Acta Optica Sinica, Volume. 41, Issue 15, 1530001(2021)

Characteristic Wavelength Optimization Based on Random Frog Algorithm

Jiming Sa1,2,3, He Jiang1、*, Kaiwen Xie1, Hanwen Gu1, Yijie Luo2, and Zhushanying Zhang3,4,5、**
Author Affiliations
  • 1School of Information Engineering, Wuhan University of Technology, Wuhan, Hubei 430070, China
  • 2Hubei Key Laboratory of Broadband Wireless Communication and Sensor Networks, Wuhan, Hubei 430070, China
  • 3Hubei Key Laboratory of Medical Information Analysis and Tumor Diagnosis & Treatment, Wuhan, Hubei 430074, China;
  • 4College of Biomedical Engineering, South-Central University for Nationalities, Wuhan, Hubei 430074, China
  • 5Key Laboratory of Cognitive Science (South-Central University for Nationalities), State Ethnic Affairs Commission, Wuhan, Hubei 430074, China
  • show less
    References(11)

    [1] Rohman A, Windarsih A, Lukitaningsih E et al. The use of FTIR and Raman spectroscopy in combination with chemometrics for analysis of biomolecules in biomedical fluids: a review[J]. Biomedical Spectroscopy and Imaging, 8, 55-71(2020).

    [2] Zou T, Lan S M, Yan W et al[J]. Soybeen protein wavelength optimization based on portable NIR spectrometer Analytical Instrumentation, 2019, 94-99.

    [3] Li H D, Xu Q S, Liang Y Z. Random frog: an efficient reversible jump Markov Chain Monte Carlo-like approach for variable selection with applications to gene selection and disease classification[J]. Analytica Chimica Acta, 740, 20-26(2012).

    [4] Li S Z, Tong H X, Yuan L M et al. Optimization of near infrared spectroscopy model for sugar content in apple by intervals successive projection algorithm[J]. Journal of Food Safety & Quality, 10, 4608-4612(2019).

    [5] Li H D, Liang Y Z, Xu Q S et al. Key wavelengths screening using competitive adaptive reweighted sampling method for multivariate calibration[J]. Analytica Chimica Acta, 648, 77-84(2009).

    [6] Wang L Q, Kong Q M, Li G B et al. Characteristic band selection of near-infrared spectrum for determining peroxide value of oil based on iPLS[J]. Food Science, 32, 97-100(2011).

    [7] De A, Chanda S, Tudu B P et al. Wavelength selection for prediction of polyphenol content in inward tea leaves using NIR[C]∥2017 IEEE 7th International Advance Computing Conference (IACC), January 5-7, 2017, Hyderabad., 184-187(2017).

    [8] Liu Z Y, Pan T. Equivalent waveband selection of VIS-NIR spectroscopic measurement for hemoglobin[J]. Optics and Precision Engineering, 20, 2170-2175(2012).

    [9] Li G W, Gao X H, Xiao N W et al. Estimation of soil organic matter content based on characteristic variable selection and regression methods[J]. Acta Optica Sinica, 39, 0930002(2019).

    [10] Sun T, Yang C H, Zhu H Q et al. A wavelength selection method of UV-Vis based on variable stability and credibility[J]. Spectroscopy and Spectral Analysis, 39, 3438-3445(2019).

    [11] Pan T, Yan B R, Tang Y et al. Combination optimization of PLS regression and SG smoothing in NIR analysis of hemoglobin. [C]∥International Conference on Photonics and Imaging in Biology and Medicine 2017, September 26-28, 2017, Suzhou China. Washington D.C.: OSA, W3A, 75(2017).

    Tools

    Get Citation

    Copy Citation Text

    Jiming Sa, He Jiang, Kaiwen Xie, Hanwen Gu, Yijie Luo, Zhushanying Zhang. Characteristic Wavelength Optimization Based on Random Frog Algorithm[J]. Acta Optica Sinica, 2021, 41(15): 1530001

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Spectroscopy

    Received: Dec. 30, 2020

    Accepted: Mar. 8, 2021

    Published Online: Aug. 11, 2021

    The Author Email: Jiang He (hejiang2019@whut.edu.cn), Zhang Zhushanying (syzhu@mail.scuec.edu.cn)

    DOI:10.3788/AOS202141.1530001

    Topics