratively reweighted penalized least squares[J]. The Analyst,2010,135(5):1138-46. doi: 10.1039/b922045c
    [10]
    OLLER-MORENO S, PARDO A, JIMENEZ-SOTO J M, et al. Adaptive asymmetric least squares baseline estimation for analytical instruments[C] //2014 11th International Multi-Conference on Systems. Castelldefels-Barcelona, Spain: Institute of Electrical and Electronics Engineers, 2014: 1-5.
    [11]
    ZHANG Q, LI H, XIAO H, et al. An improved PD-AsLS method of baseline estimated in EDXRF analysis[J]. Analytical Methods,2021,13(17):2037-2043. doi: 10.1039/D1AY00122A
    [12]
    EILERS P H C. A perfect smoother [J]. Analytical Chemistry. 2003, 75: 3631-3636.
    [13]
    赵恒, 陈娱欣, 续小丁, 等. 基于局部对称重加权惩罚最小二乘的拉曼基线校正[J]. 中国激光,2018,45(12):280-291.

    ZHAO Heng, CHEN Yuxin, XU Xiaoding, et al. Baseline correction for raman spectra based on locally symmetric reweighted penalized least squares[J]. Chinese Journal of Lasers,2018,45(12):280-291.
    [14]
    HE S X, ZHANG W, LIU L J, et al. Baseline correction for Raman spectra using an improved asymmetric least squares method[J]. Analytical Methods,2014,6(12):4402-4407. doi: 10.1039/C4AY00068D
    [15]
    YANG G, DAI J, LIU X, et al. Multiple constrained reweighted penalized least squares for spectral baseline correction [J]. Applied Spectroscopy, 2019, 74(12): 000370281988500.
    [16]
    ERIK K, PAVEL P, KLUS J, et al. Influence of baseline subtraction on laser-induced breakdown spectroscopic data[J]. Journal of Analytical Atomic Spectrometry,2018,33(12):2107-2115. doi: 10.1039/C8JA00209F
  • Related Articles

    [1]LU Zhigong, HE Peng, ZHI Lianjie, CHEN Wenjian. Laser triangulation measurement model based on least square polynomial fitting method[J]. Journal of Applied Optics, 2019, 40(5): 853-858. DOI: 10.5768/JAO201940.0503003
    [2]Jing Min, Hua Dengxin, Le Jing. Simulation of laser induced fluorescence lidar detecting system[J]. Journal of Applied Optics, 2017, 38(1): 131-135. DOI: 10.5768/JAO201738.0107003
    [3]Yang Cheng, Han Sen, Wu Quanying. Method for calibrating interferogram based on weighted least square[J]. Journal of Applied Optics, 2016, 37(3): 392-396. DOI: 10.5768/JAO201637.0302005
    [4]Zhang Zhi-hao, Song Qiang, Yao Qiang. Influence of flame atomic absorption on measurement of K using laser-induced breakdown spectroscopy[J]. Journal of Applied Optics, 2014, 35(5): 917-921.
    [5]LI Yong, LU Ji-dong, LIN Zhao-xiang, XIE Cheng-li, LI Jie, LI Peng-yan. Quantitative analysis of lead in soil by laser-induced breakdown spectroscopy[J]. Journal of Applied Optics, 2008, 29(5): 789-792.
    [6]LI Ping, LU Ji-dong, XIE Cheng-li, LI Jie, LIU Yan, YU Liang-ying. Measurement of carbon content in coal with laser-induced breakdown spectroscopy[J]. Journal of Applied Optics, 2007, 28(6): 756-759.
    [7]PEI Nan-nan, LIU Guo-rong. Wavelength calibration method based on the laser induced breakdown spectroscopy[J]. Journal of Applied Optics, 2007, 28(1): 68-71.
    [8]CHEN Rui, ZHOU Lin. Laser-induced fluorescence spectra measurement of combustion product components[J]. Journal of Applied Optics, 2006, 27(5): 455-459.
    [9]CHEN Wen, LU Ji dong, YU Liang ying, HUANG Lai, XIE Cheng li, LI Jie. Influence of coal characteristics on laserinduced plasmas[J]. Journal of Applied Optics, 2006, 27(3): 216-219.
    [10]YU Liang-ying, LU Ji-dong, CHEN Wen, HUANG Lai, LI Jie, XIE Cheng-li. Quantitative analysis of atmosphere by laserinduced breakdown spectroscopy[J]. Journal of Applied Optics, 2006, 27(2): 147-151.
  • Cited by

    Periodical cited type(10)

    1. 公希萌,赵亮凯. 基于三维激光视觉技术的平面设计图像增强和优化研究. 激光杂志. 2023(04): 158-163 .
    2. 段锦. 基于Retinex的园林景观图像增强. 微型电脑应用. 2022(11): 45-47+52 .
    3. 王康,刘婷,陈子文,李雅薇,郭显久. 计算机图像处理技术在水下图像中的应用. 数字技术与应用. 2021(03): 93-95+161 .
    4. 于琳琳. 基于激光全息技术的漆画无损修复研究. 激光杂志. 2021(12): 207-211 .
    5. 李毕祥,乐敏. 激光全息数字图像补偿资源云存储平台设计. 激光杂志. 2020(03): 117-121 .
    6. 杨森林,孙静,闫曌,李喜龙. 基于深度卷积神经网络的图像帧间补偿研究. 计算机仿真. 2020(01): 452-455 .
    7. 李熙莹,朱肯钢. 结合天空分割和局部透射率优化交通图像去雾算法. 计算机与现代化. 2019(05): 51-58 .
    8. 冯晶明,苗文娟,畅青. 基于像素值梯度变化的深度图修复算法. 现代计算机. 2019(25): 51-54 .
    9. 姚晓峰,须文波,武利秀. 基于深度神经网络的激光图像修复. 激光杂志. 2019(11): 76-79 .
    10. 刘振宇,关彤. 基于RGB-D图像的头部姿态检测. 计算机科学. 2019(S2): 334-340 .

    Other cited types(8)

Catalog

    Article views (416) PDF downloads (58) Cited by(18)

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return